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z6RV_C4v>_LOJO_F0~36nRkh+C1g?+r8)mi-k|q3l-1Mj4URC`b9)~?H;Lp?PQ&QoY zQbaT;m@cF2!I!@^%4s3Dl1F*uGBZIfBkt8H_=`fuq{Be*IeA6}o=+S9{$=OsVY--7 zoap1EQp_<_~w(p_1M(;7-CWLbrOc(p}QP*ScDliY1*z~ z+0+a!X+lJuHcCkf_M$;Tj=D9M2Q`mXtQM?}+zT!lGD5~pBKm#5gWapa37?`@MXhqG zmW#J3nLe|$llNhed}Z=ulN_%VEvrXX1TLUh(a9(L?hTz{0R*Ufn-Rn=uh1x7y s<9>-ziBkxsnWUSLnT*&dM%DcP2lQg7G?tqBg#Z8m07*qoM6N<$f)&@> + + + Authors: Trent Cowan[1], Andrew Blackford[1], Udaysankar Nair[1] + + [1] University of Alabama in Huntsville(UAH) + + **Disclaimer**: This data story contains research that is not yet peer-reviewed. + + ### Introduction + Pork producers in eastern North Carolina call the stench of pig waste “the smell of money” but to the local residents, it’s the scent of injustice and racism. The proliferation of hog farms in this area has raised significant environmental justice concerns, particularly within low socioeconomic status communities. Primarily composed of minority populations, these communities face disproportionate exposure to the harmful effects of Concentrated Animal Farming Operations (CAFOs). These operations impose an environmental burden encompassing a wide range of issues, including air and water pollution, noxious odors, and compromised public health. Residents endure heightened risks of respiratory ailments, water contamination, and reduced quality of life due to the intensive confinement systems and waste management practices employed by these farms. The distribution of these facilities also typically intersects with historically marginalized neighborhoods: Black North Carolinians are 1.54x as likely as white residents to live within three miles of a hog farm. This exacerbates pre-existing disparities in access to clean air, water, and environmental resources. + + For decades, hog farm production in southeastern North Carolina has posed significant environmental concerns. The number of hog farms has been steadily increasing– in some areas, hogs outnumber humans 35-1– leading to a rise in waste generated by these Concentrated Animal Farming Operations (CAFOs). Waste is typically collected in lagoons or vats, where it is often transferred to nearby fields to be sprayed as fertilizer or converted to biogas. Disasters such as Hurricane Florence in 2018 have exacerbated the issue and caused these lagoons to overflow and leak into local water supply, creating an environmental issue for socially vulnerable people in this region. Most CAFOs in southeastern North Carolina are housed in or near socioeconomically disadvantaged communities. + + Note that in the Social Vulnerability Index (SVI) map in Figure 1, the values are sorted into four separate categories with category 1 (0.0 - 0.25) being the least vulnerable and category 4 (>0.75) being the most socially vulnerable, or binned SVI values. The hog farm inventory map from the U.S. Department of Agriculture in Figure 2 shows the concentration of hog farms in southeastern North Carolina located in the same region where the vulnerable communities are located. + + Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. + + Short-Term Health Risks: + - Nausea and Vomiting + - Asthma + - Headaches + + Long-Term Health Risks: + - Cancer + - Increased Infant Mortality Rate + - Anemia + - Kidney Disease + - Tuberculosis + - Septicemia + + However, the impact of Concentrated Animal Feeding Operations (CAFOs) extends beyond health issues. Ammonium released into the atmosphere from these lagoons can convert to nitrogen, contributing to the potential for acid rain in affected communities. This environmental impact disproportionately affects historically vulnerable communities. Local legislation has made attempts to limit the hazards; however, because pork production generates an estimated $10 billion per year and creates more 40,000 jobs, there has been little interest in passing more aggressive measures. This leaves those that live in these communities with little hope of a better quality of life. It is even challenging for people in this area to move away because the odor and pollution issue has decreased the value of their homes so much that they are not able to sell them. + + In response to complaints about the stench and waste, producers such as Smithfield have pivoted to creating “biogas” from the waste lagoons. Biogas, or biological natural gas, is the result of a refining process in which sealed, oxygen-free tanks called anaerobic digesters collect methane from hog waste and convert it into natural gas for electricity. Producers argue that this will alleviate the most common issues because covering the lagoons would eliminate the smell and that biogas, considered a renewable resource, would reduce agricultural methane emissions. Smithfield Foods, the largest pork producer in the state, aims to establish biogas pipelines connected to 90% of their farms by 2030. Meanwhile, detractors argue that adopting biogas systems would further cement poor waste management practices in low-income communities and potentially increase water pollution because covering the lagoons could lead to higher concentrations of ammonia in the wastewater. Polluted water seeps into the ground and poisons the groundwater, which feeds into local residents’ wells. Biogas creation also does little to tackle the issue of the toxic “sludge” left over from the process, which remains a pressing concern. + + To tackle this and other environmental justices across the country, the White House introduced a screening tool in 2022, which includes factors such as air pollution, health outcomes, and economic status, to identify communities vulnerable to environmental and economic injustice. While the tool has been heavily criticized for excluding race as a factor, the White House’s Council on Environmental Quality chair Brenda Mallory is optimistic that the tool will help direct federal money for climate, clean energy, and environmental improvements to communities “that have been left out and left behind for far too long.” In the ongoing struggle for environmental justice, it is imperative that we continue to advocate for comprehensive tools that address the intersecting factors of race, economics, and health to ensure equitable access to environmental resources and opportunities for all communities. + + + + + + ### Additional Resources + + * [Economic Impact of Hog Farms](https://ncpork.org/economic-impact/) + * [Race and Environmental Justice in North Carolina](https://psmag.com/social-justice/environmental-racism-in-north-carolina) + * [CDC/ATSDR SVI Data and Documentation Download | Place and Health | ATSDR](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) + + + From 4bed31101c860a1d0ff033a514fb32995d744f15 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 12:51:57 -0500 Subject: [PATCH 002/204] Create Dataset Page --- datasets/methane-farms.data.mdx | 98 +++++++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) create mode 100644 datasets/methane-farms.data.mdx diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx