Misc
Visualized: The Many Shapes of Bacteria
Published
3 years agoon
By
Mark Belan
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Invisible Diversity: The Many Shapes of Bacteria
Bacteria are amazing.
They were the first form of life to appear on Earth almost 3.8 billion years ago.
They make up the second most abundant lifeform, only outweighed by plants.
And most interesting of all: they exist in practically every environment on our planet, including areas where no other lifeforms can survive. As a result, bacteria exhibit a wide variety of appearances, behaviors, and applications similar to the lifeforms we see in our everyday lives.
The incredible diversity of bacteria goes underappreciated simply because they are invisible to the naked eye. Here, we illustrate how researchers classify these creatures on the basis of appearance, giving you a glimpse into this microscopic world.
A Life of Culture
Though bacteria may look similar to other microorganisms like fungi or plankton, they are entirely unique on a microscopic and genetic level.
Bacteria make up one of the three main domains of life. All life shares its earliest ancestor with this group of microbes, alongside two other domains: the Archaea and the Eukarya.

Archaea are very similar to bacteria, but have different contents making up their cell walls.
Eukarya largely consists of complex, multicellular life, like fungi, plants, and animals. Bacteria are similar to its single-celled members because all bacteria are also unicellular. However, while all Eukarya have nuclear membranes that store genetic material, bacteria do not.
Bacteria have their genetic material free-floating within their cellular bodies. This impacts how their genes are encoded, how proteins are synthesized, and how they reproduce. For example, bacteria do not reproduce sexually. Instead, they reproduce on their own.
Bacteria undergo a process called binary fission, where any one cell divides into two identical cells, and so on. Fission occurs quickly. In minutes, populations can double rapidly, eventually forming a community of genetically identical microbes called a colony.
Colonies can be visible to the human eye and can take on a variety of different shapes, textures, sizes, colors, and behaviors. You might be familiar with some of these:

Superstars of a Tiny World
The following are some interesting bacterial species, some of which you may be familiar with:
Epulopiscium spp
This species is unusually large, ranging from 200-700 micrometers in length. They are also incredible picky, living only within the guts of sturgeon, a type of large fish.
Deinococcus radiodurans
D. radiodurans is a coccus-shaped species that can withstand 1,500 times the dose of radiation that a human can.
Escherichia coli
Despite being known famously for poisoning food and agriculture spaces from time to time, not all E.coli species are dangerous.
Desulforudis audaxviator
Down in the depths of a South African gold mine, this species thrives without oxygen, sunlight, or friends—it is the only living species in its ecosystem. It survives eating minerals in the surrounding rock.
Helicobacter pylori
Known for causing stomach ulcers, this spiral-shaped species has also been associated with many cancers that impact the lymphoid tissue.
Planococcus halocryophillus
Most living things cease to survive in cold temperatures, but P. halocryophillus thrives in permafrost in the High Arctic where temperatures can drop below -25°C/-12°F.
‘Bact’ to the Future
Despite their microscopic size, the contributions bacteria make to our daily lives are enormous. Researchers everyday are using them to study new environments, create new drug therapies, and even build new materials.
Scientists can profile the diversity of species living in a habitat by extracting DNA from an environmental sample. Known as metagenomics, this field of genetics commonly studies bacterial populations.
In oxygen-free habitats, bacteria continuously find alternative sources of energy. Some have even evolved to eat plastic or metal that have been discarded in the ocean.
The healthcare industry uses bacteria to help create antibiotics, vaccines, and other metabolic products. They also play a major role in a new line of self-building materials, which include “self-healing” concrete and “living bricks”.
Those are just a few of the many examples in which bacteria impact our daily lives. Although they are invisible, without them, our world would undoubtedly look like a much different place.
United States
Mapped: GDP Growth by U.S. State (1998-2024)
Since 1998, where has GDP growth by U.S. state been highest? See how energy and tech hubs outpaced the rest in this map.
Published
22 hours agoon
November 4, 2025By
Pallavi Rao
Real GDP Growth by U.S. State (1998-2024)
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
- North Dakota (+164%) and Texas (+141%) posted the most real GDP growth since 1998, powered largely by the shale boom.
- Several Rust Belt and industrial states—including Louisiana, Michigan, and West Virginia—lagged with growth under 35% over the same period.
The 1990s were a different time. Dial-up internet, gas costing a dollar, and many states still leaning on manufacturing.
Even then, new tech clusters and improved drilling methods were starting to reshape the map, setting up today’s energy-rich and tech-focused states for the strongest economies.
The visualization ranks all 50 states and the District of Columbia by inflation-adjusted GDP growth between 1998–2024. Data for real GDP growth by U.S. state is sourced from Bureau of Economic Analysis.
