{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import ast\n", "import csv\n", "import json\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import plotly\n", "from plotly.offline import iplot, init_notebook_mode\n", "import plotly.graph_objs as go\n", "import plotly.express as px\n", "\n", "pd.set_option('display.max_columns', None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading datasets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | id | \n", "type | \n", "attributes.created-at | \n", "attributes.updated-at | \n", "attributes.metadata.doi | \n", "attributes.metadata.name | \n", "attributes.metadata.status | \n", "attributes.metadata.contacts | \n", "attributes.metadata.homepage | \n", "attributes.metadata.identifier | \n", "attributes.metadata.description | \n", "attributes.metadata.abbreviation | \n", "attributes.metadata.support-links | \n", "attributes.metadata.year-creation | \n", "attributes.metadata.data-processes | \n", "attributes.metadata.cross-references | \n", "attributes.legacy-ids | \n", "attributes.fairsharing-registry | \n", "attributes.record-type | \n", "attributes.subjects | \n", "attributes.domains | \n", "attributes.taxonomies | \n", "attributes.user-defined-tags | \n", "attributes.countries | \n", "attributes.name | \n", "attributes.abbreviation | \n", "attributes.url | \n", "attributes.doi | \n", "attributes.fairsharing-licence | \n", "attributes.description | \n", "attributes.publications | \n", "attributes.licence-links | \n", "attributes.url-for-logo | \n", "attributes.metadata.citations | \n", "attributes.metadata.associated-tools | \n", "attributes.metadata.deprecation-reason | \n", "attributes.metadata.data-access-condition.type | \n", "attributes.metadata.data-contact-information | \n", "attributes.metadata.data-deposition-condition.url | \n", "attributes.metadata.data-deposition-condition.type | \n", "attributes.metadata.deprecation-date | \n", "attributes.metadata.access-points | \n", "attributes.metadata.data-access-condition.url | \n", "attributes.metadata.resource-sustainability.url | \n", "attributes.metadata.resource-sustainability.name | \n", "attributes.metadata.data-preservation-policy.url | \n", "attributes.metadata.data-preservation-policy.name | \n", "attributes.metadata.data-access-for-pre-publication-review | \n", "attributes.metadata.data-versioning | \n", "attributes.metadata.data-curation.type | \n", "attributes.metadata.data-curation.url | \n", "attributes.metadata.citation-to-related-publications | \n", "attributes.metadata.tombstone | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "3226 | \n", "fairsharing-records | \n", "2020-12-09T11:53:44.000Z | \n", "2022-02-08T10:42:36.452Z | \n", "10.25504/FAIRsharing.d6423b | \n", "WDC Sunspot Index and Long-term Solar Observat... | \n", "ready | \n", "[{'contact-name': 'Frédéric Clette', 'contact-... | \n", "http://sidc.be/silso/home | \n", "3226 | \n", "The WDC-SILSO is an activity of the Operationa... | \n", "WDC-SILSO | \n", "[{'url': 'http://www.sidc.be/silso/taxonomy/te... | \n", "2013.0 | \n", "[{'url': 'http://www.sidc.be/silso/datafiles',... | \n", "[{'url': 'https://www.re3data.org/repository/r... | \n", "[biodbcore-001740, bsg-d001740] | \n", "Database | \n", "repository | \n", "[Electromagnetism, Astrophysics and Astronomy,... | \n", "[Climate, Observation design] | \n", "[Not applicable] | \n", "[Climate change, earth observation, Electromag... | \n", "[Belgium] | \n", "FAIRsharing record for: WDC Sunspot Index and ... | \n", "WDC-SILSO | \n", "https://fairsharing.org/10.25504/FAIRsharing.d... | \n", "10.25504/FAIRsharing.d6423b | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: The WDC-SIL... | \n", "[] | \n", "[{'licence-name': 'SILSO legal notices', 'lice... | \n", "None | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