new file mode 100644 index 000000000..b7c26b877 --- /dev/null +++ b/datasets/methane-farms.data.mdx @@ -0,0 +1,98 @@ +--- +id: methane-farms +name: "Methane Emissions 2020 - Manure Management" +description: "Gridded Methane Emissions - 2020: Manure Management" +media: + src: ::file ./smog-city.png + alt: Smog Located In City. + author: + name: Galen Crout + url: https://unsplash.com/photos/y8mIhkw7ZUI +taxonomy: + - name: Topics + values: + - EIS +layers: + - id: methane-farms + stacCol: methane-farms + name: Methane Emissions (mol m^-2 s^-1: moles per square meter per second) + type: raster + description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." + initialDatetime: newest + zoomExtent: + - 0 + - 20 + sourceParams: + colormap_name: plasma + rescale: + - 0 + - 1000000000000 + nodata: 0 + compare: + datasetId: svi-overall + layerId: social-vulnerability-index-overall + mapLabel: | + ::js ({dateFns, datetime, compareDatetime}) => { + return `${dateFns.format(datetime, 'LLL yyyy')} VS ${dateFns.format(compareDatetime, 'LLL yyyy')}`; + } + legend: + type: gradient + min: "0" + max: "1e12" + stops: + - '#08041d' + - '#1f0a46' + - '#52076c' + - '#f57c16' + - '#f7cf39' + + +--- + + + + + ### About + + The National Land Cover Database (NLCD) stands as a paramount dataset offering an in-depth overview of the land cover characteristics in the United States. Spearheaded by the Earth Resources Observation and Science (EROS) Center, this database is renewed every two to three years to provide updated and accurate data for the nation. + + This is a collective effort between the U.S. Geological Survey (USGS) and the Multi-Resolution Land Characteristics (MRLC) Consortium. The MRLC, composed of various federal agencies, has a rich legacy spanning over 30 years of generating consistent and pertinent land cover information on a national scale. The NLCD is a testament to their dedication and has emerged as one of the most frequently utilized geospatial datasets within the U.S., catering to an extensive audience ranging from scientists, land managers, city planners, to students. + + As of its latest release, the NLCD showcases land cover data and related changes across nine specific epochs, starting from 2001 and culminating in 2021. These datasets are meticulously crafted, ensuring continuity and consistency with the past releases (from 2001-2019). This methodological consistency ensures that the datasets from the different epochs are directly comparable and well-suited for mult-temporal analyses. + + ### What NLCD Offers + + * Land Cover: This product details the land cover of the Conterminous U.S. at a 30-meter spatial resolution, employing a 16-class legend rooted in the modified Anderson Level II classification system. + + * Land Cover Change Index: This visualization tool portrays the transformations that have transpired across all the NLCD epochs, furnishing users with a holistic view of the evolving landscape. + + * Urban Imperviousness: A crucial dataset for urbanization studies, it highlights impervious surfaces in urban regions, showcasing them as a percentage of the developed surface at every 30-meter pixel. + + * Urban Impervious Descriptor: A more nuanced product that classifies specific urban developments, such as roads, wind tower sites, building locations, and energy production sites. This aids in a more granular analysis of urban features. + + ### Access the Data + + Visit the [Acess Data](https://www.mrlc.gov/data) page to explore all of the options that NLCD offers. + + ### Citing this Dataset + + U.S. Geological Survey (USGS) & Multi-Resolution Land Characteristics (MRLC) Consortium. (2021). National Land Cover Database (NLCD) 2021: Conterminous U.S. Land Cover. Earth Resources Observation and Science (EROS) Center. Retrieved from https://www.mrlc.gov/data + + ### Publications + + * Danielson, Patrick, Postma, Kory, Riegle, J., Dewitz, Jon A., Deep learning artificial intelligence (AI) for improving classification accuracy for the National Land Cover Database (NLCD) [abs.] + + * Wickham, J., Stehman, S.V., Sorenson, D.G., Gass, L., Dewitz, Jon A., Thematic accuracy assessment of the NLCD 2016 land cover for the conterminous United States: Remote Sensing of Environment, v. 257, at https://doi.org/10.1016/j.rse.2021.112357 + + * Rigge, Matthew B., Shi, Hua, Postma, Kory, Projected change in rangeland fractional component cover across the sagebrush biome under climate change through 2085, v. 12, no. 6, at https://doi.org/10.1002/ecs2.3538 + + * Rigge, Matthew B., Homer, Collin G., Shi, Hua, Meyer, Debbie K., Bunde, Brett, Granneman, Brian, Postma, Kory, Danielson, Patrick, Case, Adam, Xian, George Z., Rangeland fractional components across the western United States from 1985 to 2018: Remote Sensing, v. 13, no. 4, at https://doi.org/10.3390/rs13040813 + + * Peng, D., Wang, Y. L., Xian, George, Huete, A.R., Huang, W., Shen, M., Wang, F., Yu, L., Liu, L., Xie, Q., Liu, L., Zhang, X., Investigation of land surface phenology detections in shrublands using multiple scale satellite data: Remote Sensing of Environment, v. 252, at https://doi.org/10.1016/j.rse.2020.112133 + + * Rigge, Matthew B., Shi, Hua, Meyer, Debbie K., Bunde, Brett, Postma, Kory, Trends of fractional rangeland components across a 1985-2020 time-series [poster], v. Measuring & Monitoring Ecosystems, at http://annualmeeting2021.rangelands.org/presentations-posters/ + + * Jin, Suming, Dewitz, Jon A., Sorenson, D., Shogib, Rakibul , Granneman, Brian J., Case, Adam, Li, Congcong, Zhe, Z., Danielson, Patrick, Costello, C., Gass, L., National Land Cover Database 2019—A comprehensive strategy for creating the 1986-2019 Forest Disturbance Date Product [abs.], v. Proceedings, at https://agu.confex.com/agu/fm21/meetingapp.cgi/Paper/960755 + + + \ No newline at end of file From 1a99ed5e7a42345b1efbc2b993f63a1f593ccf5e Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 12:54:18 -0500 Subject: [PATCH 003/204] syntax --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index b7c26b877..885c9bc48 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -15,7 +15,7 @@ taxonomy: layers: - id: methane-farms stacCol: methane-farms - name: Methane Emissions (mol m^-2 s^-1: moles per square meter per second) + name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." initialDatetime: newest From 82e105172d22af4186b1cabc77be011416a12680 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:00:44 -0500 Subject: [PATCH 004/204] remove colon --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 885c9bc48..47837ee26 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -1,7 +1,7 @@ --- id: methane-farms name: "Methane Emissions 2020 - Manure Management" -description: "Gridded Methane Emissions - 2020: Manure Management" +description: "Gridded Methane Emissions - 2020 Manure Management" media: src: ::file ./smog-city.png alt: Smog Located In City. From 2cff30befc0a578b0159734a370ad6d252edee04 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:04:14 -0500 Subject: [PATCH 005/204] Fix stops --- datasets/methane-farms.data.mdx | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 47837ee26..3e410dc01 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -40,11 +40,11 @@ layers: min: "0" max: "1e12" stops: - - '#08041d' - - '#1f0a46' - - '#52076c' - - '#f57c16' - '#f7cf39' + - '#f57c16' + - '#52076c' + - '#1f0a46' + - '#08041d' --- From 743ab51a59f00bf506e88e545280ada97da99692 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:07:57 -0500 Subject: [PATCH 006/204] Fix Color Stops AGAIN --- datasets/methane-farms.data.mdx | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 3e410dc01..6260fdce5 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -23,7 +23,7 @@ layers: - 0 - 20 sourceParams: - colormap_name: plasma + colormap_name: plasma_r rescale: - 0 - 1000000000000 @@ -40,11 +40,11 @@ layers: min: "0" max: "1e12" stops: - - '#f7cf39' - - '#f57c16' - - '#52076c' - - '#1f0a46' - '#08041d' + - '#1f0a46' + - '#52076c' + - '#f57c16' + - '#f7cf39' --- From f590f56fd3ed93039c70a72e45655b5e6f3cc47a Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:14:36 -0500 Subject: [PATCH 007/204] Fix stops and no data --- datasets/methane-farms.data.mdx | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 6260fdce5..12f0fde3f 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -27,7 +27,7 @@ layers: rescale: - 0 - 1000000000000 - nodata: 0 + nodata: -999 compare: datasetId: svi-overall layerId: social-vulnerability-index-overall @@ -40,11 +40,16 @@ layers: min: "0" max: "1e12" stops: - - '#08041d' - - '#1f0a46' - - '#52076c' - - '#f57c16' - - '#f7cf39' + - '#0d0887' + - '#46039f' + - '#7201a8' + - '#9c179e' + - '#bd3786' + - '#d8576b' + - '#ed7953' + - '#fb9f3a' + - '#fdca26' + - '#f0f921' --- From 2bef3458fb2a5f8dab711f80f937e92db7c4f4e4 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:19:00 -0500 Subject: [PATCH 008/204] Test --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 12f0fde3f..b77f6e5b3 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -18,7 +18,7 @@ layers: name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: newest + initialDatetime: oldest zoomExtent: - 0 - 20 From aa03842eeb3264bc3949923dd20ed9c3704d6cff Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:27:46 -0500 Subject: [PATCH 009/204] Re-ingested --- datasets/methane-farms.data.mdx | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index b77f6e5b3..527949288 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -18,16 +18,16 @@ layers: name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: oldest + initialDatetime: newest zoomExtent: - 0 - 20 sourceParams: - colormap_name: plasma_r + colormap_name: plasma rescale: - 0 - 1000000000000 - nodata: -999 + nodata: 0 compare: datasetId: svi-overall layerId: social-vulnerability-index-overall From 8e8ef5d28c08a59aab109a7a4ab885e90dc2b14f Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Apr 2024 13:30:59 -0500 Subject: [PATCH 010/204] Oldest change --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 527949288..e2546c04a 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -18,7 +18,7 @@ layers: name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: newest + initialDatetime: oldest zoomExtent: - 0 - 20 From 04c1f7df31f72f35235d08c8659b1f9faabd7ab7 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Sun, 21 Apr 2024 16:25:56 -0500 Subject: [PATCH 011/204] testing --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index e2546c04a..527949288 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -18,7 +18,7 @@ layers: name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: oldest + initialDatetime: newest zoomExtent: - 0 - 20 From e0fd990bd4b70075756860ad48f8969da5c6be90 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Sun, 21 Apr 2024 16:32:37 -0500 Subject: [PATCH 012/204] test --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 527949288..e2546c04a 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -18,7 +18,7 @@ layers: name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: newest + initialDatetime: oldest zoomExtent: - 0 - 20 From 95cf36610679eff91003bc11059509fe3acab93d Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 24 Apr 2024 15:42:43 -0500 Subject: [PATCH 013/204] update dataset --- datasets/methane-farms.data.mdx | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index e2546c04a..100f4037a 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -1,5 +1,5 @@ --- -id: methane-farms +id: methane-manure name: "Methane Emissions 2020 - Manure Management" description: "Gridded Methane Emissions - 2020 Manure Management" media: @@ -13,12 +13,12 @@ taxonomy: values: - EIS layers: - - id: methane-farms - stacCol: methane-farms + - id: methane-manure + stacCol: methane-manure name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." - initialDatetime: oldest + initialDatetime: newest zoomExtent: - 0 - 20 From 3b201898402047f3f33d4fc256e359453149b029 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 24 Apr 2024 15:46:49 -0500 Subject: [PATCH 014/204] Update values --- datasets/methane-farms.data.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index 100f4037a..d79035167 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -26,7 +26,7 @@ layers: colormap_name: plasma rescale: - 0 - - 1000000000000 + - 25 nodata: 0 compare: datasetId: svi-overall From 054967f79016346812ea256a7967a7df77163d14 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 24 Apr 2024 16:12:45 -0500 Subject: [PATCH 015/204] Update text and figure in story. --- stories/nc-hogs.stories.mdx | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index e36311149..a4aab6c6e 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -31,6 +31,35 @@ taxonomy: Note that in the Social Vulnerability Index (SVI) map in Figure 1, the values are sorted into four separate categories with category 1 (0.0 - 0.25) being the least vulnerable and category 4 (>0.75) being the most socially vulnerable, or binned SVI values. The hog farm inventory map from the U.S. Department of Agriculture in Figure 2 shows the concentration of hog farms in southeastern North Carolina located in the same region where the vulnerable communities are located. + + + + +

+ + + Gridded methane emissions from manure management in 2020 compared to the Social Vulnerability Index in 2018. + +
+ + ### Methane vs SVI + + Note that in the Social Vulnerability Index (SVI) map in Figure 1, the values are sorted into four separate categories with category 1 (0.0 - 0.25) being the least vulnerable and category 4 (>0.75) being the most socially vulnerable, or binned SVI values. The hog farm inventory map from the U.S. Department of Agriculture in Figure 2 shows the concentration of hog farms in southeastern North Carolina located in the same region where the vulnerable communities are located. + + + + + + + Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. Short-Term Health Risks: From ee92daff1a1518e151c0b49694d6fdbef5de5981 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 24 Apr 2024 16:16:11 -0500 Subject: [PATCH 016/204] Update --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index a4aab6c6e..82c37d0aa 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -37,7 +37,7 @@ taxonomy:
