AndreaBozzo/ceres-open-data-index huggingface dataset:
Datasets for manuscript "A Generic Scenario Analysis of End-of-Life Plastic Management: Chemical Additives"

This repository contains the data supporting the manuscript "A Generic Scenario Analysis of End-of-Life Plastic Management: Chemical Additives" (to be) submitted to the Energy and Environmental Science Journal https://pubs.rsc.org/en/journals/journalissues/ee#!recentarticles&adv
This repository contains Excel spreadsheets used to calculate material flow throughout the plastics life cycle, with a strong emphasis on chemical additives in the end-of-life stages. Three major scenarios were presented in the manuscript: 1) mechanical recycling (existing recycling infrastructure), 2) implementing chemical recycling to the existing plastics recycling, and 3) extracting chemical additives before the manufacturing stage.
Users would primarily modify values on the yellow tab "US 2018 Facts - Sensitivity". Values highlighted in yellow may be changed for sensitivity analysis purposes. Please note that the values shown for MSW generated, recycled, incinerated, landfilled, composted, imported, exported, re-exported, and other categories in this tab were based on 2018 data. Analysis for other years can be made possible with a replicate version of this spreadsheet and the necessary data to replace those of 2018.
Most of the tabs, especially those that contain "Stream # - Description", do not require user interaction. They are intermediate calculations that change according to the user inputs. It is available for the user to see so that the calculation/method is transparent. The major results of these individual stream tabs are ultimately compiled into one summary tab. All streams throughout the plastics life cycle, for each respective scenario (1, 2, and 3), are shown in the "US Mat Flow Analysis 2018" tab. For each stream, we accounted the approximate mass of plastics found in MSW, additives that may be present, and non-plastics. Each spreadsheet contains a representative diagram that matches the stream label. This illustration is placed to aid the user with understanding the connection between each stage in the plastics' life cycle.
For example, the Scenario 1 spreadsheet uniquely contains Material Flow Analysis Summary, in addition to the LCI. In the "Material Flow Analysis Summary" tab, we represented the input, output, releases, exposures, and greenhouse gas emissions based on the amount of materials inputted into a specific stage in the plastics life cycle.
The "Life Cycle Inventory" tab contributes additional calculations to estimate land, air, and water releases.
Figures and Data - A gs analysis on eol plastic management
This word document contains the raw data used to create all the figures in the main manuscript. The major references used to obtain the data are also included where appropriate.

Tags: chemical-additives, climate-change, end-of-life, plastics, recycling, sustainable-materials-management
Organization: U.S. Environmental Protection Agency
H12237: NOS Hydrographic Survey , Florida and Alabama Safety Fairways, LA, 2010-05-28

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 7 nautical miles southeast of entrance to choctawhatchee bay, acoustic sounders, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, florida, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12058: NOS Hydrographic Survey , Approaches to Galveston and Sabine, Texas, 2009-05-12

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, approaches to galveston, approaches to south sabine lightering area, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth, zone 1 west
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12059: NOS Hydrographic Survey , Approaches to Galveston and Sabine, Texas, 2009-04-13

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, south sabine lightering area zone 1 - east, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Lidar - California - Leosphere Windcube 866 (130), Morro Bay - Processed Data

**Overview**

The purpose of this dataset is to provide preliminary filtered, averaged lidar data and standardize the data format of various data streams from the buoy into NetCDF.  The attached Lidar Buoy Data Dictionary provides further details on the various instruments mounted on the buoys, parameters measured by each instrument, and the frequency of data collection.

**Data Details**

The lidar wind directions from the raw data were corrected by adding 180 degrees, due to a field error in connecting the Global Positioning System (GPS) leads to the lidar unit.

**Data Quality**

Standard filtering thresholds on the averaged data were applied and several data format issues of the raw data were streamlined to create a standardized NetCDF format data.

**Uncertainty**

The uncertainty of lidar data has not been analyzed, but it is not expected to deviate from instrument technical specifications.

Tags: a0, a2e, atmosphere-to-electrons, buoy, california, eere, leosphere-windcube-866-130-morro-bay, lidar, offshore-wind-energy-buoy-lidar-project, processed-data, weto, wind, z06
Organization: Department of Energy
Inversion emissions using Crl NH_3 measurements with bi and uni-directional  flux schemes outside data

The datasets in the links consist of European surface  NH3  measurements,  NHx  wet  deposition  measurements, (at  https://ebas.wp2.nilu.no/data-access/,    https://uk-air.defra.gov.uk/,    https://zenodo.org/record/4513855#.YRt41edBphE,  https://data.rivm.nl/data/luchtmeetnet/  [Dataset],  https://man.rivm.nl/,   https://www.bafu.admin.ch/bafu/en/home/topics/air/publications-studies/studies.html ,   and https://ebas.wp2.nilu.no/data-access/ ) and  satellite based CrIS CPFR Version 1.5 ammonia retrievals (https://hpfx.collab.science.gc.ca/~mas001/satellite_ext/cris/snpp/nh3/). 

