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2017-06-12-ncei_ra_archive_history.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/MathewBiddle/c7ccab625b09897ccf7d37497d302c0b/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": "25b1bbd5-739d-40d9-f69d-95dcd572caab"
},
"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",
"Requirement already satisfied: owslib in /usr/local/lib/python3.10/dist-packages (0.29.1)\n",
"Requirement 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"
]
}
]
},
{
"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": "f5bbf1ae-9030-4a8c-9262-aa1ff1f78bac"
},
"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."
]
},
{
"cell_type": "code",
"execution_count": 5,
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"id": "aBOBHye0mD8Q",
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" const element = document.querySelector('#df-645418b2-59c5-4c17-8fc9-0411fe16bb69');\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": "fe5861fd-f134-47aa-8877-00563bf450b7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Found 922 record(s)\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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%3A0246773/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246773\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242881/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242881\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242877/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",
"\n",
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"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242926\n",
"\n",
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"\n",
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"\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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1622
},
"id": "8xeyh0c6txSo",
"outputId": "2f458c5d-8433-462e-f6d3-22999e4eab5f"
},
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Id Title \\\n",
"0 gov.noaa.nodc:0239578 Physical trajectory profile data from glider n... \n",
"1 gov.noaa.nodc:0239579 Physical trajectory profile data from glider n... \n",
"2 gov.noaa.nodc:0239581 Physical trajectory profile data from glider n... \n",
"3 gov.noaa.nodc:0239593 Physical trajectory profile data from glider n... \n",
"4 gov.noaa.nodc:0239570 Physical trajectory profile data from glider n... \n",
".. ... ... \n",
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},
"metadata": {},
"execution_count": 8
}
]
},
{
"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": "3eab3e26-2605-4307-ba1e-ac58af311026"
},
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"<ipython-input-22-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": {
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"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",
"2023-03-08 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",
"2023-03-17 00:00:00+00:00 gov.noaa.nodc:0277087 \n",
"2023-03-17 00:00:00+00:00 gov.noaa.nodc:0277088 \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",
"\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",
"2023-03-08 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",
"2023-03-17 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",
"\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",
"2023-03-08 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",
"2023-03-17 00:00:00+00:00 NaN -80.0507 25.7660 -74.4423 35.9245 \n",
"2023-03-17 00:00:00+00:00 NaN -123.9063 32.8197 -119.7481 34.6197 \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",
"\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",
"2023-03-08 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",
"2023-03-17 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",
"\n",
" Link_1 Link_2 ... Link_4 \\\n",
"data_end_date ... \n",