1 | \n", "2114 | \n", "fairsharing-records | \n", "2014-11-04T15:23:40.000Z | \n", "2022-01-21T14:39:02.195Z | \n", "10.25504/FAIRsharing.p06nme | \n", "Biological Magnetic Resonance Data Bank | \n", "ready | \n", "[{'contact-name': 'Helpdesk', 'contact-email':... | \n", "https://bmrb.io/ | \n", "2114 | \n", "BMRB collects, annotates, archives, and dissem... | \n", "BMRB | \n", "[{'url': 'https://bmrb.io/bmrb/news/', 'name':... | \n", "1988.0 | \n", "[{'url': 'https://bmrb.io/data_library/rsync.s... | \n", "[{'url': 'https://www.re3data.org/repository/r... | \n", "[biodbcore-000584, bsg-d000584] | \n", "Database | \n", "repository | \n", "[Structural Biology] | \n", "[Molecular structure, Protein structure, Pepti... | \n", "[All] | \n", "[] | \n", "[United States] | \n", "FAIRsharing record for: Biological Magnetic Re... | \n", "BMRB | \n", "https://fairsharing.org/10.25504/FAIRsharing.p... | \n", "10.25504/FAIRsharing.p06nme | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: BMRB collec... | \n", "[{'id': 552, 'pubmed_id': 18288446, 'title': '... | \n", "[{'licence-name': 'wwPDB Privacy and Usage Pol... | \n", "None | \n", "[{'doi': '10.1093/nar/gkm957', 'pubmed-id': 17... | \n", "[{'url': 'https://bmrb.io/validate/', 'name': ... | \n", "\n", " | open | \n", "yes | \n", "https://bmrb.io/deposit/ | \n", "open | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2 | \n", "3022 | \n", "fairsharing-records | \n", "2020-06-17T10:25:30.000Z | \n", "2022-02-08T10:41:04.073Z | \n", "10.25504/FAIRsharing.8b7a2f | \n", "Fisheries and Oceans Canada Pacific Region Dat... | \n", "ready | \n", "[{'contact-name': 'Peter Chandler', 'contact-e... | \n", "http://www.pac.dfo-mpo.gc.ca/science/oceans/da... | \n", "3022 | \n", "The Institute of Ocean Sciences (IOS)/Ocean Sc... | \n", "None | \n", "[{'url': 'DFO.PAC.SCI.IOSData-DonneesISO.SCI.P... | \n", "NaN | \n", "[{'name': 'Users must contact the Senior Analy... | \n", "[{'url': 'https://www.re3data.org/repository/r... | \n", "[biodbcore-001530, bsg-d001530] | \n", "Database | \n", "repository | \n", "[Environmental Science, Meteorology, Earth Sci... | \n", "[Climate] | \n", "[Not applicable] | \n", "[Salinity, Temperature] | \n", "[Canada] | \n", "FAIRsharing record for: Fisheries and Oceans C... | \n", "None | \n", "https://fairsharing.org/10.25504/FAIRsharing.8... | \n", "10.25504/FAIRsharing.8b7a2f | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: The Institu... | \n", "[] | \n", "[{'licence-name': 'Fisheries and Oceans Canada... | \n", "None | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
3 | \n", "2998 | \n", "fairsharing-records | \n", "2020-05-21T07:42:30.000Z | \n", "2022-02-08T10:40:19.531Z | \n", "10.25504/FAIRsharing.e08886 | \n", "Climate Prediction Center | \n", "ready | \n", "[{'contact-name': 'Jon Hoopingarner', 'contact... | \n", "https://www.cpc.ncep.noaa.gov/ | \n", "2998 | \n", "The Climate Prediction Center (CPC) produces o... | \n", "CPC | \n", "[{'url': 'https://www.cpc.ncep.noaa.gov/commen... | \n", "1970.0 | \n", "[{'url': 'https://www.cpc.ncep.noaa.gov/', 'na... | \n", "[{'url': 'https://www.re3data.org/repository/r... | \n", "[biodbcore-001504, bsg-d001504] | \n", "Database | \n", "repository | \n", "[Hydrogeology, Geography, Meteorology, Geodesy... | \n", "[Climate] | \n", "[Not applicable] | \n", "[Forecasting, weather] | \n", "[United States] | \n", "FAIRsharing record for: Climate Prediction Center | \n", "CPC | \n", "https://fairsharing.org/10.25504/FAIRsharing.e... | \n", "10.25504/FAIRsharing.e08886 | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: The Climate... | \n", "[] | \n", "[{'licence-name': 'National Weather Service Di... | \n", "None | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
