From 26843c7efbba7831496f690ac555b678f325ddc4 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 23 Sep 2024 10:20:41 -0500 Subject: [PATCH 01/31] fixed block with interactive soil map --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 7e14fd21c..6438d3df8 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -39,7 +39,7 @@ taxonomy: - +

The Alabama Black Belt, a region integral to the Southern United States, derives its name from its dark, fertile soil. This rich land, ideal for agriculture, especially cotton, owes its fertility to a unique geological history. Millions of years ago, when the Gulf of Mexico extended further inland, plankton deposits formed soft limestone called Selma Chalk. Over time, this limestone weathered, creating the calcium-rich, chalky subsoil that characterizes the Black Belt, transforming it into an agricultural powerhouse. From 23131213486534a611a41cd838c990d254ef7d26 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 23 Sep 2024 10:58:06 -0500 Subject: [PATCH 02/31] removed display flex calls from blocks --- stories/black-belt-climate-ej.stories.mdx | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 6438d3df8..d8cc06ae1 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -61,12 +61,7 @@ taxonomy: - - -

- The Black Belt's crescent shape is captured in a natural-color image by the Moderate Resolution Imaging Spectroradiometer (MODIS) on NASA’s Terra satellite. This image is a composition of segments from several images taken between 2015 and 2018, allowing for the removal of clouds and haze. -

-
+
+ +

+ The Black Belt's crescent shape is captured in a natural-color image by the Moderate Resolution Imaging Spectroradiometer (MODIS) on NASA’s Terra satellite. This image is a composition of segments from several images taken between 2015 and 2018, allowing for the removal of clouds and haze. +

+
+
- +

The region's rich soil played a pivotal role in shaping the region's history and demographics. This fertile land transformed the area into an agricultural powerhouse, making it a cornerstone of the cotton economy, heavily reliant on enslaved African American labor. After the Civil War, many African Americans remained in the area, working as sharecroppers and tenant farmers. The region became a significant cultural and political area, particularly noted for its role in the civil rights movement. Despite its agricultural legacy, the Black Belt has faced economic and social challenges, including poverty and limited access to education and healthcare, which continue to impact its predominantly African American population. @@ -92,7 +93,7 @@ taxonomy: - + {/* - +

The region is now facing a significant new challenge: climate change. As global temperatures rise, extreme weather events like heatwaves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing number of warm days and nights, highlighting the escalating climate challenges facing the region. From 1309ff8223f20349643040526d7c4677af2b69bf Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 23 Sep 2024 11:03:57 -0500 Subject: [PATCH 03/31] moved svi stuff to scrollytelling --- stories/black-belt-climate-ej.stories.mdx | 40 +++++++++++++---------- 1 file changed, 22 insertions(+), 18 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index d8cc06ae1..a0297f78a 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -93,23 +93,6 @@ taxonomy: - - - -

- Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. -

- -
-
- -{/*

@@ -117,9 +100,30 @@ taxonomy:

-*/} + + ## Socioeconomic Stressors + Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. + + + + + + + Date: Mon, 23 Sep 2024 11:22:20 -0500 Subject: [PATCH 04/31] fixed some scrollytelling centers, counties still to add --- stories/black-belt-climate-ej.stories.mdx | 27 ++++++++++++++--------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index a0297f78a..fe25442cd 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -13,7 +13,10 @@ taxonomy: - name: Topics values: - Environmental Justice - - Disasters + - Heat + - Land Use + - Natural Disasters + --- @@ -68,7 +71,7 @@ taxonomy: style={{maxWidth: '800px', height: 'auto' }} /> - Black Belt Prairie from MODIS. + This composite True Color satellite imagery from MODIS highlights the difference in land use - land cover in the Black Belt Prairie compared to the majority of the Southeastern United States. @@ -96,15 +99,17 @@ taxonomy:

- The region is now facing a significant new challenge: climate change. As global temperatures rise, extreme weather events like heatwaves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing number of warm days and nights, highlighting the escalating climate challenges facing the region. + The region is now facing a significant new challenge - climate change. As global temperatures rise, extreme weather events like heat waves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing number of warm days and nights, highlighting the escalating climate challenges facing the region.

+ + ## Climate Extremes in the Black Belt Region - Alabama's Black Belt counties face escalating climate challenges. MERRA-2 data from 1980 to 2023 reveals significant shifts in temperature extremes. The region is experiencing an increase in warm days and nights (TX90P, TN90P) and a decrease in cool days and nights (TX10P, TN10P). These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. + Alabama's Black Belt counties face escalating climate challenges. MERRA-2 data from 1980 to 2023 reveals significant shifts in temperature extremes. The region is experiencing an increase in warm days and nights (TX90P, TN90P) and a decrease in cool days and nights (TX10P, TN10P). These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. The data displayed on this map shows an example of a heatwave in August of 2007. Date: Tue, 24 Sep 2024 09:28:59 -0500 Subject: [PATCH 05/31] fixed scrollytelling map zoom and centers --- stories/black-belt-climate-ej.stories.mdx | 75 +++++------------------ 1 file changed, 17 insertions(+), 58 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index fe25442cd..eaa2e1d77 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -141,8 +141,8 @@ taxonomy: - -{/* - - - Increasing Warm Nights -