"2022-10-07 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-10-10 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-02 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-10 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-11 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-11 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-13 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-16 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-17 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-24 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-11-30 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-12-02 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-12-02 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-12-06 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-12-08 00:00:00+00:00 NaN NaN ... NaN \n",
"2022-12-14 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-01-03 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-01-11 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-01-20 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-01-25 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-02-04 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-02-05 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-03 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-09 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-09 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-17 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-17 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-03-21 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-04-01 00:00:00+00:00 NaN NaN ... NaN \n",
"2023-04-14 00:00:00+00:00 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",
"2023-03-08 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",
"2023-03-09 00:00:00+00:00 2023-02-23T00:00:00Z to 2023-03-08T23:59:59.999Z \n",
"2023-03-09 00:00:00+00:00 2023-03-07T00:00:00Z to 2023-03-08T23:59:59.999Z \n",
"2023-03-17 00:00:00+00:00 2023-02-08T00:00:00Z to 2023-03-16T23:59:59.999Z \n",
"2023-03-17 00:00:00+00:00 2022-11-29T00:00:00Z to 2023-03-16T23:59:59.999Z \n",
"2023-03-21 00:00:00+00:00 2022-12-01T00:00:00Z to 2023-03-20T23:59:59.999Z \n",
"2023-04-01 00:00:00+00:00 2023-01-10T00:00:00Z to 2023-03-31T23:59:59.999Z \n",
"2023-04-14 00:00:00+00:00 2023-03-20T00:00:00Z to 2023-04-13T23:59:59.999Z \n",
"\n",
" Date_Published data_start_date \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 2023-02-26T00:00:00Z 2022-09-03 00:00:00+00:00 \n",
"2022-10-10 00:00:00+00:00 2023-02-15T00:00:00Z 2022-10-05 00:00:00+00:00 \n",
"2022-11-02 00:00:00+00:00 2023-03-19T00:00:00Z 2022-10-11 00:00:00+00:00 \n",
"2022-11-10 00:00:00+00:00 2023-02-14T00:00:00Z 2022-08-22 00:00:00+00:00 \n",
"2022-11-11 00:00:00+00:00 2023-02-14T00:00:00Z 2022-08-22 00:00:00+00:00 \n",
"2022-11-11 00:00:00+00:00 2023-02-26T00:00:00Z 2022-11-02 00:00:00+00:00 \n",
"2022-11-13 00:00:00+00:00 2023-02-15T00:00:00Z 2022-08-14 00:00:00+00:00 \n",
"2022-11-16 00:00:00+00:00 2023-02-15T00:00:00Z 2022-07-27 00:00:00+00:00 \n",
"2022-11-17 00:00:00+00:00 2023-02-15T00:00:00Z 2022-07-13 00:00:00+00:00 \n",
"2022-11-24 00:00:00+00:00 2023-02-14T00:00:00Z 2022-11-07 00:00:00+00:00 \n",
"2022-11-30 00:00:00+00:00 2023-02-15T00:00:00Z 2022-08-09 00:00:00+00:00 \n",
"2022-12-02 00:00:00+00:00 2023-02-15T00:00:00Z 2022-08-16 00:00:00+00:00 \n",
"2022-12-02 00:00:00+00:00 2023-02-14T00:00:00Z 2022-10-12 00:00:00+00:00 \n",
"2022-12-06 00:00:00+00:00 2023-02-14T00:00:00Z 2022-09-21 00:00:00+00:00 \n",
"2022-12-08 00:00:00+00:00 2023-02-15T00:00:00Z 2022-11-16 00:00:00+00:00 \n",
"2022-12-14 00:00:00+00:00 2023-02-14T00:00:00Z 2022-09-23 00:00:00+00:00 \n",
"2023-01-03 00:00:00+00:00 2023-02-26T00:00:00Z 2022-12-05 00:00:00+00:00 \n",
"2023-01-11 00:00:00+00:00 2023-02-12T00:00:00Z 2022-10-17 00:00:00+00:00 \n",
"2023-01-20 00:00:00+00:00 2023-02-26T00:00:00Z 2022-11-22 00:00:00+00:00 \n",
"2023-01-25 00:00:00+00:00 2023-02-26T00:00:00Z 2022-10-14 00:00:00+00:00 \n",
"2023-02-04 00:00:00+00:00 2023-02-12T00:00:00Z 2023-01-10 00:00:00+00:00 \n",
"2023-02-05 00:00:00+00:00 2023-02-12T00:00:00Z 2022-07-21 00:00:00+00:00 \n",
"2023-03-03 00:00:00+00:00 2023-03-10T00:00:00Z 2023-02-15 00:00:00+00:00 \n",
"2023-03-08 00:00:00+00:00 2023-03-12T00:00:00Z 2022-11-17 00:00:00+00:00 \n",
"2023-03-08 00:00:00+00:00 2023-03-12T00:00:00Z 2022-07-27 00:00:00+00:00 \n",