Date: Wed, 24 Apr 2024 16:19:19 -0500 Subject: [PATCH 017/204] Test --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 82c37d0aa..a094aa04b 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -39,7 +39,7 @@ taxonomy: Date: Thu, 9 May 2024 23:35:25 -0500 Subject: [PATCH 018/204] add nc hog inventory time series --- stories/nc-hogs-county-inventory.csv | 197 +++++++++++++++++++++++++++ 1 file changed, 197 insertions(+) create mode 100644 stories/nc-hogs-county-inventory.csv diff --git a/stories/nc-hogs-county-inventory.csv b/stories/nc-hogs-county-inventory.csv new file mode 100644 index 000000000..6a0954c19 --- /dev/null +++ b/stories/nc-hogs-county-inventory.csv @@ -0,0 +1,197 @@ +Year,source,Hog Inventory +2022,Wayne,380000 +2021,Wayne,325000 +2020,Wayne,400000 +2019,Wayne,545000 +2018,Wayne,560000 +2017,Wayne,550000 +2016,Wayne,560000 +2015,Wayne,550000 +2014,Wayne,530000 +2013,Wayne,500000 +2012,Wayne,610000 +2011,Wayne,565000 +2010,Wayne,535000 +2009,Wayne,525000 +2008,Wayne,500000 +2007,Wayne,535000 +2006,Wayne,515000 +2005,Wayne,555000 +2004,Wayne,550000 +2003,Wayne,576000 +2002,Wayne,550000 +2001,Wayne,565000 +2000,Wayne,500000 +1999,Wayne,547000 +1998,Wayne,535000 +1997,Wayne,582000 +1996,Wayne,500000 +1995,Wayne,470000 +1994,Wayne,410000 +1993,Wayne,330000 +1992,Wayne,225000 +1991,Wayne,184000 +1990,Wayne,115000 +1989,Wayne,113000 +1988,Wayne,113000 +1987,Wayne,100000 +1986,Wayne,92000 +1985,Wayne,91000 +1984,Wayne,91000 +1983,Wayne,90500 +1982,Wayne,83300 +1981,Wayne,83000 +1980,Wayne,98000 +1979,Wayne,107700 +1978,Wayne,105000 +1977,Wayne,105000 +1976,Wayne,99700 +1975,Wayne,88400 +1974,Wayne,86300 +2022,Sampson,1900000 +2021,Sampson,1750000 +2020,Sampson,1850000 +2019,Sampson,2030000 +2018,Sampson,2000000 +2017,Sampson,1900000 +2016,Sampson,2000000 +2015,Sampson,1890000 +2014,Sampson,1850000 +2013,Sampson,1750000 +2012,Sampson,1850000 +2011,Sampson,1870000 +2010,Sampson,1870000 +2009,Sampson,2050000 +2008,Sampson,2010000 +2007,Sampson,2170000 +2006,Sampson,2025000 +2005,Sampson,2160000 +2004,Sampson,2110000 +2003,Sampson,2030000 +2002,Sampson,1955000 +2001,Sampson,1970000 +2000,Sampson,1873000 +1999,Sampson,1835000 +1998,Sampson,1857000 +1997,Sampson,1797000 +1996,Sampson,1750000 +1995,Sampson,1700000 +1994,Sampson,1450000 +1993,Sampson,1150000 +1992,Sampson,950000 +1991,Sampson,750000 +1990,Sampson,570000 +1989,Sampson,455000 +1988,Sampson,415000 +1987,Sampson,370000 +1986,Sampson,315700 +1985,Sampson,286900 +1984,Sampson,264100 +1983,Sampson,248700 +1982,Sampson,188700 +1981,Sampson,170000 +1980,Sampson,202500 +1979,Sampson,216500 +1978,Sampson,191600 +1977,Sampson,170900 +1976,Sampson,136500 +1975,Sampson,147900 +1974,Sampson,150400 +2022,Duplin,1900000 +2021,Duplin,1800000 +2020,Duplin,1950000 +2019,Duplin,2050000 +2018,Duplin,2030000 +2017,Duplin,1950000 +2016,Duplin,2050000 +2015,Duplin,1950000 +2014,Duplin,1850000 +2013,Duplin,1850000 +2012,Duplin,1770000 +2011,Duplin,1900000 +2010,Duplin,2080000 +2009,Duplin,2210000 +2008,Duplin,2100000 +2007,Duplin,2300000 +2006,Duplin,2167000 +2005,Duplin,2215000 +2004,Duplin,2250000 +2003,Duplin,2170000 +2002,Duplin,2100000 +2001,Duplin,2100000 +2000,Duplin,2065000 +1999,Duplin,2100000 +1998,Duplin,2123000 +1997,Duplin,2043000 +1996,Duplin,2000000 +1995,Duplin,1800000 +1994,Duplin,1470000 +1993,Duplin,1040000 +1992,Duplin,850000 +1991,Duplin,650000 +1990,Duplin,400000 +1989,Duplin,370000 +1988,Duplin,365000 +1987,Duplin,336900 +1986,Duplin,285000 +1985,Duplin,266500 +1984,Duplin,237600 +1983,Duplin,232500 +1982,Duplin,172000 +1981,Duplin,158200 +1980,Duplin,190000 +1979,Duplin,195000 +1978,Duplin,161000 +1977,Duplin,155300 +1976,Duplin,135000 +1975,Duplin,136300 +1974,Duplin,137500 +2022,Bladen,720000 +2021,Bladen,725000 +2020,Bladen,725000 +2019,Bladen,755000 +2018,Bladen,725000 +2017,Bladen,715000 +2016,Bladen,740000 +2015,Bladen,720000 +2014,Bladen,730000 +2013,Bladen,740000 +2012,Bladen,685000 +2011,Bladen,740000 +2010,Bladen,795000 +2009,Bladen,810000 +2008,Bladen,815000 +2007,Bladen,850000 +2006,Bladen,815000 +2005,Bladen,840000 +2004,Bladen,860000 +2003,Bladen,867000 +2002,Bladen,860000 +2001,Bladen,850000 +2000,Bladen,703000 +1999,Bladen,700000 +1998,Bladen,708000 +1997,Bladen,720000 +1996,Bladen,730000 +1995,Bladen,500000 +1994,Bladen,405000 +1993,Bladen,270000 +1992,Bladen,150000 +1991,Bladen,100000 +1990,Bladen,50000 +1989,Bladen,40000 +1988,Bladen,32000 +1987,Bladen,23000 +1986,Bladen,20000 +1985,Bladen,19600 +1984,Bladen,19400 +1983,Bladen,21200 +1982,Bladen,22000 +1981,Bladen,21400 +1980,Bladen,33000 +1979,Bladen,36000 +1978,Bladen,36300 +1977,Bladen,36200 +1976,Bladen,34600 +1975,Bladen,29700 +1974,Bladen,27900 \ No newline at end of file From 00c0e024cea5a21097144205a6af17701c4d04ef Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 12 Jun 2024 00:51:17 -0500 Subject: [PATCH 019/204] Add table --- stories/nc-hogs.stories.mdx | 38 +++++++++++++++++++++++++++++++++++++ 1 file changed, 38 insertions(+) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index a094aa04b..2ab46854c 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -57,6 +57,44 @@ taxonomy: +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Data Summary
County% Disadvantaged Population
North Carolina0.37
Bladen County1.00
Duplin County0.76
Sampson County0.75
Wayne County0.59
+
+
+ From ce1eeea53e6bf8aee3674b47c7c06537c1abcf9d Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 12 Jun 2024 00:57:54 -0500 Subject: [PATCH 020/204] Fix Table --- stories/nc-hogs.stories.mdx | 53 ++++++++++++++++++++++++++++++++++--- 1 file changed, 49 insertions(+), 4 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 2ab46854c..1c9269046 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -62,32 +62,77 @@ taxonomy: - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From 77b52f87182b0615fed55948f4b13d44c316592b Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Wed, 12 Jun 2024 01:08:04 -0500 Subject: [PATCH 021/204] update table --- stories/nc-hogs.stories.mdx | 65 +++++++++++++++++++++++++------------ 1 file changed, 45 insertions(+), 20 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 1c9269046..890c763bb 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -15,6 +15,31 @@ taxonomy: - Environmental Justice --- + + @@ -81,11 +106,11 @@ taxonomy: - - + + - - + + @@ -93,11 +118,11 @@ taxonomy: - - + + - - + + @@ -105,11 +130,11 @@ taxonomy: - - + + - - + + @@ -117,11 +142,11 @@ taxonomy: - - + + - - + + @@ -129,11 +154,11 @@ taxonomy: - - + + - - + +
Data Summary
CountyRegionArea (sq mi)Census Tracts% White% Non-whiteDisadvantaged Tracts% Disadvantaged TractsTotal PopulationDisadvantaged Population % Disadvantaged Population
North Carolina1364.9321950.620.388840.40102648763799180 0.37
Bladen County3.2760.550.4661.003340733407 1.00
Duplin County5.65110.510.4980.735896744871 0.76
Sampson County5.58110.510.4980.736338547394 0.75