- The increasing occurrences of warm days and warm nights are significantly impacting the counties within Alabama's Black Belt. The colorbar illustrates the slope of the linear trend. -

- Increasing Warm Days -
-
-*/} - -{/* - - - Increasing Warm Nights -

- Concurrently, the decreasing occurrences of cool days and cool nights are also affecting the region. -

- Increasing Warm Days -
-
-*/} - - +

Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. In Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022. @@ -269,18 +228,19 @@ taxonomy: - - -

- Additionally, outdoor occupations such as transportation and construction have become crucial sources of income and have shown growth over the past few years. Data from the U.S. Census Bureau, which examines the number of establishments by employment category in counties like Choctaw and Butler, underscores the economic importance of these sectors. -

-
+
+ +

+ Additionally, outdoor occupations such as transportation and construction have become crucial sources of income and have shown growth over the past few years. Data from the U.S. Census Bureau, which examines the number of establishments by employment category in counties like Choctaw and Butler, underscores the economic importance of these sectors. +

+
+
@@ -306,10 +266,9 @@ taxonomy: * [Census Bureau Data | Occupation](https://www.census.gov/topics/employment/industry-occupation.html)]

- **Editor**: Maheshwari Neelam and Derek Koehl; + **Editors**: Maheshwari Neelam and Derek Koehl; **Developers**: Andrew Blackford, Trent Cowan, Jerika Christman, Brian Freitag, and Aaron Kaulfus ; **Science and Content Contributors**: Maheshwari Neelam and Udaysankar Nair; - **Acknowledgements**: All individuals dedicated to Environmental Justice ; **Questions / Feedback (email address)**: maheshwari.neelam@nasa.gov

From 096a1ecc3a23551a0a1f02bffac93ed3cf415294 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Tue, 24 Sep 2024 09:43:16 -0500 Subject: [PATCH 06/31] changed county cards in scrollytelling to socioeconomic svi data --- stories/black-belt-climate-ej.stories.mdx | 32 ++++++++++++----------- 1 file changed, 17 insertions(+), 15 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index eaa2e1d77..857dc09dc 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -37,7 +37,7 @@ taxonomy: Mission: NASA Earth Action: A thriving world, driven by trusted, actionable Earth science

- Disclaimer: This study demonstrates innovative and practical applications of NASA Earth science data to highlight existing environmental inequities. Please note that the results have not undergone peer review. + 🚧 This Data Story presents work in progress and not peer-reviewed results! 🚧

@@ -45,7 +45,7 @@ taxonomy:

- The Alabama Black Belt, a region integral to the Southern United States, derives its name from its dark, fertile soil. This rich land, ideal for agriculture, especially cotton, owes its fertility to a unique geological history. Millions of years ago, when the Gulf of Mexico extended further inland, plankton deposits formed soft limestone called Selma Chalk. Over time, this limestone weathered, creating the calcium-rich, chalky subsoil that characterizes the Black Belt, transforming it into an agricultural powerhouse. + The Alabama Black Belt, a region integral to the Southern United States, derives its name from its dark, fertile soil. This rich land, ideal for agriculture, especially cotton, owes its fertility to a unique geological history. In the distant past, when the Gulf of Mexico extended further inland, plankton deposits formed soft limestone called Selma Chalk. Over time, this limestone weathered, creating the calcium-rich, chalky subsoil that characterizes the Black Belt, transforming it into an agricultural powerhouse.

@@ -112,7 +112,7 @@ taxonomy: zoom={6.5} datasetId='svi-overall' layerId='social-vulnerability-index-overall' - datetime='2016-01-01' + datetime='2018-01-01' > ## Socioeconomic Stressors Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. @@ -143,9 +143,9 @@ taxonomy: ## Choctaw County
@@ -161,9 +161,9 @@ taxonomy: ## Butler County
@@ -179,9 +179,9 @@ taxonomy: ## Pickens County
@@ -197,9 +197,9 @@ taxonomy: ## Marengo County
@@ -213,6 +213,8 @@ taxonomy: + +

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zJ!Wj(!M{`eX>ybqqeAuH3^uq9=my#ib~f^p!)t+P1Sict7Kobg7;CgZG=`IAFAGFX zc#JjvUx4_}ef##^n|qD185!$!DBTp-W8j}!=br(P^txCe>LFyH-2%}7NP1l?5H%5U z_}kCk`YF0hP`b{H@9G{tyI8aT)yA~vP52hB{+0Rev`)vEVZRl6n^l zK6Pviv{>*N07<=z1)n-L23jom41lEG<(Cd$YPj#)(ws}4-*XBJ;vSjzuh=E){|in4 BjAH-* literal 0 HcmV?d00001 diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 857dc09dc..63bd95738 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -117,16 +117,10 @@ taxonomy: ## Socioeconomic Stressors Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. - - - Date: Tue, 24 Sep 2024 13:41:23 -0500 Subject: [PATCH 08/31] added caption to new figure --- stories/black-belt-climate-ej.stories.mdx | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 63bd95738..23be3a9e6 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -116,11 +116,15 @@ taxonomy: > ## Socioeconomic Stressors Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. +

    - + + Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1) + +
    Date: Tue, 24 Sep 2024 13:45:49 -0500 Subject: [PATCH 09/31] fixing indents on new image call --- stories/black-belt-climate-ej.stories.mdx | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 23be3a9e6..6cf5e1bc8 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -115,11 +115,11 @@ taxonomy: datetime='2018-01-01' > ## Socioeconomic Stressors - Analyzing Social Vulnerability Index (SVI) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. -
    - + Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1) From 13ea1e55a32f97da55996a63bc61feee7797c4c2 Mon Sep 17 00:00:00 2001 From: Alexandra Kirk Date: Tue, 24 Sep 2024 15:09:19 -0600 Subject: [PATCH 10/31] Update stories/black-belt-climate-ej.stories.mdx --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 6cf5e1bc8..44f84b41f 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -267,7 +267,7 @@ taxonomy:

    **Editors**: Maheshwari Neelam and Derek Koehl; - **Developers**: Andrew Blackford, Trent Cowan, Jerika Christman, Brian Freitag, and Aaron Kaulfus ; + **Developers**: Andrew Blackford, Trent Cowan, Jerika Christman, Brian Freitag, and Aaron Kaulfus; **Science and Content Contributors**: Maheshwari Neelam and Udaysankar Nair; **Questions / Feedback (email address)**: maheshwari.neelam@nasa.gov

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zJ!Wj(!M{`eX>ybqqeAuH3^uq9=my#ib~f^p!)t+P1Sict7Kobg7;CgZG=`IAFAGFX zc#JjvUx4_}ef##^n|qD185!$!DBTp-W8j}!=br(P^txCe>LFyH-2%}7NP1l?5H%5U z_}kCk`YF0hP`b{H@9G{tyI8aT)yA~vP52hB{+0Rev`)vEVZRl6n^l zK6Pviv{>*N07<=z1)n-L23jom41lEG<(Cd$YPj#)(ws}4-*XBJ;vSjzuh=E){|in4 BjAH-* From 315468bf21ccb1906090c48b10e203a13a9b9aa2 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Mon, 30 Sep 2024 10:32:31 -0500 Subject: [PATCH 12/31] trying to fix image size in scrollytelling --- stories/black-belt-climate-ej.stories.mdx | 1 - 1 file changed, 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 44f84b41f..b5b34c7f4 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -119,7 +119,6 @@ taxonomy:

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concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. + Analyzing [Social Vulnerability Index (SVI)](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent.
    ## Climate Extremes in the Black Belt Region - Alabama's Black Belt counties face escalating climate challenges. MERRA-2 data from 1980 to 2023 reveals significant shifts in temperature extremes. The region is experiencing an increase in warm days and nights (TX90P, TN90P) and a decrease in cool days and nights (TX10P, TN10P). These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. The data displayed on this map shows an example of a heatwave in August of 2007. + Alabama's Black Belt counties face escalating climate challenges. [MERRA-2 Climate Indices](https://search.earthdata.nasa.gov/search/granules?p=C1949649168-GES_DISC&pg[0][v]=f&pg[0][gsk]=-start_date&q=MERRA-2%20extremes&tl=1724265744.288!3!!/) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Normalized Slope Analysis (p < 0.1)
    @@ -168,7 +166,7 @@ taxonomy: src={new URL('./BB_trends_Butler.png', import.meta.url).href} /> - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Normalized Slope Analysis (p < 0.1)
    @@ -215,7 +213,7 @@ taxonomy:

    - Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. In Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022. + Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing [USDA's National Agricultural Statistics Service (NASS)](https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022.

    @@ -236,7 +234,7 @@ taxonomy:

    - Additionally, outdoor occupations such as transportation and construction have become crucial sources of income and have shown growth over the past few years. Data from the U.S. Census Bureau, which examines the number of establishments by employment category in counties like Choctaw and Butler, underscores the economic importance of these sectors. + Additionally, outdoor occupations such as transportation and construction have become crucial sources of income and have shown growth over the past few years. Data from the [U.S. Census Bureau](https://www.census.gov/topics/employment/industry-occupation.html), which examines the number of establishments by employment category in counties like Choctaw and Butler, underscores the economic importance of these sectors.

    @@ -265,9 +263,12 @@ taxonomy: * [Census Bureau Data | Occupation](https://www.census.gov/topics/employment/industry-occupation.html)]

    - **Editors**: Maheshwari Neelam and Derek Koehl; - **Developers**: Andrew Blackford, Trent Cowan, Jerika Christman, Brian Freitag, and Aaron Kaulfus; - **Science and Content Contributors**: Maheshwari Neelam and Udaysankar Nair; + **Editors**: Maheshwari Neelam and Derek Koehl + + **Developers**: Maheshwari Neelam, Andrew Blackford, Jerika Christman, Brian Freitag, and Aaron Kaulfus + + **Science and Content Contributors**: Maheshwari Neelam, P.Thomas and Udaysankar Nair + **Questions / Feedback (email address)**: maheshwari.neelam@nasa.gov