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" <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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>{'v1.1': 2023-02-12 10:54:44+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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>{'v1.1': 2023-03-12 09:00:40+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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</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>...</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",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>33 rows × 21 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d809ddb2-c0d7-4a28-8970-70ac135c05c9')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" 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-d809ddb2-c0d7-4a28-8970-70ac135c05c9 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-d809ddb2-c0d7-4a28-8970-70ac135c05c9');\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": 22
}
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": false,
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VDl5zPYcmD8R",
"outputId": "ad92c8a7-504f-472e-a6ee-cda8d9df0cb1"
},
"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",
"First published date = 2023-02-15\n",
"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",
"Current AIP Size = 11.64 MB\n",
"\n",
"First published date = 2023-03-19\n",
"Data time coverage: 2022-10-11 to 2022-11-01\n",
"Accession: 0277086\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-19 08:59:13+00:00\n",
"Current AIP Size = 62.172 MB\n",
"\n",
"First published date = 2023-02-14\n",
"Data time coverage: 2022-08-22 to 2022-11-09\n",
"Accession: 0276692\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-14 09:03:51+00:00\n",
"Current AIP Size = 20.204 MB\n",
"\n",
"First published date = 2023-02-14\n",
"Data time coverage: 2022-08-22 to 2022-11-10\n",
"Accession: 0276691\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-14 09:01:39+00:00\n",
"Current AIP Size = 17.232 MB\n",
"\n",
"First published date = 2023-02-26\n",
"Data time coverage: 2022-11-02 to 2022-11-10\n",
"Accession: 0276856\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-26 09:03:46+00:00\n",
"Current AIP Size = 34.064 MB\n",
"\n",
"First published date = 2023-02-15\n",
"Data time coverage: 2022-08-14 to 2022-11-12\n",
"Accession: 0276748\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:09:35+00:00\n",
"Current AIP Size = 34.996 MB\n",
"\n",
"First published date = 2023-02-15\n",
"Data time coverage: 2022-07-27 to 2022-11-15\n",
"Accession: 0276750\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:11:32+00:00\n",
"Current AIP Size = 12.132 MB\n",
"\n",
"First published date = 2023-02-15\n",
"Data time coverage: 2022-07-13 to 2022-11-16\n",
"Accession: 0276749\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:10:34+00:00\n",
"Current AIP Size = 45.356 MB\n",
"\n",
"First published date = 2023-02-14\n",
"Data time coverage: 2022-11-07 to 2022-11-23\n",
"Accession: 0276697\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-14 09:14:32+00:00\n",
"Current AIP Size = 2.224 MB\n",
"\n",
"First published date = 2023-02-15\n",
"Data time coverage: 2022-08-09 to 2022-11-29\n",
"Accession: 0276754\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:17:31+00:00\n",
"Current AIP Size = 9.916 MB\n",
"\n",
"First published date = 2023-02-15\n",
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"Accession: 0276751\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:13:33+00:00\n",
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"\n",
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"Data time coverage: 2022-10-12 to 2022-12-01\n",
"Accession: 0276698\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
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"Current AIP Size = 4.224 MB\n",
"\n",
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"Data time coverage: 2022-09-21 to 2022-12-05\n",
"Accession: 0276688\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-14 08:54:49+00:00\n",
"Current AIP Size = 56.772 MB\n",
"\n",
"First published date = 2023-02-15\n",
"Data time coverage: 2022-11-16 to 2022-12-07\n",
"Accession: 0276746\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:05:56+00:00\n",
"Current AIP Size = 96.612 MB\n",
"\n",
"First published date = 2023-02-14\n",
"Data time coverage: 2022-09-23 to 2022-12-13\n",
"Accession: 0276689\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-14 08:56:48+00:00\n",
"Current AIP Size = 46.024 MB\n",