This dataset is associated with the following publication:
Cao, H., D. Henze, L. Zhu, M. Shephard, K. Cady-Pereira, E. Dammers, M. Sitewell, N. Heath, C. Lonsdale, J. Bash, K. Miyazaki, C. Flechard, Y. Fauvel, R. Wichink-Kruit, S. Feigenspan, C. Brümmer, F. Schrader, M. Twigg, S. Leeson, Y. Tang, A. Stephens, C. Braban, K. Vincent, M. Meier, E. Seitler, C. Geels, T. Ellermann, A. Sanocka, and S. Capps. 4D-Var Inversion of European NH3 Emissions Using CrIS NH3 Measurements and GEOS-Chem Adjoint With Bi-Directional and Uni-Directional Flux Schemes.   JOURNAL OF GEOPHYSICAL RESEARCH: ATMOSPHERES. American Geophysical Union, Washington, DC, USA, 127(9): e2021JD035687, (2022).

Tags: air-quality, ammonia-deposition, data-assimilation, emissions, nitrogen-and-co-pollutants
Organization: U.S. Environmental Protection Agency
meteorological data for Salmon River basin

There are soil moisture, ET, and meteorological data which I developed for the Salmon River Basin. 

This dataset is associated with the following publication:
Tonina, D., J.A. McKean, D. Isaak, R. Benjankar, C. Tang, and C. Qiuwen. Climate Change Shrinks and Fragments Habitats for Salmon in a Snow-Dependent Region.   GEOPHYSICAL RESEARCH LETTERS. American Geophysical Union, Washington, DC, USA, 49(12): e2022GL098552, (2022).

Tags: meterological-data, potential-evapotranspiration, soil-moisture
Organization: U.S. Environmental Protection Agency
Ozone reacts with carbon black to produce a fulvic acid-like substance and increase an inflammatory effect

Figure 2.  Cell non-heme iron concentrations following 4 (A) and 24 (B) hr exposures of BEAS-2B cells to media, carbon black treated with air (CB-Air), carbon black treated with ozone (CB-O3), and Suwanee River fulvic acid (SRFA).  Incubations were without and with 200 μM FAC.  Exposures to CB-Air, CB-O3, and SRFA did not impact cell non-heme iron relative to media at either time point.  Exposure to FAC increased cell non-heme iron but co-exposure with CB-O3 was associated with significantly increased non-heme iron concentrations at both 4 (A) and 24 (B) hr.  Exposures of BEAS-2B cells to FAC increased cell ferritin levels after 24 hr relative to media alone (C).  However, co-exposure of CB-O3, and SRFA with FAC was associated with significantly elevated cell ferritin concentrations (C).  Two-way ANOVA indicated that both addition of FAC and exposure group significantly impacted cell non-heme iron.  

Figure 3.  Release of IL-8 and IL-6 after 24 hr exposure of BEAS-2B cells to media, carbon black treated with air (CB-Air), carbon black treated with ozone (CB-O3), and Suwanee River fulvic acid (SRFA).  Exposure to CB-O3 and SRFA significantly increased the release of IL-8 and IL-6. FAC treatment significantly diminished this response. 

This dataset is associated with the following publication:
Ghio, A., D.H. Gonzalez, S.E.P. Paulson, J. Soukup, L. Dailey, M. Madden, B. Mahler, S.A. Elmore, M.C. Schladweiler, and U. Kodavanti. Ozone reacts with carbon black to produce a fulvic acid-like substance and increase an inflammatory effect.   TOXICOLOGIC PATHOLOGY. Society of Toxicology, RESTON, VA,  48(7): 887-898, (2020).

Tags: air-pollution, carbon-black, fulvic-acid, fulvic-acid-like-substance, inflammation, iron, lung-diseases, ozone, rats
Organization: U.S. Environmental Protection Agency
The Role of Hepatic Vagal Tone in Ozone-induced Metabolic Dysfunction in the Liver

Air pollution has been associated with metabolic diseases and hepatic steatosis-like changes. We have shown that ozone alters liver gene expression for metabolic processes through neuroendocrine activation. This study aimed to further characterize ozone-induced changes and to determine the impact of hepatic vagotomy (HV) which reduces parasympathetic influence. Twelve-week-old male Wistar-Kyoto rats underwent HV or sham surgery five-six days prior to air or ozone exposure (0 or 1 ppm; 4 h/d for one or two days). Ozone-induced lung injury, hyperglycemia, glucose intolerance, circulating lipids and liver global mRNA expression were assessed. mRNA sequencing data are already made publicly available. 