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    - Authors: Maheshwari Neelam [1], Udaysankar Nair [2], Andrew Blackford [2], and Natalie P.Thomas [3] + Authors: Maheshwari Neelam [1], Udaysankar Nair [2], Natalie P.Thomas [3] and Andrew Blackford [2]

    [1] USRA and National Aeronautics and Space Administration (NASA) @@ -123,16 +123,9 @@ taxonomy:

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b/stories/black-belt-climate-ej.stories.mdx index f29ff757d..ee1f0b3c9 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -22,7 +22,7 @@ taxonomy:

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    - - + ## Climate Extremes in the Black Belt Region - Alabama's Black Belt counties face escalating climate challenges. [MERRA-2 Climate Indices](https://search.earthdata.nasa.gov/search/granules?p=C1949649168-GES_DISC&pg[0][v]=f&pg[0][gsk]=-start_date&q=MERRA-2%20extremes&tl=1724265744.288!3!!/) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. + Alabama's Black Belt counties face escalating climate challenges. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. From 70306c50a6593b1a319a547da932eafe42a58f4f Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 12:58:13 -0500 Subject: [PATCH 16/31] error fixed --- stories/black-belt-climate-ej.stories.mdx | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index ee1f0b3c9..c5255cdfa 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -126,8 +126,7 @@ taxonomy: ## Climate Extremes in the Black Belt Region Alabama's Black Belt counties face escalating climate challenges. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. - - + Date: Mon, 30 Sep 2024 13:10:58 -0500 Subject: [PATCH 17/31] changes --- stories/black-belt-climate-ej.stories.mdx | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index c5255cdfa..194e42f08 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -22,7 +22,7 @@ taxonomy:

    - Authors: Maheshwari Neelam [1], Udaysankar Nair [2], Natalie P.Thomas [3] and Andrew Blackford [2] + Authors: Maheshwari Neelam [1], Udaysankar Nair [2], Natalie P.Thomas [3], and Andrew Blackford [2]

    [1] USRA and National Aeronautics and Space Administration (NASA) @@ -99,7 +99,7 @@ taxonomy:

    - The region is now facing a significant new challenge - climate change. As global temperatures rise, extreme weather events like heat waves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing number of warm days and nights, highlighting the escalating climate challenges facing the region. + The region is now facing a significant new challenge - climate change. As global temperatures rise, extreme weather events like heat waves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing percentage of warm days and nights, highlighting the escalating climate challenges facing the region.

    @@ -117,16 +117,22 @@ taxonomy:
    Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1)
    - + + ## Climate Extremes in the Black Belt Region Alabama's Black Belt counties face escalating climate challenges. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. - + +

    - Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing [USDA's National Agricultural Statistics Service (NASS)](https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022. + Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing USDA's National Agricultural Statistics Service (NASS) (https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022.

    From 6655cf45610f904762b8d7ce603ee76d6665462c Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:13:21 -0500 Subject: [PATCH 18/31] CHANGES --- stories/black-belt-climate-ej.stories.mdx | 1 + 1 file changed, 1 insertion(+) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 194e42f08..5a7df1fd5 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -271,6 +271,7 @@ taxonomy:

    #### Additional Resources + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023. "Effect of Baseline Period on Quantification of Climate Extremes Over the United States." Geophysical Research Letters 50 (17)[10.1029/2023gl105204] * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ * https://www.thenation.com/article/society/black-farmers-pigford-debt/ * https://foodprint.org/issues/black-land-loss-in-the-united-states/ From 328d69ea7b311c213ad81db37005e3b0fc1650ab Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:19:49 -0500 Subject: [PATCH 19/31] svi_changes --- stories/black-belt-climate-ej.stories.mdx | 3 +++ 1 file changed, 3 insertions(+) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 5a7df1fd5..a7fdab33e 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -128,6 +128,9 @@ taxonomy: ## Climate Extremes in the Black Belt Region Alabama's Black Belt counties face escalating climate challenges. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. From 0d85995b5ec941f665f02de28730fa831293599e Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:26:00 -0500 Subject: [PATCH 20/31] rearrange text --- stories/black-belt-climate-ej.stories.mdx | 15 +-------------- 1 file changed, 1 insertion(+), 14 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index a7fdab33e..b5914d6f6 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -99,7 +99,7 @@ taxonomy:

    - The region is now facing a significant new challenge - climate change. As global temperatures rise, extreme weather events like heat waves are becoming increasingly frequent and severe. This is particularly concerning for areas where many residents, especially older adults, rely on outdoor agricultural work. Data from the MERRA-2 climate extreme indices dataset reveal troubling trends, showing changes in temperature extremes. Indices such as Cool Nights (TN10P) and Warm Nights (TN90P) track the frequency of days with nighttime temperatures falling below the 10th percentile or exceeding the 90th percentile. Similarly, Cool Days (TX10P) and Warm Days (TX90P) monitor daytime temperature extremes. Analyzing these indices from 1980 to 2023 uncovers a clear pattern of rising temperatures, with an increasing percentage of warm days and nights, highlighting the escalating climate challenges facing the region. + The region is now facing a significant new challenge - climate change. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region.