"\n",
"First published date = 2023-02-26\n",
"Data time coverage: 2022-12-05 to 2023-01-02\n",
"Accession: 0276861\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-26 09:16:45+00:00\n",
"Current AIP Size = 225.264 MB\n",
"\n",
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"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-12 09:08:02+00:00\n",
"Current AIP Size = 63.684 MB\n",
"\n",
"First published date = 2023-02-26\n",
"Data time coverage: 2022-11-22 to 2023-01-19\n",
"Accession: 0276858\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-26 09:07:39+00:00\n",
"Current AIP Size = 4.352 MB\n",
"\n",
"First published date = 2023-02-26\n",
"Data time coverage: 2022-10-14 to 2023-01-24\n",
"Accession: 0276857\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-26 09:05:33+00:00\n",
"Current AIP Size = 6.444 MB\n",
"\n",
"First published date = 2023-02-12\n",
"Data time coverage: 2023-01-10 to 2023-02-03\n",
"Accession: 0276611\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-12 08:56:00+00:00\n",
"Current AIP Size = 6.892 MB\n",
"\n",
"First published date = 2023-02-12\n",
"Data time coverage: 2022-07-21 to 2023-02-04\n",
"Accession: 0276660\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-12 10:54:44+00:00\n",
"Current AIP Size = 16.044 MB\n",
"\n",
"First published date = 2023-03-10\n",
"Data time coverage: 2023-02-15 to 2023-03-02\n",
"Accession: 0276939\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-10 00:00:37+00:00\n",
"Current AIP Size = 1.932 MB\n",
"\n",
"First published date = 2023-03-12\n",
"Data time coverage: 2022-11-17 to 2023-03-07\n",
"Accession: 0276987\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-12 09:02:45+00:00\n",
"Current AIP Size = 10.244 MB\n",
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"First published date = 2023-03-12\n",
"Data time coverage: 2022-07-27 to 2023-03-07\n",
"Accession: 0276986\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-12 09:00:40+00:00\n",
"Current AIP Size = 8.048 MB\n",
"\n",
"First published date = 2023-03-12\n",
"Data time coverage: 2022-11-16 to 2023-03-07\n",
"Accession: 0276988\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-12 09:05:54+00:00\n",
"Current AIP Size = 8.7 MB\n",
"\n",
"First published date = 2023-03-12\n",
"Data time coverage: 2023-02-23 to 2023-03-08\n",
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"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-12 08:54:12+00:00\n",
"Current AIP Size = 1.848 MB\n",
"\n",
"First published date = 2023-03-12\n",
"Data time coverage: 2023-03-07 to 2023-03-08\n",
"Accession: 0276985\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-12 08:58:38+00:00\n",
"Current AIP Size = 0.388 MB\n",
"\n",
"First published date = 2023-03-19\n",
"Data time coverage: 2023-02-08 to 2023-03-16\n",
"Accession: 0277087\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-19 09:01:53+00:00\n",
"Current AIP Size = 2.936 MB\n",
"\n",
"First published date = 2023-03-19\n",
"Data time coverage: 2022-11-29 to 2023-03-16\n",
"Accession: 0277088\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-19 09:04:56+00:00\n",
"Current AIP Size = 16.4 MB\n",
"\n",
"First published date = 2023-03-23\n",
"Data time coverage: 2022-12-01 to 2023-03-20\n",
"Accession: 0277153\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-03-23 14:39:16+00:00\n",
"Current AIP Size = 10.12 MB\n",
"\n",
"First published date = 2023-04-04\n",
"Data time coverage: 2023-01-10 to 2023-03-31\n",
"Accession: 0277476\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-04-04 12:28:56+00:00\n",
"Current AIP Size = 19.42 MB\n",
"\n",
"First published date = 2023-04-16\n",
"Data time coverage: 2023-03-20 to 2023-04-13\n",
"Accession: 0277661\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-04-16 08:56:26+00:00\n",
"Current AIP Size = 83.824 MB\n"
]
}
],
"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": 27,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "bMCt5ejRmD8S",
"outputId": "40f9b262-0ff7-48ee-a2b6-816a0cd2da1f"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x1200 with 1 Axes>"
],
"image/png": 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},
"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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