4 | \n", "2301 | \n", "fairsharing-records | \n", "2016-06-03T14:54:08.000Z | \n", "2021-11-24T13:17:51.201Z | \n", "10.25504/FAIRsharing.meh9wz | \n", "Acytostelium Gene Database | \n", "deprecated | \n", "[{'contact-name': 'Acytostelium genome consort... | \n", "http://cosmos.bot.kyoto-u.ac.jp/acytodb//cgi-b... | \n", "2301 | \n", "Genome and transcriptome database of Acytostel... | \n", "NaN | \n", "NaN | \n", "2008.0 | \n", "NaN | \n", "NaN | \n", "[biodbcore-000775, bsg-d000775] | \n", "Database | \n", "repository | \n", "[Genomics, Life Science, Transcriptomics] | \n", "[DNA sequence data, Gene model annotation] | \n", "[Acytostelium subglobosum] | \n", "[] | \n", "[United Kingdom, Japan] | \n", "FAIRsharing record for: Acytostelium Gene Data... | \n", "None | \n", "https://fairsharing.org/10.25504/FAIRsharing.m... | \n", "10.25504/FAIRsharing.meh9wz | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: Genome and ... | \n", "[{'id': 1139, 'pubmed_id': 25758444, 'title': ... | \n", "[] | \n", "None | \n", "NaN | \n", "NaN | \n", "This resource is no longer available at the st... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2021-9-17 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
\n", " | id | \n", "type | \n", "attributes.created-at | \n", "attributes.updated-at | \n", "attributes.metadata.doi | \n", "attributes.metadata.name | \n", "attributes.metadata.status | \n", "attributes.metadata.contacts | \n", "attributes.metadata.homepage | \n", "attributes.metadata.identifier | \n", "attributes.metadata.description | \n", "attributes.metadata.abbreviation | \n", "attributes.metadata.support-links | \n", "attributes.metadata.year-creation | \n", "attributes.metadata.data-processes | \n", "attributes.metadata.cross-references | \n", "attributes.legacy-ids | \n", "attributes.fairsharing-registry | \n", "attributes.record-type | \n", "attributes.subjects | \n", "attributes.domains | \n", "attributes.taxonomies | \n", "attributes.user-defined-tags | \n", "attributes.countries | \n", "attributes.name | \n", "attributes.abbreviation | \n", "attributes.url | \n", "attributes.doi | \n", "attributes.fairsharing-licence | \n", "attributes.description | \n", "attributes.publications | \n", "attributes.licence-links | \n", "attributes.url-for-logo | \n", "attributes.metadata.citations | \n", "attributes.metadata.associated-tools | \n", "attributes.metadata.deprecation-reason | \n", "attributes.metadata.data-access-condition.type | \n", "attributes.metadata.data-contact-information | \n", "attributes.metadata.data-deposition-condition.url | \n", "attributes.metadata.data-deposition-condition.type | \n", "attributes.metadata.deprecation-date | \n", "attributes.metadata.access-points | \n", "attributes.metadata.data-access-condition.url | \n", "attributes.metadata.resource-sustainability.url | \n", "attributes.metadata.resource-sustainability.name | \n", "attributes.metadata.data-preservation-policy.url | \n", "attributes.metadata.data-preservation-policy.name | \n", "attributes.metadata.data-access-for-pre-publication-review | \n", "attributes.metadata.data-versioning | \n", "attributes.metadata.data-curation.type | \n", "attributes.metadata.data-curation.url | \n", "attributes.metadata.citation-to-related-publications | \n", "attributes.metadata.tombstone | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
count | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1601 | \n", "1853 | \n", "1853 | \n", "1764 | \n", "1853 | \n", "1853.000000 | \n", "1853 | \n", "1671 | \n", "1663 | \n", "1541.000000 | \n", "1626 | \n", "790 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1671 | \n", "1853 | \n", "1601 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "1853 | \n", "18 | \n", "621 | \n", "632 | \n", "363 | \n", "42 | \n", "47 | \n", "22 | \n", "33 | \n", "238 | \n", "465 | \n", "19 | \n", "2 | \n", "2 | \n", "3 | \n", "3 | \n", "10 | \n", "17 | \n", "22 | \n", "8 | \n", "35 | \n", "1 | \n", "