    @@ -125,17 +125,6 @@ taxonomy:
    - - ## Climate Extremes in the Black Belt Region - Alabama's Black Belt counties face escalating climate challenges. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. - - - -

    From ef17673babe113387b83c873a20d7ddd3d1b55e4 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:28:59 -0500 Subject: [PATCH 21/31] fix image --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index b5914d6f6..2b58eeeef 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -117,7 +117,7 @@ taxonomy:

    Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1) From 42bfc19822634149fe353cec159f1b6c88e8887f Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:31:50 -0500 Subject: [PATCH 22/31] fix image --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 2b58eeeef..e462be1f5 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -117,7 +117,7 @@ taxonomy:
    Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1) From 3bcebd70bf4968d2f02f8f7e072197979e8392a8 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:37:53 -0500 Subject: [PATCH 23/31] fix block --- stories/black-belt-climate-ej.stories.mdx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index e462be1f5..80f710b87 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -112,7 +112,7 @@ taxonomy: layerId='social-vulnerability-index-overall' datetime='2018-01-01' > - ## Socioeconomic Stressors + ## Socioeconomic Vulnerability Analyzing [Social Vulnerability Index (SVI)](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent.

    #### Additional Resources - * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023. "Effect of Baseline Period on Quantification of Climate Extremes Over the United States." Geophysical Research Letters 50 (17)[10.1029/2023gl105204] + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.(Effect of Baseline Period on Quantification of Climate Extremes Over the United States." Geophysical Research Letters 50 (17))[10.1029/2023gl105204] * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ * https://www.thenation.com/article/society/black-farmers-pigford-debt/ * https://foodprint.org/issues/black-land-loss-in-the-united-states/ From d8b951554fda18bf2a5cc4e38452be57e25f1375 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Mon, 30 Sep 2024 13:43:34 -0500 Subject: [PATCH 24/31] image width --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 80f710b87..7a92830bf 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -117,7 +117,7 @@ taxonomy:

    Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1) From 994688a569513732d5efc9ca632b9640752e6c0e Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Tue, 1 Oct 2024 13:00:43 -0500 Subject: [PATCH 25/31] minor fixes --- stories/black-belt-climate-ej.stories.mdx | 21 ++++++++++++++++----- 1 file changed, 16 insertions(+), 5 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 7a92830bf..b94210850 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -96,7 +96,7 @@ taxonomy:
    - +##

    The region is now facing a significant new challenge - climate change. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. @@ -117,13 +117,24 @@ taxonomy:

    Significant Trends in Elderly and Young Populations (SVI data): Slope Analysis (p < 0.1)
    + + + ## Climate Extremes + The region is now facing a significant new challenge - climate change. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. +

    - Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing USDA's National Agricultural Statistics Service (NASS) (https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022. + Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing USDA's (National Agricultural Statistics Service)(https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022.

    @@ -255,13 +266,13 @@ taxonomy: **Developers**: Maheshwari Neelam, Andrew Blackford, Jerika Christman, Brian Freitag, and Aaron Kaulfus - **Science and Content Contributors**: Maheshwari Neelam, Natalie P.Thomas and Udaysankar Nair + **Science and Content Contributors**: Maheshwari Neelam and Udaysankar Nair **Questions / Feedback (email address)**: maheshwari.neelam@nasa.gov

    #### Additional Resources - * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.(Effect of Baseline Period on Quantification of Climate Extremes Over the United States." Geophysical Research Letters 50 (17))[10.1029/2023gl105204] + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.(Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17)[10.1029/2023gl105204] * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ * https://www.thenation.com/article/society/black-farmers-pigford-debt/ * https://foodprint.org/issues/black-land-loss-in-the-united-states/ From cabd4f880eeef086b96390962384a4d89691c311 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Tue, 1 Oct 2024 13:05:04 -0500 Subject: [PATCH 26/31] error fixed --- stories/black-belt-climate-ej.stories.mdx | 8 -------- 1 file changed, 8 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index b94210850..dc461a252 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -96,14 +96,6 @@ taxonomy:

    -## - -

    - The region is now facing a significant new challenge - climate change. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. -

    -
    -
    - Date: Tue, 1 Oct 2024 19:29:00 -0500 Subject: [PATCH 27/31] units and text --- stories/black-belt-climate-ej.stories.mdx | 25 ++++++++--------------- 1 file changed, 8 insertions(+), 17 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index dc461a252..6234fbde0 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -106,7 +106,7 @@ taxonomy: > ## Socioeconomic Vulnerability Analyzing [Social Vulnerability Index (SVI)](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. -
    +
    - ## Climate Extremes - The region is now facing a significant new challenge - climate change. MERRA-2 [Climate Indices](https://disc.gsfc.nasa.gov/datasets?page=1&keywords=MERRA-2) from 1980 to 2023 monthly product reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P) and warm nights (TN90P), alongside a decrease in cool days (TX10P) and cool nights (TN10P). TX90P and TN90P represent the percentage of days when the maximum and minimum temperatures, respectively, exceed the 90th percentile of the baseline period. Conversely, TX10P and TN10P indicate the percentage of days when the maximum and minimum temperatures fall below the 10th percentile. These changes pose particular risks for the area's agricultural workforce and older residents, highlighting the growing impact of climate change on the region. - - - - ## Choctaw County + ## Climate Extremes + The region is now facing a significant new challenge - climate change. MERRA-2 Climate Indices from 1980 to 2023 reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P, % of days), warm nights (TN90P, % of days), heatwave frequency (HWF, days) alongside a decrease in cool days (TX10P, % of days), cool nights (TN10P, % of days), 1-day precipitation amount (RX1Day, mm) and 5-day precipitation amount (RX5Day, mm).
    Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Normalized Slope Analysis (p < 0.1) @@ -204,7 +195,7 @@ taxonomy:

    - Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing USDA's (National Agricultural Statistics Service)(https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022. + Agriculture remains the backbone of the Black Belt's economy, with many older adults working in the fields. This reliance on an aging workforce is concerning, particularly as the physical demands of farming intensify with rising temperatures. Analyzing USDA's [National Agricultural Statistics Service](https://www.nass.usda.gov/) data for Sumter County, the number of farm operators aged 55 and above is increasing, reflecting a broader national trend where the average age of U.S. farm producers has risen to 58.1 years by 2022.

    @@ -264,7 +255,7 @@ taxonomy:

    #### Additional Resources - * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.(Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17)[10.1029/2023gl105204] + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.[Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17](10.1029/2023gl105204) * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ * https://www.thenation.com/article/society/black-farmers-pigford-debt/ * https://foodprint.org/issues/black-land-loss-in-the-united-states/ From 86e238f0cf3508a2be0a9567928489a4dc9f29f8 Mon Sep 17 00:00:00 2001 From: Andrew Blackford <62357205+acblackford@users.noreply.github.com> Date: Wed, 2 Oct 2024 09:31:56 -0500 Subject: [PATCH 28/31] fixed DOI in paper --- stories/black-belt-climate-ej.stories.mdx | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index 6234fbde0..e2eef4802 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -28,7 +28,7 @@ taxonomy: [1] USRA and National Aeronautics and Space Administration (NASA)

    - [2] The University of Alabama in Huntsville + [2] The University of Alabama in Huntsville (UAH)

    [3] University of Maryland and Global Modeling and Assimilation Office, NASA @@ -118,7 +118,7 @@ taxonomy: - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Normalized Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023) in Choctaw County, AL: Normalized Slope Analysis (p < 0.1)

    @@ -150,7 +150,7 @@ taxonomy: src={new URL('./BB_trends_Butler.png', import.meta.url).href} /> - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Normalized Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023) in Butler County, AL: Normalized Slope Analysis (p < 0.1)
    @@ -168,7 +168,7 @@ taxonomy: src={new URL('./BB_trends_Pickens.png', import.meta.url).href} /> - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023) in Pickens County, AL: Slope Analysis (p < 0.1)
    @@ -186,7 +186,7 @@ taxonomy: src={new URL('./BB_trends_Marengo.png', import.meta.url).href} /> - Significant Trends in Climate Extremes from MERRA-2 (1980-2023): Slope Analysis (p < 0.1) + Significant Trends in Climate Extremes from MERRA-2 (1980-2023) in Marengo County, AL: Slope Analysis (p < 0.1)
    @@ -241,8 +241,8 @@ taxonomy: ### Data Access * [NASA Description for MERRA-2 Climate Indices ](https://search.earthdata.nasa.gov/search/granules?p=C1949649168-GES_DISC&pg[0][v]=f&pg[0][gsk]=-start_date&q=MERRA-2%20extremes&tl=1724265744.288!3!!/) * [CDC/ATSDR SVI Data and Documentation Download | Place and Health | ATSDR](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) - * [United States Department of Agriculture (USDA) | National Agricultural Statistics Service (NASS) | Census](https://www.nass.usda.gov/) - * [Census Bureau Data | Occupation](https://www.census.gov/topics/employment/industry-occupation.html)] + * [United States Department of Agriculture (USDA) | National Agricultural Statistics Service (NASS) | U.S. Census](https://www.nass.usda.gov/) + * [Census Bureau Data | Occupation](https://www.census.gov/topics/employment/industry-occupation.html)

    **Editors**: Maheshwari Neelam and Derek Koehl @@ -255,7 +255,7 @@ taxonomy:

    #### Additional Resources - * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023.[Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17](10.1029/2023gl105204) + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023. Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17, https://doi.org/10.1029/2023GL105204 . * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ * https://www.thenation.com/article/society/black-farmers-pigford-debt/ * https://foodprint.org/issues/black-land-loss-in-the-united-states/ From e0a686a725d9ed517a65009bb407fb98327271e7 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Thu, 24 Oct 2024 15:45:34 -0500 Subject: [PATCH 29/31] text changes --- stories/black-belt-climate-ej.stories.mdx | 35 +++++++++++------------ 1 file changed, 17 insertions(+), 18 deletions(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index e2eef4802..e4f5c2314 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -37,7 +37,7 @@ taxonomy: Mission: NASA Earth Action: A thriving world, driven by trusted, actionable Earth science

    - 🚧 This Data Story presents work in progress and not peer-reviewed results! 🚧 + This study demonstrates innovative applications of NASA and other datasets to highlight environmental inequities. Please note that these results are preliminary and have not yet undergone peer review.