This dataset is associated with the following publication:
Colonna, C., A. Henriquez, J. House, A. Motsinger-Reif, D. Alewel, A. Fisher, H. Ren, S. Snow, M.C. Schladweiler, D. Miller, C. Miller, P.R. Kodavanti, and U. Kodavanti. The Role of Hepatic Vagal Tone in Ozone-induced Metabolic Dysfunction in the Liver.   TOXICOLOGICAL SCIENCES. Society of Toxicology, RESTON, VA,  181(2): 229-245, (2021).

Tags: cell-cycle, fatty-acid-metabolism, glucose-metabolism, hepatic-vagotomy, liver-mrna-sequencing, ozone, stress-response
Organization: U.S. Environmental Protection Agency
International Accounts - Direct Investment and Multinational Enterprises

BEA's direct investment statistics cover inward and outward direct investment, including direct investment position data and data on the activities of multinational enterprises.

Tags: balance-of-payments, direct-investment-and-multinational-companies, foreign-direct-investment-in-the-united-states, international-investment-position, international-services, trade-in-goods-and-services
Organization: Department of Commerce
Industry Accounts - Annual Input-Output

BEA's annual input-output (I-O) accounts provide a time series of detailed, consistent information on the flow of goods and services that make up the production processes of industries.  The accounts show how industries interact as they provide inputs to, and use outputs from, each other to produce GDP.

Tags: annual-industry-accounts, annual-input-output-accounts, import-matrices, input-output, make-use, requirements-tables, supply-tables, supply-use, use-tables
Organization: Department of Commerce
Public Data Listing

BEA's Public Data Listing

Tags: annual-industry-accounts, balance-of-payments, benchmark-input-output-accounts, consumer-spending, corporate-profits, direct-investment-and-multinational-companies, economic-information-for-coastal-areas, fixed-assets, gdp, gdp-by-industry, gdp-by-state-and-metropolitan-area, input-output-accounts, interactive-tables, international-investment-position, international-services, personal-income-and-outlays, rims-ii-regional-input-output-multipliers, state-and-local-area-personal-income, trade-in-goods-and-services, underlying-detail
Organization: Department of Commerce
Effects of Selected Federal Pandemic Response Programs on Federal Government Receipts, Expenditures, and Saving

These tables present the effects of selected Federal pandemic response programs on Federal government receipts, expenditures, and saving.

Tags: coronavirus, covid-19, economic-impact-payments, employee-retention-tax-credit, federal-government-receipts-expenditures-and-saving, pandemic-emergency-unemployment-compensation, pandemic-unemployment-assistance, paycheck-protection-program, student-loan-forbearance
Organization: Department of Commerce
Data Central

Home to NTIA data and analysis on computer and Internet use in the United States. Since November 1994, NTIA has periodically sponsored data collections on Internet use and the devices Americans use to go online as a supplement to the Census Bureau’s annual Current Population Survey (CPS); analyzed the data; and reported the findings. In recent years, NTIA has also linked to the raw datasets on the Census Bureau website. To facilitate the public’s access to the CPS Internet use data, NTIA is now making these data available here, and has developed an important tool to help site visitors find information quickly. Our Data Explorer tool enables users to select from dozens of metrics tracked over time, as well as a number of demographic characteristics, and charts the requested data. NTIA invites your feedback at data@ntia.doc.gov as we continually improve Data Central.

Tags: blog, census, cps, data-central
Organization: Department of Commerce
Digital Nation Datasets

NTIA has made public use datasets available for every CPS Computer and Internet Use Supplement, as well as the Analyze Table of summary statistics used in the Data Explorer. All datasets are available in Stata, CSV, and raw/fixed formats, and are accompanied by official documentation produced by the Census Bureau (with the exception of the Analyze Table, with was created by NTIA and accompanied by documentation written by NTIA).

Tags: cps, digital-nation
Organization: Department of Commerce
National Accounts - National Income and Product Accounts (NIPA) Tables

BEA's national economic accounts provide a comprehensive picture of the U.S. economy and feature many macroeconomic statistics. The NIPA tables provide data for domestic product and income, government receipts and expenditures, foreign transactions, saving and investment, and employment by industry.

Tags: consumer-spending, corporate-profits, fixed-assets, gdp, personal-income-and-outlays
Organization: Department of Commerce
Regional Accounts

The BEA regional economic accounts provide a wealth of statistics that detail the geographic distribution of U.S. economic activity and growth and provide a consistent framework for analyzing and comparing individual state and local area economies.  Employment, compensation, wages and salaries, personal current transfer receipts, personal current taxes, and per capita personal income statistics are also available.

Tags: economic-information-for-coastal-areas, gdp-by-state-and-metropolitan-area, rims-ii-regional-input-output-multipliers, state-and-local-area-personal-income
Organization: Department of Commerce
COVID-19 and Recovery: Estimates From Payment Card Transactions

BEA has been researching the use of card transaction data as an early barometer of spending in the United States. Since the emergence of COVID-19, dramatic and fast-moving changes to the U.S. economy have increased the public and policymakers' need for more frequent and timely economic data. In response, BEA is presenting these estimates using daily payment card data to measure the effects of the pandemic on spending, updated approximately every two weeks. Note that these payment card transactions are not necessarily representative of total spending in an industry and the data have other limitations, described below. The estimates in these charts and tables are not a substitute for BEA's monthly and quarterly official data, which are grounded in well-tested and proven methodologies. An event study methodology is used to estimate the difference (in percentage points) in spending from the typical level (relative to the day of week, month, and annual trends) prior to the pandemic declared by the World Health Organization on March 11, 2020.

Tags: consumer-spending, coronavirus, covid-19, credit-card-transaction-data
Organization: Department of Commerce
Integrated Industry-Level Production Account (KLEMS)

 The integrated industry-level production account (ILPA) contains estimates of the sources of economic growth. It allows analysts to trace aggregate GDP growth from its industry origins to changes in factors of production, including capital, labor, intermediate inputs, and (integrated) multifactor productivity. Accounts of this nature are often referred to as 'KLEMS' accounts and the 'integrated' terminology reflects a collaboration between the Bureau of Labor Statistics (BLS) and BEA to produce consistent estimates. The account has proven useful for analysts studying structural change, globalization, the impact of information and communications technology, and the industry origins of productivity growth.

Tags: capital, factors-of-production, integrated-industry-level-production-account, intermediate-inputs, intermediate-purchases, klems, labor, multifactor-productivity
Organization: Department of Commerce
Lidar - California - Leosphere Windcube 866 (130), Morro Bay - Raw Data

**Overview**

Deployment off the coast of Morro Bay, California.

**Data Details**

Windcube Data Files:  
 lidar.z06.00.20200929.000000.gyro.7z  
 lidar.z06.00.20200929.000000.rtd.7z  
 lidar.z06.00.20200929.000000.sta.7z  
 lidar.z06.00.20200929.000000.stdrtd.7z  
 lidar.z06.00.20200929.000000.stdsta.7z

The Windcube data is compressed via 7-zip:  

"sta" files are 10 minute averaged data.  
"rtd" files are ~1 second data.  
"gyro" files are buoy movement data.  

7z is the new archive format, providing high compression ratio.

The main features of 7z format:  
Open architecture  
High compression ratio  
Strong AES-256 encryption  
Ability of using any compression, conversion or encryption method  
Supporting files with sizes up to 16000000000 GB  
Unicode file names  
Solid compressing  
Archive headers compressing

7z has open architecture, so it can support any new compression methods.

https://www.7-zip.org/7z.html

**Data Quality**

Additional meta data to follow.

PNNL recommends adding 180 degrees to the lidar wind directions at Morro Bay, as there is a directional issue associated with GPS cables being swapped on the buoy during buoy commissioning. The 180 degrees offset is going to be very close to our final post-processed data, that will be uploaded at the end of the campaign in September or November 2021.

Please email Alicia Gorton with any questions by clicking on her name under Contacts.  (alicia.gorton@pnnl.gov)

Tags: 00, a2e, atmosphere-to-electrons, buoy, california, eere, leosphere-windcube-866-130-morro-bay, lidar, offshore-wind-energy-buoy-lidar-project, raw-data, weto, wind, z06
Organization: Department of Energy
Data used in analyses for "A comparison of pollen and syrup exposure routes in Bombus impatiens microcolonies: implications for pesticide risk assessment"

Data used in "A comparison of pollen and syrup exposure routes in Bombus impatiens microcolonies: implications for pesticide risk assessment". 

This dataset is associated with the following publication:
Weitekamp, C., R. Koethe, and D. Lehmann. A comparison of pollen and syrup exposure routes in Bombus impatiens (hymenoptera: apidae) microcolonies: implications for pesticide risk assessment.   ENVIRONMENTAL ENTOMOLOGY. Entomological Society of America, Lantham, MD, USA, 51(3): 613-620, (2022).

Tags: bumble-bee, microcolony, pesticides
Organization: U.S. Environmental Protection Agency