Wayne County12.95260.500.50160.6212360372910 0.59
2195 0.62 0.388840.408840.40 1026487637991800.3737991800.37
Bladen County6 0.55 0.4661.0061.00 33407334071.00334071.00
Duplin County11 0.51 0.4980.7380.73 58967448710.76448710.76
Sampson County11 0.51 0.4980.7380.73 63385473940.75473940.75
Wayne County26 0.50 0.50160.62160.62 123603729100.59729100.59
From 98f49bbc8a94a6899138c4491d9f8cfb37ba1791 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 11 Jul 2024 12:43:05 -0500 Subject: [PATCH 022/204] Update dataset --- datasets/methane-farms.data.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index d79035167..ef4b9ed91 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -13,8 +13,8 @@ taxonomy: values: - EIS layers: - - id: methane-manure - stacCol: methane-manure + - id: methane-manure-management + stacCol: methane-manure-management name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." From 8b29064abc099dc1cf8b34237eb562419cc3e1c3 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 11 Jul 2024 12:43:23 -0500 Subject: [PATCH 023/204] update dataset --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 890c763bb..caefe7b6b 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -65,7 +65,7 @@ taxonomy: center={[-77.9747, 34.9927]} zoom={9} datasetId='methane-manure' - layerId='methane-manure' + layerId='methane-manure-management' dateTime='2020-01-01' compareDateTime='2018-01-01' compareLabel='Methane vs 2018 SVI' From baf97d3165b85bc4bc18a8134948b93639e05753 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 11 Jul 2024 12:51:47 -0500 Subject: [PATCH 024/204] zoom fix --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index caefe7b6b..6a897b7c5 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -63,7 +63,7 @@ taxonomy:
Date: Thu, 11 Jul 2024 12:56:17 -0500 Subject: [PATCH 025/204] one more zoom fix --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 6a897b7c5..dbd63595d 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -63,7 +63,7 @@ taxonomy:
Date: Thu, 11 Jul 2024 13:26:49 -0500 Subject: [PATCH 026/204] update dataset --- datasets/methane-farms.data.mdx | 4 ++-- stories/nc-hogs.stories.mdx | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/datasets/methane-farms.data.mdx b/datasets/methane-farms.data.mdx index ef4b9ed91..3a353ab1e 100644 --- a/datasets/methane-farms.data.mdx +++ b/datasets/methane-farms.data.mdx @@ -13,8 +13,8 @@ taxonomy: values: - EIS layers: - - id: methane-manure-management - stacCol: methane-manure-management + - id: ghg-methane-manure + stacCol: ghg-methane-manure name: Methane Emissions (mol m^-2 s^-1) type: raster description: "Gridded Methane Emission data for 2020. Quantifies methane in unites of mol per sq. meter per sec. Measurement of the flux methane into atmosphere from different anthropogenic sources. For this case, measures methane from manure management." diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index dbd63595d..b94ab288f 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -65,7 +65,7 @@ taxonomy: center={[-77.9747, 34.9927]} zoom={7} datasetId='methane-manure' - layerId='methane-manure-management' + layerId='ghg-methane-manure' dateTime='2020-01-01' compareDateTime='2018-01-01' compareLabel='Methane vs 2018 SVI' From 6719e9093ffcb809ededab6bbd8616519c076ade Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Fri, 12 Jul 2024 12:42:26 -0500 Subject: [PATCH 027/204] editing table, omitting some columns --- stories/nc-hogs.stories.mdx | 36 +++++++++--------------------------- 1 file changed, 9 insertions(+), 27 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index b94ab288f..fe3148875 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -88,78 +88,60 @@ taxonomy: Region - Area (sq mi) Census Tracts % White % Non-white - Disadvantaged Tracts % Disadvantaged Tracts Total Population - Disadvantaged Population % Disadvantaged Population - - North Carolina - 1364.93 - 2195 - 0.62 - 0.38 - 884 - 0.40 - 10264876 - 3799180 - 0.37 - Bladen County - 3.27 6 0.55 0.46 - 6 1.00 33407 - 33407 1.00 Duplin County - 5.65 11 0.51 0.49 - 8 0.73 58967 - 44871 0.76 Sampson County - 5.58 11 0.51 0.49 - 8 0.73 63385 - 47394 0.75 Wayne County - 12.95 26 0.50 0.50 - 16 0.62 123603 - 72910 0.59 + + North Carolina + 2195 + 0.62 + 0.38 + 0.40 + 10264876 + 0.37 + From 7b8351df3e308e95e4a751715b917695582ef081 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Fri, 12 Jul 2024 12:49:24 -0500 Subject: [PATCH 028/204] more table edits --- stories/nc-hogs.stories.mdx | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index fe3148875..f7ee7a15d 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -82,6 +82,7 @@ taxonomy: +
@@ -145,9 +146,11 @@ taxonomy:
+ + Disadvantaged population data pulled from the [White House Climate and Economic Justice Screening Tool](https://screeningtool.geoplatform.gov/en/#3/33.47/-97.5) for all of North Carolina and each of the four counties of interest. +
- Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. From 0c094f8f54181d712dece80e9a3e2f50ba11ea8c Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Fri, 12 Jul 2024 12:53:30 -0500 Subject: [PATCH 029/204] fixed coloring of table --- stories/nc-hogs.stories.mdx | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index f7ee7a15d..eadc29324 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -139,9 +139,9 @@ taxonomy: 2195 0.62 0.38 - 0.40 + 0.40 10264876 - 0.37 + 0.37 @@ -154,6 +154,12 @@ taxonomy: Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. + + + + + + Short-Term Health Risks: - Nausea and Vomiting From 0684d1edf524a6c987959304dbebeb797e21425e Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Fri, 12 Jul 2024 13:04:17 -0500 Subject: [PATCH 030/204] making table centered and text not wrapping --- stories/nc-hogs.stories.mdx | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index eadc29324..69dd54149 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -19,10 +19,14 @@ taxonomy: .data-table { display: flex; gap: 2rem; + justify-content: center; /* Center the table */ + margin: 0 auto; /* Center the table */ } .data-table thead th, .data-table tbody td { text-align: center; + white-space: nowrap; + padding: 0 1rem; /* Add horizontal padding */ } .high-val { background: #F0DADE; @@ -88,13 +92,13 @@ taxonomy: - - - - - - - + + + + + + + @@ -150,16 +154,12 @@ taxonomy: Disadvantaged population data pulled from the [White House Climate and Economic Justice Screening Tool](https://screeningtool.geoplatform.gov/en/#3/33.47/-97.5) for all of North Carolina and each of the four counties of interest. - - - - Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. - - + + Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. Short-Term Health Risks: - Nausea and Vomiting From f6c0ee09f54e2c29ac79c196711dd9b5433924e4 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Fri, 12 Jul 2024 13:19:59 -0500 Subject: [PATCH 031/204] altered colorscale of table to be high for 0.75+, mid for .5-.75, and low for <.5 --- stories/nc-hogs.stories.mdx | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 69dd54149..1e32d2de4 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -118,7 +118,7 @@ taxonomy: - + @@ -127,16 +127,16 @@ taxonomy: - + - + - + From 4d20977ca0610fc7520aa18d9537deea10b8f85e Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Jul 2024 15:18:04 -0500 Subject: [PATCH 032/204] add csv --- stories/nc-hogs.stories.mdx | 16 ++++++++++++++++ stories/svi-binned-methane-hogs.csv | 5 +++++ 2 files changed, 21 insertions(+) create mode 100644 stories/svi-binned-methane-hogs.csv diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 1e32d2de4..2dd59932d 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -63,6 +63,22 @@ taxonomy: + +