    @@ -45,7 +45,7 @@ taxonomy:

    - The Alabama Black Belt, a region integral to the Southern United States, derives its name from its dark, fertile soil. This rich land, ideal for agriculture, especially cotton, owes its fertility to a unique geological history. In the distant past, when the Gulf of Mexico extended further inland, plankton deposits formed soft limestone called Selma Chalk. Over time, this limestone weathered, creating the calcium-rich, chalky subsoil that characterizes the Black Belt, transforming it into an agricultural powerhouse. + The Alabama Black Belt, a region integral to the Southern United States, derives its name from its dark, fertile soil. This rich land is ideal for agriculture, especially cotton, and owes its fertility to a unique geological history. Millions of years ago, when the Gulf of Mexico extended further inland, plankton deposits formed soft limestone called Selma Chalk. Over time, this limestone weathered, creating the calcium-rich, chalky subsoil that characterizes the Black Belt.

    @@ -76,7 +76,7 @@ taxonomy:

    - The Black Belt's crescent shape is captured in a natural-color image by the Moderate Resolution Imaging Spectroradiometer (MODIS) on NASA’s Terra satellite. This image is a composition of segments from several images taken between 2015 and 2018, allowing for the removal of clouds and haze. + The Black Belt's crescent shape is captured in a natural-color image by the Moderate Resolution Imaging Spectroradiometer (MODIS) on NASA’s Terra satellite. This image is a composition of segments from several images taken between 2015 and 2018, allowing for the removal of clouds and haze.

    @@ -85,7 +85,7 @@ taxonomy:

    - The region's rich soil played a pivotal role in shaping the region's history and demographics. This fertile land transformed the area into an agricultural powerhouse, making it a cornerstone of the cotton economy, heavily reliant on enslaved African American labor. After the Civil War, many African Americans remained in the area, working as sharecroppers and tenant farmers. The region became a significant cultural and political area, particularly noted for its role in the civil rights movement. Despite its agricultural legacy, the Black Belt has faced economic and social challenges, including poverty and limited access to education and healthcare, which continue to impact its predominantly African American population. + The Black Belt’s rich soil played a pivotal role in shaping the region's history and demographics. This fertile land transformed the area into an agricultural powerhouse, making it a cornerstone of the cotton economy, which was heavily reliant on enslaved African American labor. After the Civil War, many former slaves remained in the area, working as sharecroppers and tenant farmers. The region became a significant cultural and political area, particularly noted for its role in the civil rights movement. Despite its agricultural legacy, the Black Belt has faced economic and social challenges, including poverty and limited access to education and healthcare, which continue to impact its predominantly Black population.

    @@ -105,7 +105,7 @@ taxonomy: datetime='2018-01-01' > ## Socioeconomic Vulnerability - Analyzing [Social Vulnerability Index (SVI)](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) data from the CDC between 2000 and 2022 shows a concerning demographic shift: the younger generation, including those as young as 17, is increasingly moving out of the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent. + [Social Vulnerability Index (SVI)](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) data from the Centers for Disease Control and Prevention (CDC) between 2000 and 2022 show a concerning demographic shift: the younger generation, including those aged 17 and younger, is decreasing in the region, leaving behind an aging population, particularly those aged 65 and above. A linear trend is observed, with color coding representing the slope of this shift. This trend exacerbates the region's vulnerabilities, as the older population becomes more isolated and dependent.
    ## Climate Extremes - The region is now facing a significant new challenge - climate change. MERRA-2 Climate Indices from 1980 to 2023 reveals significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P, % of days), warm nights (TN90P, % of days), heatwave frequency (HWF, days) alongside a decrease in cool days (TX10P, % of days), cool nights (TN10P, % of days), 1-day precipitation amount (RX1Day, mm) and 5-day precipitation amount (RX5Day, mm). + The region is now facing a significant new challenge - climate change. MERRA-2 Climate Indices from 1980 to 2023 reveal significant shifts in temperature extremes. The region is witnessing a marked increase in warm days (TX90P, % of days), warm nights (TN90P, % of days), heatwave frequency (HWF, days) alongside a decrease in cool days (TX10P, % of days), cool nights (TN10P, % of days), 1-day precipitation amount (RX1Day, mm) and 5-day precipitation amount (RX5Day, mm).

    - The combination of rising temperatures and an older workforce underscores the urgent need for adaptive strategies to protect both the health of the population and the viability of these economic sectors.Addressing these intertwined challenges requires targeted policies and investments in climate resilience measures. By enhancing education, healthcare, and job opportunities, along with adopting sustainable agricultural practices, the Black Belt can work towards a more resilient and prosperous future in the face of climate change. + The combination of rising temperatures and an older workforce underscores the urgent need for adaptive strategies to protect both the health of the population and the viability of these economic sectors.Addressing these intertwined challenges requires targeted policies and investments in climate resilience measures. By enhancing education, healthcare, and job opportunities, along with adopting sustainable agricultural practices, the Black Belt can work towards a more resilient and prosperous future in the face of climate change. ### To mitigate heat-related risks, several safeguards can be implemented: - - Improved Access to Cooling Centers: Establishing more cooling centers in rural areas can provide relief during extreme heat events. - - Health Monitoring Programs: Implementing regular health check-ups for older adults working in agriculture can help prevent heat-related illnesses. - - Education and Training: Providing training on heat safety and recognizing symptoms of heat stress can empower workers to take preventive actions. - - Flexible Work Schedules: Adjusting work hours to cooler parts of the day can reduce exposure to extreme heat. + - Improved Access to Cooling Centers: Establishing more cooling centers in rural areas can provide relief during extreme heat events + - Health Monitoring Programs: Implementing regular health check-ups for older adults working in agriculture can help prevent heat-related illnesses + - Education and Training: Providing training on heat safety and recognizing symptoms of heat stress can empower workers to take preventive actions + - Flexible Work Schedules: Adjusting work hours to cooler parts of the day can reduce exposure to extreme heat

    @@ -240,8 +240,8 @@ taxonomy:

    ### Data Access * [NASA Description for MERRA-2 Climate Indices ](https://search.earthdata.nasa.gov/search/granules?p=C1949649168-GES_DISC&pg[0][v]=f&pg[0][gsk]=-start_date&q=MERRA-2%20extremes&tl=1724265744.288!3!!/) - * [CDC/ATSDR SVI Data and Documentation Download | Place and Health | ATSDR](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) - * [United States Department of Agriculture (USDA) | National Agricultural Statistics Service (NASS) | U.S. Census](https://www.nass.usda.gov/) + * [CDC/SVI Data and Documentation Download | Place and Health](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html) + * [United States Department of Agriculture (USDA) | National Agricultural Statistics Service (NASS)](https://www.nass.usda.gov/) * [Census Bureau Data | Occupation](https://www.census.gov/topics/employment/industry-occupation.html)

    @@ -255,11 +255,10 @@ taxonomy:

    #### Additional Resources - * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023. Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters 50 17, https://doi.org/10.1029/2023GL105204 . - * https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/ - * https://www.thenation.com/article/society/black-farmers-pigford-debt/ - * https://foodprint.org/issues/black-land-loss-in-the-united-states/ - * https://inthesetimes.com/article/black-farmers-stress-debt-land-loss-racism-mental-health-crisis + * Thomas N. P., A. B. Marquardt Collow, M. G. Bosilovich, et al. 2023. Effect of Baseline Period on Quantification of Climate Extremes Over the United States. Geophysical Research Letters Volume 50, Issue 17, https://doi.org/10.1029/2023GL105204 . + * [The growing threat of heat for farmworkers](https://blogs.edf.org/growingreturns/2023/08/02/heat-threat-for-farmworkers/) + * [How Thousands of Black Farmers Were Forced Off Their Land](https://www.thenation.com/article/society/black-farmers-pigford-debt/) + * [“It Tears You Apart Mentally and Physically”: The Health Crisis Afflicting Black Farmers](https://inthesetimes.com/article/black-farmers-stress-debt-land-loss-racism-mental-health-crisis)

    From 0d53cc17bfed22ca62433246b05b958be27a56d2 Mon Sep 17 00:00:00 2001 From: mahineelam <152424185+mahineelam@users.noreply.github.com> Date: Tue, 5 Nov 2024 14:41:14 -0600 Subject: [PATCH 30/31] correction --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index e4f5c2314..a17d16078 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -247,7 +247,7 @@ taxonomy:

    **Editors**: Maheshwari Neelam and Derek Koehl - **Developers**: Maheshwari Neelam, Andrew Blackford, Jerika Christman, Brian Freitag, and Aaron Kaulfus + **Developers**: Maheshwari Neelam, Andrew Blackford, Brian Freitag, and Aaron Kaulfus **Science and Content Contributors**: Maheshwari Neelam and Udaysankar Nair From 12803a3418ccfab91d90f7f7aad5d472d57b64ff Mon Sep 17 00:00:00 2001 From: Jerika Christman <98853455+jerikac@users.noreply.github.com> Date: Thu, 7 Nov 2024 15:23:20 -0600 Subject: [PATCH 31/31] Update publication date to Nov 11 Original Pub date was old -- updated to sync with next VEDA release (Nov11 or Nov12, 2024) --- stories/black-belt-climate-ej.stories.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stories/black-belt-climate-ej.stories.mdx b/stories/black-belt-climate-ej.stories.mdx index a17d16078..c8cb44f09 100644 --- a/stories/black-belt-climate-ej.stories.mdx +++ b/stories/black-belt-climate-ej.stories.mdx @@ -8,7 +8,7 @@ media: author: name: NASA url: https://widerimage.reuters.com/photographer/lucy-nicholson.html -pubDate: 2024-09-01 +pubDate: 2024-11-11 taxonomy: - name: Topics values:

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