unique | \n", "1853 | \n", "1 | \n", "1218 | \n", "1853 | \n", "1601 | \n", "1851 | \n", "4 | \n", "1623 | \n", "1853 | \n", "NaN | \n", "1853 | \n", "1655 | \n", "1646 | \n", "NaN | \n", "1625 | \n", "790 | \n", "1799 | \n", "1 | \n", "3 | \n", "935 | \n", "1205 | \n", "385 | \n", "395 | \n", "194 | \n", "1851 | \n", "1655 | \n", "1853 | \n", "1601 | \n", "1 | \n", "1853 | \n", "1135 | \n", "1119 | \n", "18 | \n", "331 | \n", "627 | \n", "104 | \n", "2 | \n", "2 | \n", "22 | \n", "2 | \n", "71 | \n", "460 | \n", "19 | \n", "2 | \n", "2 | \n", "3 | \n", "3 | \n", "2 | \n", "2 | \n", "4 | \n", "8 | \n", "2 | \n", "1 | \n", "
top | \n", "3226 | \n", "fairsharing-records | \n", "2014-11-04T15:23:40.000Z | \n", "2022-02-08T10:42:36.452Z | \n", "10.25504/FAIRsharing.d6423b | \n", "iDog | \n", "ready | \n", "[] | \n", "http://sidc.be/silso/home | \n", "NaN | \n", "The WDC-SILSO is an activity of the Operationa... | \n", "CGD | \n", "[{'url': 'https://github.com/gbif/ipt/wiki/IPT... | \n", "NaN | \n", "[{'url': 'https://site.uit.no/dataverseno/abou... | \n", "[{'url': 'https://www.re3data.org/repository/r... | \n", "[] | \n", "Database | \n", "repository | \n", "[Life Science] | \n", "[] | \n", "[All] | \n", "[] | \n", "[United States] | \n", "FAIRsharing record for: iDog | \n", "CGD | \n", "https://fairsharing.org/10.25504/FAIRsharing.d... | \n", "10.25504/FAIRsharing.d6423b | \n", "https://creativecommons.org/licenses/by-sa/4.0... | \n", "This FAIRsharing record describes: The WDC-SIL... | \n", "[] | \n", "[] | \n", "/rails/active_storage/blobs/redirect/eyJfcmFpb... | \n", "[] | \n", "[] | \n", "\n", " | open | \n", "yes | \n", "https://bmrb.io/deposit/ | \n", "controlled | \n", "2021-9-17 | \n", "[{'url': 'https://heidata.uni-heidelberg.de/oa... | \n", "https://arch.library.northwestern.edu/about?lo... | \n", "https://www.library.northwestern.edu/about/adm... | \n", "Commitment to Sustainability: Level 1 | \n", "http://www.library.northwestern.edu/about/admi... | \n", "Digital Preservation Policy: Level 1 | \n", "yes | \n", "yes | \n", "manual | \n", "https://www.gbif.org/tools/data-validator/about | \n", "yes | \n", "True | \n", "
freq | \n", "1 | \n", "1853 | \n", "636 | \n", "1 | \n", "1 | \n", "2 | \n", "1564 | \n", "40 | \n", "1 | \n", "NaN | \n", "1 | \n", "3 | \n", "6 | \n", "NaN | \n", "2 | \n", "1 | \n", "55 | \n", "1853 | \n", "954 | \n", "345 | \n", "276 | \n", "528 | \n", "1258 | \n", "607 | \n", "2 | \n", "3 | \n", "1 | \n", "1 | \n", "1853 | \n", "1 | \n", "690 | \n", "735 | \n", "1 | \n", "285 | \n", "3 | \n", "125 | \n", "38 | \n", "45 | \n", "1 | \n", "21 | \n", "81 | \n", "3 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "9 | \n", "16 | \n", "11 | \n", "1 | \n", "34 | \n", "1 | \n", "
mean | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2481.862925 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2007.894873 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
std | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "554.072492 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "10.933713 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
min | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "1120.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "1894.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
25% | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2009.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2004.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
50% | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2473.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2010.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
75% | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2938.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2015.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
max | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "3827.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2022.000000 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "