The South DeKalb
Data Story
The Story of Air and Water Pollution in
DeKalb County, GA

Overview
Introduction
What's in the Water?
What's in the Air?
Glossary of Terms
Introduction
Community members, local organizations, and environmental justice (EJ) leaders gathered in January 2024 to follow up on the critical environmental issues facing South DeKalb. The reality then and the reality now is that residents of S. DeKalb are still concerned about the state of their county.
“Pollution doesn’t recognize political boundaries.”
When we look at pollution, we seek to consider the cumulative impacts. Cumulative impacts are the combined effects of environmental stressors, socioeconomic stressors, and pre-existing health conditions in a community. An approach that acknowledges these joint impacts can lead us to evaluate legacy pollution, which refers to the history and long-term trends in pollution.
According to the EPA, factors like proximity to industrial sources of air pollution and low socioeconomic background can contribute to increased health effects. According to the American Lung Association's (ALA) 2022 report, nationwide, "communities of color are disproportionately exposed to unhealthy air." With more than 137 million Americans living in counties with unhealthy levels of ozone or particle pollution, people of color were also "61% more likely to live in a county with a failing grade for at least one pollutant."
While testing has been inconsistent and incomplete in the past, we do know that according to the CDC Environmental Justice Index, several census tracts in S. DeKalb are overburdened communities, facing high pollution, limited resources to address these problems, and pre-existing health conditions (e.g., lung and heart diseases) that pollution can worsen.
So we know that S. DeKalb and the greater DeKalb county are burdened, but what are the dimensions of this burden? What are the issues more specifically?
Problem
So What?
Health consequences of unchecked air and water pollution include increased cases of respiratory illnesses, heart disease, and other health conditions.
Environmental impacts include loss of biodiversity and contamination of water resources important for drinking, agriculture, and recreation.
Economically, pollution can lead to higher healthcare costs, reduce property values, and deter investment in the area.
Solution
Benefit
Improved air and water quality will help lead to healthier communities, lower healthcare costs, and enhanced quality of life.
Restoration of local ecosystems promotes biodiversity and provides more opportunities for outdoor recreation.
Overall, cleaner air and water are essential to sustain the area’s livability and ensure a prosperous future.
To better define solutions we must better define our problem, and that starts with asking the right questions. We developed three.
This data story follows a recent analysis of three questions concerning water and air pollution in the S. DeKalb and the larger DeKalb area.




What's In the Water?
Water Quality in S. DeKalb
According to the DeKalb County Department of Watershed Management, S. Dekalb gets its drinking water from the Chattahooche River, north of DeKalb and upstream from the city of Atlanta. The Chattahooche is now a site of annual assessment for pollution.
Area of the Chattahooche River (Chattahoochee Riverkeeper Watershed Map; Map data: Esri, HERE, Garmin, FAO, NOAA, USGS, EPA, NPS)
Area of the Chattahooche River (Chattahoochee Riverkeeper Watershed Map; Map data: Esri, HERE, Garmin, FAO, NOAA, USGS, EPA, NPS)
Research Question 1:
How have levels of EPA’s identified unregulated contaminants in drinking water changed between 2019 and 2020 in S. DeKalb water sources? How do trends vary for different contamination types and compare to nearby counties?
A map of DeKalb, Clayton, and Henry County.
A map of DeKalb, Clayton, and Henry County.
To answer this research question, we created two graphs that assess contaminants in drinking water. The graphs show the comparison of DeKalb County to Henry and Clayton Counties in 2019 and 2020 looking at the average Disinfection Byproducts and metal in drinking water. There are missing values due to varying collection dates and lack of data.
Disinfection Byproducts
This figure presents a comparative analysis of the average concentration of Disinfection Byproducts (DBPs) in drinking water across different counties. These Disinfection Byproducts encompass a combination of HAA5, HAA6Br, and HAA9. HAA is short for haloacetic acid.
DeKalb is shown to have the least amount of Disinfection Byproducts. However, Henry and Clayton have high rates of DBPs.
HAA is identified as carcinogenic, and prolonged exposure potentially elevates cancer risks over time. Specifically, for HAA5, the US EPA set the level to protect against the long-term risk of potential adverse health effects and to limit the possibility of bacterial contamination to 60 ug/L. Thankfully, all counties are below this level.
Metals
This figure compares the average amount of metal in drinking water by county. The metals are a combination of Germanium and Manganese. Although Manganese is needed for your body to stay healthy, high exposure to the metal can be harmful.
There was a spike in these metal contaminants in DeKalb County at the end of 2019 and beginning of 2020, however, the dose decreased drastically. Henry County's drinking water has been steadily increasing in metal content, and Clayton County had a spike in metal at the end of 2019 but decreased in the following months.
Photo by engin akyurt on Unsplash
Photo by engin akyurt on Unsplash
Children and adults who drink water with high levels of manganese for an extended period of time can develop problems with memory, attention, and motor skills. Infants may develop learning and behavior problems if they drink water with high levels of manganese. The EPA drinking water standard for manganese is 50 ug/L. There is less research suggesting that high exposure to Germanium is harmful for the body, but prior research suggests that the metal tends to accumulate in various organs and tissues.
Research Question 2:
How have the levels of key water pollutant parameters tracked by DeKalb County changed over recent years?
To answer this research question, an interactive visualization was created from DeKalb County Drinking Water Quality Reports.
Click the button "Interactive Visualization of Water Parameters" in order to learn more about the trends of different water parameters during the recent years.
How to interact with this visualization:
Click the parameter from the drop down located on the left to view the line graph of recent trends. In addition, you can click the tab labeled "Description" to learn more about the parameter, health risks, and acceptable levels according to the EPA. You can also hover over points to view the specific values.
For example, let's look at total trihalomethanes. Upon selecting this parameter from the drop down, you will see the following graph.
This graph illustrates the changes in the levels of total trihalomethanes (THMs) measured in parts per billion (ppb) over a five-year period from 2018 to 2022.
In 2018, the level of THMs starts at 33 ppb. From there, there is a steady decrease in THM levels until 2020, where it reaches the lowest point on the graph, at 28 ppb. This downward trend suggests that measures to reduce THM levels in this period were effective. However, in 2021, there is a sharp increase, with levels rising to approximately 33 ppb, indicating a significant rise in THM concentration. Following this peak, there is a drop in 2022, yet the levels remain above the lowest point observed in 2020.
THMs are chemical compounds that can be found in water treated with chlorine, and high levels can be harmful to health. The reasons for the variations seen in the graph could be due to changes in water treatment processes, fluctuations in the source water quality, or different levels of chlorine used in the water treatment over these years. The goal would typically be to keep these levels as low as possible while still ensuring effective water disinfection.

What's In the Air?
Air Quality in S. DeKalb
Research Question 3:
How have levels of key air pollutants, such as PM2.5 and Ozone, changed over the past years in DeKalb County (2016-2023)?
PM2.5
Particulate matter 2.5 (PM2.5) refers to tiny particles or droplets in the air that are two and a half microns or less in width. These particles are extremely relevant in discussions of air pollution due to their ability to penetrate deep into the lungs and even enter the bloodstream, posing significant health risks. Chronic exposure to PM2.5 can lead to severe health issues such as respiratory and heart diseases, reduced lung function, and even premature death. The small size of these particles allows them to bypass the body's natural defenses, making them especially dangerous. Consequently, monitoring and controlling PM2.5 levels are critical for public health, and they serve as key indicators in the assessment of air quality in urban and industrial areas.
Line graph plotting number of days PM2.5 exceeded standard from 2016 to 2023.
Line graph plotting change in days PM2.5 exceeded standard from 2016 to 2023.
This graph tracks the number of days that particulate matter levels, specifically PM2.5, exceeded the standard in DeKalb County, Georgia, over a range of years.
From the start of the period, there's a steep decline from 2016 to 2017 in the number of days exceeding the PM2.5 standard, indicating an improvement in air quality. The following years see a gradual increase until 2020, suggesting a worsening trend where more days are registering unhealthy levels of PM2.5.
However, after 2020, there's a dramatic drop to 2022, showing a significant reduction in the number of days with elevated PM2.5 levels. The levels in 2022 are notably lower than at any other point on the graph, which could suggest a substantial improvement in air quality concerning fine particulate matter in DeKalb County. This improvement could be due to successful air quality management policies, changes in local emissions, or other environmental factors.
Line graph plotting the ratio of days PM2.5 exceeded standard out of days with air quality data in both DeKalb and Henry County.
Line graph plotting the ratio of days PM2.5 exceeded standard out of days with air quality data in both DeKalb and Henry County.
In this graph, the trend of PM2.5 levels over several years is presented for DeKalb and Henry Counties in Georgia, with a focus on the ratio of days the PM2.5 levels exceeded air quality standards out of days measurements were taken.
From this graph, it is evident that DeKalb County has a greater ratio of days where PM2.5 exceeds the standard than Henry County for all years except 2019. This may be explained by the fact that DeKalb County is more urbanized, with denser populations and higher traffic volumes, contributing to greater PM2.5 emissions from vehicles.
Ground-level Ozone (Smog)
Ozone is a type of oxygen molecule made up of three oxygen atoms. It can be both good and bad. High up in the atmosphere, ozone forms a layer that protects us from the sun's harmful ultraviolet rays. However, at ground level, where we breathe, ozone is a harmful pollutant, often referred to as smog. It's created when sunlight reacts with pollutants from cars and factories. Breathing in ozone can irritate our lungs, make it hard to breathe, and worsen conditions like asthma. So, while it's helpful high above us, ozone at ground level is a major air pollutant that can harm our health.
Line graph plotting number of days ozone exceeded standard from 2016 to 2023.
Line graph plotting number of days ozone exceeded standard from 2016 to 2023.
This graph shows the number of days that ozone levels exceeded the standard limits in DeKalb County, Georgia over a span of several years. Starting from 2016, we see an upward trend in the number of days with ozone levels above the standard, reaching a peak around 2019. This suggests that air quality in terms of ozone pollution was worsening, with more frequent occurrences of high ozone levels.
However, after 2019, there is a sharp decline in the number of days exceeding ozone standards, reaching a low point in 2023 that is below the starting point in 2016. This indicates a significant improvement in air quality with respect to ozone levels in the recent years shown on the graph.
The graph is useful for understanding trends in air quality over time and evaluating the effectiveness of measures taken to reduce ozone pollution. The sharp decline after 2019 might suggest that such measures have been successful, or that there have been changes in factors affecting ozone levels, such as reduced emissions from traffic and industry, which occurred during the height of COVID-19, or other environmental policies that have been enacted.
Line graph plotting the ratio of days ozone exceeded standard out of days with air quality data in both DeKalb and Henry County.
Line graph plotting the ratio of days ozone exceeded standard out of days with air quality data in both DeKalb and Henry County.
The plot tracks the ratio of days that ozone levels exceeded the standard in DeKalb and Henry Counties, GA, from 2016 to 2022. Throughout this period of time, DeKalb County maintains a lower ratio of days where ozone exceeded the standard compared to Henry County. This demonstrates that. Interestingly, DeKalb and Henry County demonstrate different trends indicating the differing environmental conditions or management policies in the two counties.

Conclusion
Our analysis showed graphs where pollutants like metals in drinking water and PM2.5 decreased in recent years. On the surface, there's no longer reason to worry about air and water pollution, but this conclusion would be wrong. Why?
Legal may not mean safe. Not all testing is done with the same metrics or methodology. Prominent nonprofit organizations like the ALA and Environmental Working Group (EWG) have called for stronger limits on air and water pollutants, respectively. The ALA warns that even short-term spikes in particle pollution can be deadly. The EWG argues there are frequent discrepancies between the legal limits for contaminants and guidelines and recent scientific studies. With data from 50,000 local water utilities across all 50 states, the EWG found that in South DeKalb, cancer-linked THMs were 225 times their guideline.
Regardless of stance on these discrepancies or disagreements over thresholds, the aim is to bring environmental pollution as low as possible.
Limited and incomplete data. Using the available datasets we found from local and governmental entities, we could only trace the trends back so far. Gaps in the records and a historical lack of testing limited the scope of our analysis. With new legislation and advocacy and action from community members and organizations, testing has only started to become more robust, and we must remember that...
Context is needed. We want to have as much context as possible when looking at how things change over time. We can't be too hasty and conclude that levels have naturally gone down or that a decrease will stay. There are usually other factors at play. Bringing in the information that the graphs don't show helps us better understand the changes that have occurred and how to maintain the positive ones.
During the 1996 Summer Olympics, Atlanta made major efforts to reduce traffic congestion including downtown road closures and increased public transportation. The CDC linked the consequent drastic reduction in vehicle emissions to a decrease in emergency room visits for asthma. Similar dramatic improvements in air quality occurred in 2020. With the COVID-19 pandemic leading to lockdowns and transitions to remote work, smog decreased dramatically with reduced vehicle emissions.
It is promising that recent improvements in air quality have continued, possibly due to new vehicles and teleworking. These reasons suggest that positive trends won't continue unless we maintain efforts to mitigate pollution and enforce regular testing.
As of 2022, Atlanta has the fourth poorest air quality in the Southeast.
Improvements inspire hope, but there is still a long way to go. We are happy to see decreases in air and water contaminants, but conditions are still unfavorable. While our analysis showed a reduction in days of the year that PM2.5 exceeded the standard, that number decreased to around 140, meaning for more than a third of the year, the amount of particulate matter in the air is still too high. The same follows for ground-level ozone or smog. While the ALA reported that Atlanta experienced a record low number of unhealthy, high ozone days, the city still received an "F" grade for ozone pollution.
Overall, our analysis suggests that the name of the game is to "keep on."
Bottom line: We can't get comfortable.

Glossary of Terms
Environmental justice: Inclusive and equitable action to promote environmental health that considers cumulative impacts of environmental, health, and socioeconomic burdens.
“The fair treatment and meaningful involvement of people regardless of race, color, national origin, or income in the development, implementation, and enforcement of environmental laws, regulations, and policies.” (Sci4GA)
Research question 1
Disinfection Byproduct: formed when disinfectants interact with natural organic materials in water
HAA5: five regulated haloacetic acids
HAA6Br: six brominated haloacetic acids
HAA9: nine haloacetic acids
Metal: inorganic substances that occur naturally in geological formations
Germanium: chemical element that is lustrous, hard-brittle, and grayish-white
Manganese: chemical element that is grayish-white usually hard and brittle metallic element, good for bones
Drinking Water: potable water that is safe for ingestion
Research question 2
Fluoride: Naturally occurring or added to improve dental health, it can become a pollutant when concentrations are too high. Excessive fluoride can lead to dental and skeletal fluorosis, which can cause tooth discoloration and bone issues.
Nitrate: Nitrate is a common contaminant in water, primarily from agricultural runoff containing fertilizer and manure. High levels can be especially dangerous to infants, leading to conditions such as "blue baby syndrome" which impairs the blood's ability to carry oxygen.
Free Chlorine: the portion of chlorine in water that is available for disinfection. It's the chlorine that hasn't reacted with organic materials or ammonia yet. Free chlorine is important because it's responsible for killing bacteria and other pathogens in water to make it safe for drinking and swimming. There are three forms of free chlorine: hypochlorous acid, hypochlorite ion, and elemental chlorine, with the first two being the most common and effective at disinfection.
Total Chlorine: the sum of free chlorine and combined chlorine. Combined chlorine forms when free chlorine reacts with nitrogen-containing compounds, like ammonia or organic nitrogen compounds. Total chlorine is a measure of all the chlorine present in the water, regardless of whether it is in the form of free chlorine or combined chlorine
Total Trihalomethanes (THMs): THMs are chemical compounds that form when chlorine, used to disinfect water, reacts with natural organic matter. High levels of THMs are concerning as they are linked to an increased risk of cancer and potential problems with the liver, kidneys, and central nervous system.
Total Haloacetic Acids (HAAs): HAAs, like THMs, are byproducts of chlorination. They consist of several compounds and, in high levels, pose risks to health, including an increased likelihood of cancer and potential reproductive issues.
Copper (Cu): Copper can enter water supplies through the corrosion of pipes and is essential for health in small amounts. However, excessive copper can cause gastrointestinal distress and, over long periods, may lead to liver or kidney damage.
Lead (Pb): Lead is a toxic metal that can leach into water from old plumbing. It's particularly harmful to children, leading to developmental delays and neurological damage. There is no safe level of lead exposure, making it a critical water pollutant to manage.
Turbidity: Turbidity refers to the cloudiness or haziness of water caused by suspended particles. It can indicate the presence of microbes or pollutants that may lead to diseases or ecological disruptions.
Total Organic Carbon (TOC): TOC is a measure of the amount of organic carbon found in water, which includes living organisms, or substances formed from decayed plants and animals. High levels can affect taste and odor, and can be a precursor to the formation of disinfection byproducts like THMs and HAAs.
Research question 3
P.M. 2.5: tiny particles or droplets in the air that are 2 ½ microns or less in width
Ozone: inorganic molecule with the chemical formula O₃
How We Did Our Analysis: Overview
First, we collected our data. Question 1's dataset was obtained from the EPA's Unregulated Contaminant Monitoring Rule data collection project. Question 2's dataset was sourced from DeKalb County Drinking Water Quality Reports by DeKalb Watershed Management. Question 3's dataset was obtained from EPA's Air Quality data (AirData).
The next step involved cleaning the dataset by dropping any NA values and filtering the datasets to our specific needs (location, time period, etc.).
We then created visualizations to answer our corresponding research questions. We used Python for question 1 and RStudio for questions 2 and 3.
From these visualizations, we made observations regarding the trends to produce concluding insights regarding the story of air and water pollution in DeKalb County, GA.
Find more details about our analysis here.
References
Atlanta meets EPA standards for air quality, but just barely. (n.d.). Retrieved April 22, 2024, from https://www.ajc.com/news/atlanta-meets-epa-standards-for-air-quality-but-just-barely/RGUXZEKWMBG4HMCQZ3AO6QWW5Y/
Cancer-Linked Contaminants Found In DeKalb Water: Report | Decatur, GA Patch. (n.d.). Retrieved April 22, 2024, from https://patch.com/georgia/decatur/cancer-linked-contaminants-found-dekalb-water-report
Climate and Economic Justice Screening Tool. (n.d.). Climate and Economic Justice Screening Tool. Retrieved April 22, 2024, from https://screeningtool.geoplatform.gov
CDC Media Relations: Press Release. (n.d.). Retrieved April 18, 2024, from https://www.cdc.gov/media/pressrel/r010221.htm
Haloacetic Acids In Drinking Water Information for Consumers
Dobrzyński, D., Boguszewska-Czubara, A., & Sugimori, K. (2018). Hydrogeochemical and biomedical insights into germanium potential of curative waters: A case study of health resorts in the Sudetes Mountains (Poland). Environmental Geochemistry and Health, 40(4), 1355–1375. https://doi.org/10.1007/s10653-017-0061-0
Drinking Water Quality Report | DeKalb County GA. (n.d.). Retrieved April 22, 2024, from https://www.dekalbcountyga.gov/watershed-management/drinking-water-quality-report
Lutz, M. (n.d.). Less driving helped Atlanta area meet EPA smog standards. The Atlanta Journal-Constitution.
Manganese in Drinking Water—MN Dept. Of Health. (n.d.). Retrieved April 22, 2024, from https://www.health.state.mn.us/communities/environment/water/contaminants/manganese.html
New Report: Atlanta’s Air Quality Improves, Residents Exposed Less to Unhealthy Air Pollution | American Lung Association. (n.d.). Retrieved April 22, 2024, from https://www.lung.org/media/press-releases/new-report-atlanta%E2%80%99s-air-quality-improves,-reside
US EPA, O. (2015, September 3). Drinking Water Regulations and Contaminants [Collections and Lists]. https://www.epa.gov/sdwa/drinking-water-regulations-and-contaminants