+ +
+ + +
Date: Thu, 18 Jul 2024 15:21:20 -0500 Subject: [PATCH 033/204] Test --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 2dd59932d..9380e2867 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -70,7 +70,7 @@ taxonomy: dateFormat="%Y" idKey='source' xKey='Year' - yKey='Inventory' + yKey='Hog Inventory' yAxisLabel='Hog Farm Count' />
+ + From 2ce904001c54c657e641a2ca1abdb4b676f449e6 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Jul 2024 15:36:58 -0500 Subject: [PATCH 035/204] add mp4 --- stories/bar-chart-nc.jpg | Bin 0 -> 31861 bytes stories/inventory-hogs.mp4 | Bin 0 -> 180285 bytes stories/nc-hogs.stories.mdx | 19 ++++++++++++++++--- 3 files changed, 16 insertions(+), 3 deletions(-) create mode 100644 stories/bar-chart-nc.jpg create mode 100644 stories/inventory-hogs.mp4 diff --git a/stories/bar-chart-nc.jpg b/stories/bar-chart-nc.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e3f4575d25f4b446859f53c4704b2494321f8280 GIT binary patch literal 31861 zcmdqI1y~$gmoD76Ymne>jRkEWgy7P6{;V}{QG5Ng9>?_dDVE0h z7eB)z86B>#-kDagY2kUPUTofYb^-wTWk(aO&CbRJj>@2;%I7cLj|RwyYYTL!URhm$ zUP~yPaB1K0F6%B;i8vJRP-M=3XMI)HdBGPwd9mi^$>+Pc+$Sp?U~_y|W%4D1W8L*Z z>xXSH zy#WZ)W5>Fy9;HX0bCOVRMCQ`ssPFy6xNgJ1A~@})l9E9=lEVtJ*M3`6RsD?5Rnf$_ 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+ + +
Normalized methane emissions in mol m^-2 s^-1 vs binned social vuilnerability index from low to very high. @@ -188,8 +203,6 @@ taxonomy: - Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. - Short-Term Health Risks: - Nausea and Vomiting - Asthma From d5b79496b0a189ea87843584039cf61e560a2981 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Jul 2024 15:42:25 -0500 Subject: [PATCH 036/204] Test --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 038ffb573..bd6f8f305 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -196,7 +196,7 @@ taxonomy: src={new URL('./bar-chat-nc.jpg', import.meta.url).href} alt='Normalized Methane Vs SVI'
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+ +
@@ -186,42 +201,20 @@ taxonomy:
- + - Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. + The resulting air and water quality degradation can have both short and long-term health effects. Short-term health effects include nausea and vomiting, asthma, and headaches while serious long-term health risks include cancer, increased infant mortality, anemia, kidney disease, tuberculosis and septicemia. + + To tackle this and other environmental justices across the country, the White House introduced a [screening tool](https://screeningtool.geoplatform.gov/en/#3/33.47/-97.5) in 2022, which includes factors such as air pollution, health outcomes, and economic status, to identify communities vulnerable to environmental and economic injustice. While the tool currently excludes race as a factor, data from the White House's Council on Environmental Quality has the potential to enhance decision making related to environmental justice by directing federal aid for climate, clean energy, and environmental improvements to underserved communities. -
- -
- - Short-Term Health Risks: - - Nausea and Vomiting - - Asthma - - Headaches - - Long-Term Health Risks: - - Cancer - - Increased Infant Mortality Rate - - Anemia - - Kidney Disease - - Tuberculosis - - Septicemia - - However, the impact of Concentrated Animal Feeding Operations (CAFOs) extends beyond health issues. Ammonium released into the atmosphere from these lagoons can convert to nitrogen, contributing to the potential for acid rain in affected communities. This environmental impact disproportionately affects historically vulnerable communities. Local legislation has made attempts to limit the hazards; however, because pork production generates an estimated $10 billion per year and creates more 40,000 jobs, there has been little interest in passing more aggressive measures. This leaves those that live in these communities with little hope of a better quality of life. It is even challenging for people in this area to move away because the odor and pollution issue has decreased the value of their homes so much that they are not able to sell them. - - In response to complaints about the stench and waste, producers such as Smithfield have pivoted to creating “biogas” from the waste lagoons. Biogas, or biological natural gas, is the result of a refining process in which sealed, oxygen-free tanks called anaerobic digesters collect methane from hog waste and convert it into natural gas for electricity. Producers argue that this will alleviate the most common issues because covering the lagoons would eliminate the smell and that biogas, considered a renewable resource, would reduce agricultural methane emissions. Smithfield Foods, the largest pork producer in the state, aims to establish biogas pipelines connected to 90% of their farms by 2030. Meanwhile, detractors argue that adopting biogas systems would further cement poor waste management practices in low-income communities and potentially increase water pollution because covering the lagoons could lead to higher concentrations of ammonia in the wastewater. Polluted water seeps into the ground and poisons the groundwater, which feeds into local residents’ wells. Biogas creation also does little to tackle the issue of the toxic “sludge” left over from the process, which remains a pressing concern. + For example, data from the screening tool provides additional valuable information on the impacts of hog farms for Bladen, Duplin, Sampson, and Wayne counties (Table 1). More than 70% of the population in these counties are classified as disadvantaged, impacting nearly 200,000 people in counties where hog farming is prevalent. The population in these counties is nearly evenly distributed between white and non-white races. Compared to the entire state of North Carolina, 38% of the population is non-white and only 37% is classified as disadvantaged. Hog farms within Bladen, Duplin, Sampson, and Wayne counties significantly increase the percentage of the population classified as disadvantaged when compared to the overall population in North Carolina. - To tackle this and other environmental justices across the country, the White House introduced a screening tool in 2022, which includes factors such as air pollution, health outcomes, and economic status, to identify communities vulnerable to environmental and economic injustice. While the tool has been heavily criticized for excluding race as a factor, the White House’s Council on Environmental Quality chair Brenda Mallory is optimistic that the tool will help direct federal money for climate, clean energy, and environmental improvements to communities “that have been left out and left behind for far too long.” In the ongoing struggle for environmental justice, it is imperative that we continue to advocate for comprehensive tools that address the intersecting factors of race, economics, and health to ensure equitable access to environmental resources and opportunities for all communities. + For environmental justice related decision making, development of comprehensive tools that address social vulnerability (intersecting factors including age, race, access to transportation, domicile and economics) and health are critical to ensure equitable access of resources and opportunities. @@ -232,6 +225,7 @@ taxonomy: * [Economic Impact of Hog Farms](https://ncpork.org/economic-impact/) * [Race and Environmental Justice in North Carolina](https://psmag.com/social-justice/environmental-racism-in-north-carolina) * [CDC/ATSDR SVI Data and Documentation Download | Place and Health | ATSDR](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) + * [General Assembly of North Carolina](https://www.ncleg.net/enactedlegislation/sessionlaws/html/1997-1998/sl1997-458.html) From c6ff549bb0e18f14a5be6dfb0950289cee44f871 Mon Sep 17 00:00:00 2001 From: Brian Freitag Date: Thu, 25 Jul 2024 11:55:36 -0500 Subject: [PATCH 042/204] Update landfill-ej.stories.mdx EJ tag --- stories/landfill-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/landfill-ej.stories.mdx b/stories/landfill-ej.stories.mdx index 357aa1dbe..d5eed38e1 100644 --- a/stories/landfill-ej.stories.mdx +++ b/stories/landfill-ej.stories.mdx @@ -12,7 +12,7 @@ pubDate: 2024-05-21 taxonomy: - name: Topics values: - - Environmental Justice (EJ) + - Environmental Justice - Air Quality --- From 6f08b05baa41f5a340276a819d646003df6569ba Mon Sep 17 00:00:00 2001 From: Brian Freitag Date: Thu, 25 Jul 2024 12:14:02 -0500 Subject: [PATCH 043/204] Update wq-models.stories.mdx tags --- stories/wq-models.stories.mdx | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/stories/wq-models.stories.mdx b/stories/wq-models.stories.mdx index 9170862d4..4bb903346 100644 --- a/stories/wq-models.stories.mdx +++ b/stories/wq-models.stories.mdx @@ -11,9 +11,12 @@ media: url: https://www.nasa.gov pubDate: 2023-03-01 taxonomy: - - name: Topics + - name: Source values: - EIS + - name: Topics + values: + - Water Quality --- From 375c24a538f364d3e3cc0bddef303aefd9699a67 Mon Sep 17 00:00:00 2001 From: Brian Freitag Date: Thu, 25 Jul 2024 12:35:44 -0500 Subject: [PATCH 044/204] Update nc-hogs.stories.mdx update hog farm story tags --- stories/nc-hogs.stories.mdx | 3 +++ 1 file changed, 3 insertions(+) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 0a98d63d6..0497e5381 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -13,6 +13,9 @@ taxonomy: - name: Topics values: - Environmental Justice + - name: Source + values: + - UAH ---
RegionCensus Tracts% White% Non-white% Disadvantaged TractsTotal Population% Disadvantaged Population Region Census Tracts % White % Non-White % Disadvantaged Tracts Total Population % Disadvantaged Population
0.49 0.73 589670.760.76
Sampson County0.49 0.73 633850.750.75
Wayne County 26 0.50 0.500.620.62 1236030.590.59
North Carolina
+ USDA hog farm inventory for the counties of Bladen, Duplin, Sampson, and Wayne in North Carolina time series from 1974 through 2022. + From cbcc1029827f8401c71c25d671c73024f9b9b7ef Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Jul 2024 15:30:08 -0500 Subject: [PATCH 034/204] Update bar graph --- stories/bar_chart_nc.jpg | Bin 0 -> 31861 bytes stories/nc-hogs.stories.mdx | 13 +++++++++++++ 2 files changed, 13 insertions(+) create mode 100644 stories/bar_chart_nc.jpg diff --git a/stories/bar_chart_nc.jpg b/stories/bar_chart_nc.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e3f4575d25f4b446859f53c4704b2494321f8280 GIT binary patch literal 31861 zcmdqI1y~$gmoD76Ymne>jRkEWgy7P6{;V}{QG5Ng9>?_dDVE0h z7eB)z86B>#-kDagY2kUPUTofYb^-wTWk(aO&CbRJj>@2;%I7cLj|RwyYYTL!URhm$ zUP~yPaB1K0F6%B;i8vJRP-M=3XMI)HdBGPwd9mi^$>+Pc+$Sp?U~_y|W%4D1W8L*Z z>xXSH 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taxonomy: + + + Hog farm production waste poses a dual threat to both the local water supply and air quality. Chemicals like methane and ammonia are released into the atmosphere while waste is sprayed on fields as a fertilizer. Wind catches this waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do these chemicals cause foul odors, they can also be responsible for short-term and long-term health risks. A 2021 report from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. + +
+ Normalized Methane Vs SVI + Normalized methane emissions in mol m^-2 s^-1 vs binned social vuilnerability index from low to very high. +
+ Time lapse of the spatial distribution of hog farm inventory in North Carolina with the counties of interest outlined in red. + - Normalized methane emissions in mol m^-2 s^-1 vs binned social vuilnerability index from low to very high. + Normalized methane emissions vs binned social vuilnerability index from low to very high. Normalized methane emissions vs binned social vuilnerability index from low to very high. From e002d628d3f89e6fe50b78aa890ec7864b656b58 Mon Sep 17 00:00:00 2001 From: WeathermanTrent <109642752+WeathermanTrent@users.noreply.github.com> Date: Thu, 18 Jul 2024 15:57:40 -0500 Subject: [PATCH 040/204] Fixed it --- stories/nc-hogs.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index 7676ac948..bdd09b20e 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -193,7 +193,7 @@ taxonomy:
Normalized Methane Vs SVI
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HcmV?d00001 diff --git a/stories/nc-hogs.stories.mdx b/stories/nc-hogs.stories.mdx index bdd09b20e..0a98d63d6 100644 --- a/stories/nc-hogs.stories.mdx +++ b/stories/nc-hogs.stories.mdx @@ -54,11 +54,11 @@ taxonomy: **Disclaimer**: This data story contains research that is not yet peer-reviewed. ### Introduction - Pork producers in eastern North Carolina call the stench of pig waste “the smell of money” but to the local residents, it’s the scent of injustice and racism. The proliferation of hog farms in this area has raised significant environmental justice concerns, particularly within low socioeconomic status communities. Primarily composed of minority populations, these communities face disproportionate exposure to the harmful effects of Concentrated Animal Farming Operations (CAFOs). These operations impose an environmental burden encompassing a wide range of issues, including air and water pollution, noxious odors, and compromised public health. Residents endure heightened risks of respiratory ailments, water contamination, and reduced quality of life due to the intensive confinement systems and waste management practices employed by these farms. The distribution of these facilities also typically intersects with historically marginalized neighborhoods: Black North Carolinians are 1.54x as likely as white residents to live within three miles of a hog farm. This exacerbates pre-existing disparities in access to clean air, water, and environmental resources. + Pork producers in eastern North Carolina call the stench of pig waste [“the smell of money”](https://www.vox.com/future-perfect/23003487/north-carolina-hog-pork-bacon-farms-environmental-racism-black-residents-pollution-meat-industry) but to the local residents, it’s the scent of environmental inequalities. The proliferation of hog farms in this area has raised significant environmental justice concerns, particularly within low socioeconomic status communities. For example, black North Carolinians are 150% more likely than white residents to live within three miles of a hog farm. Thus, minority populations face disproportionate exposure to the harmful effects of Concentrated Animal Farming Operations (CAFOs). - For decades, hog farm production in southeastern North Carolina has posed significant environmental concerns. The number of hog farms has been steadily increasing– in some areas, hogs outnumber humans 35-1– leading to a rise in waste generated by these Concentrated Animal Farming Operations (CAFOs). Waste is typically collected in lagoons or vats, where it is often transferred to nearby fields to be sprayed as fertilizer or converted to biogas. Disasters such as Hurricane Florence in 2018 have exacerbated the issue and caused these lagoons to overflow and leak into local water supply, creating an environmental issue for socially vulnerable people in this region. Most CAFOs in southeastern North Carolina are housed in or near socioeconomically disadvantaged communities. + These operations impose an environmental burden encompassing a wide range of issues. Hog farm production waste is typically collected in lagoons or vats, where it is often transferred to nearby fields to be sprayed as fertilizer or converted to biogas. The waste releases methane and ammonia into the atmosphere. When sprayed as a fertilizer, the wind catches the waste and spreads it over the neighboring area, blanketing it in a layer of feces, urine, pus, and blood. The pervasive odor from these lagoons makes basic outdoor activities and chores challenging for communities in these regions. Not only do emissions from waste cause foul odors, they can also be responsible for short-term and long-term health risks. For example, a 2021 [report](https://www.washingtonpost.com/climate-environment/2021/05/10/farm-pollution-deaths/) from Duplin County, NC found that about 89 premature deaths per year can be attributed to hog farm emissions. Disasters such as Hurricane Florence in 2018 have exacerbated the environmental impacts of CAFOs by causing the waste lagoons to overflow and leak into the local water supply. - Note that in the Social Vulnerability Index (SVI) map in Figure 1, the values are sorted into four separate categories with category 1 (0.0 - 0.25) being the least vulnerable and category 4 (>0.75) being the most socially vulnerable, or binned SVI values. The hog farm inventory map from the U.S. Department of Agriculture in Figure 2 shows the concentration of hog farms in southeastern North Carolina located in the same region where the vulnerable communities are located. + In this study, we utilize the gridded methane emissions data compiled by the Environmental Protection Agency (EPA) and the Social Vulnerability Index (SVI) developed by the Center for Disease Control to examine how the socially vulnerable population residing in the Wayne, Duplin, Sampson, and Bladen counties of North Carolina are affected by CAFOs. The United States Department of Agriculture (USDA) hog farm inventory data show that a substantial portion of CAFOs in the state of North Carolina are located in these four counties (Figure 1). Time series of hog farm inventory show (Figure 2) a sharp increase during the 1990s driven by technological advancements including waste management and economic incentives that boosted efficiency and profitability. However, the industry’s growth stabilized in early 2000 because of the adoption of a moratorium on new hog farms in 1997 and stricter regulations by the state of North Carolina prompted by mounting environmental and community concerns. @@ -112,10 +112,25 @@ taxonomy: ### Methane vs SVI - Note that in the Social Vulnerability Index (SVI) map in Figure 1, the values are sorted into four separate categories with category 1 (0.0 - 0.25) being the least vulnerable and category 4 (>0.75) being the most socially vulnerable, or binned SVI values. The hog farm inventory map from the U.S. Department of Agriculture in Figure 2 shows the concentration of hog farms in southeastern North Carolina located in the same region where the vulnerable communities are located. + A spatial map produced using EPA’s the 2020 U.S. Gridded Anthropogenic Methane Emissions Inventory Agriculture - Manure Management dataset from NASA’s U.S. Greenhouse Gas Center compilation shows the presence of a local maximum over the four counties of Wayne, Duplin, Sampson, and Bladen (Figure 3). The spatial map of CDC SVI shows that the local maximum of methane emissions also coincides with high social vulnerability. Note that social vulnerability describes socioeconomic and demographic factors that affect the resilience or incapability of communities to adapt to external stresses (Flanagan et al., 2011; Mah et al., 2023 ). One of the ways to quantify social vulnerability is through the use of a social vulnerability index (SVI), which is an aggregation of socioeconomic and demographic factors. The Center for Disease Control’s (CDC) SVI dataset is one such quantification available for the US and is derived from socioeconomic status, household composition, disability, minority status, housing, and transportation attributes of the U.S. Census Bureau’s census tract data (Flanagan et al., 2011). + + + + With the SVI dataset produced at the census-tract level the methane emissions from manure management are averaged and binned by SVI. SVI bins correspond to low, medium, high, and very high vulnerabilities defined as; 0 - 0.25, 0.25 - 0.50, 0.50 - 0.75, and 0.75-1 respectively (Figure 4). This analysis shows that populations that reside in census tracts with high and very high social vulnerability census tracts within the four counties of Wayne, Duplin, Sampson, and Bladen are subject to environments with manure-based methane emissions 4 to 5 times higher compared to those in low and medium social vulnerability census tracts. Note that the higher methane emissions from manure management also indicate other CAFO emissions, such as ammonia being higher in these counties. + +
+ Normalized Methane Vs SVI +
+ Normalized methane emissions vs binned social vuilnerability index from low to very high. + - Normalized methane emissions vs binned social vuilnerability index from low to very high. -