America’s Shale Boom in One Map
North Dakota’s economy more than doubled thanks to the Bakken shale boom, which lifted its real output by 164%—twice the U.S. average.
Texas, already the nation’s largest oil-producing state, followed closely with 141% growth.
| Rank | State | State Code | GDP Growth (1998–2024) | CAGR | 2024 GDP (Billions) |
|---|---|---|---|---|---|
| 1 | North Dakota | ND | 164% | 3.8% | $80,058 |
| 2 | Utah | UT | 157% | 3.7% | $299,471 |
| 3 | Idaho | ID | 144% | 3.5% | $129,018 |
| 4 | Texas | TX | 141% | 3.4% | $2,769,766 |
| 5 | Washington | WA | 134% | 3.3% | $856,014 |
| 6 | Arizona | AZ | 126% | 3.2% | $570,089 |
| 7 | Colorado | CO | 117% | 3.0% | $557,633 |
| 8 | California | CA | 115% | 3.0% | $4,048,108 |
| 9 | Florida | FL | 113% | 3.0% | $1,726,710 |
| 10 | Oregon | OR | 102% | 2.7% | $330,250 |
| 11 | Nevada | NV | 102% | 2.7% | $269,011 |
| 12 | South Dakota | SD | 101% | 2.7% | $76,796 |
| 13 | Nebraska | NE | 96% | 2.6% | $189,243 |
| 14 | Montana | MT | 93% | 2.6% | $78,441 |
| 15 | North Carolina | NC | 89% | 2.5% | $844,209 |
| 16 | Massachusetts | MA | 87% | 2.4% | $778,523 |
| 17 | Georgia | GA | 85% | 2.4% | $881,508 |
| 18 | South Carolina | SC | 84% | 2.4% | $357,074 |
| 19 | Oklahoma | OK | 83% | 2.4% | $263,695 |
| 20 | Tennessee | TN | 83% | 2.3% | $561,201 |
| 21 | Virginia | VA | 81% | 2.3% | $761,734 |
| 22 | New Mexico | NM | 76% | 2.2% | $147,085 |
| 23 | Maryland | MD | 74% | 2.2% | $546,028 |
| 24 | New Hampshire | NH | 73% | 2.1% | $119,337 |
| 25 | Iowa | IA | 71% | 2.1% | $265,795 |
| 26 | Minnesota | MN | 68% | 2.0% | $507,688 |
| 27 | New York | NY | 65% | 2.0% | $2,322,139 |
| 28 | District of Columbia | DC | 65% | 1.9% | $184,298 |
| 29 | Arkansas | AR | 64% | 1.9% | $188,340 |
| 30 | Vermont | VT | 63% | 1.9% | $46,276 |
| 31 | Maine | ME | 62% | 1.9% | $99,174 |
| 32 | Kansas | KS | 61% | 1.9% | $230,522 |
| 33 | Wyoming | WY | 60% | 1.8% | $51,498 |
| 34 | Alabama | AL | 59% | 1.8% | $325,345 |
| 35 | Indiana | IN | 58% | 1.8% | $519,517 |
| 36 | Hawaii | HI | 56% | 1.7% | $117,627 |
| 37 | Wisconsin | WI | 53% | 1.6% | $453,299 |
| 38 | Delaware | DE | 51% | 1.6% | $110,972 |
| 39 | Pennsylvania | PA | 50% | 1.6% | $1,007,874 |
| 40 | New Jersey | NJ | 47% | 1.5% | $846,000 |
| 41 | Kentucky | KY | 44% | 1.4% | $295,375 |
| 42 | Missouri | MO | 42% | 1.4% | $448,714 |
| 43 | Illinois | IL | 41% | 1.3% | $1,148,106 |
| 44 | Rhode Island | RI | 40% | 1.3% | $80,381 |
| 45 | Ohio | OH | 39% | 1.3% | $923,141 |
| 46 | Alaska | AK | 39% | 1.3% | $71,567 |
| 47 | Mississippi | MS | 36% | 1.2% | $158,192 |
| 48 | Connecticut | CT | 35% | 1.2% | $356,835 |
| 49 | West Virginia | WV | 34% | 1.1% | $106,475 |
| 50 | Michigan | MI | 30% | 1.0% | $702,467 |
| 51 | Louisiana | LA | 23% | 0.8% | $329,173 |
| N/A | U.S. | USA | 81% | 2.3% | $29,298,013 |
New Mexico and Oklahoma also landed in the top 20. Cheap feedstock, rising exports of liquefied natural gas (LNG), and associated midstream build-out helped these states capture much of the value created by soaring U.S. energy production.
Tech & Tourism Hubs Sustain Rapid Expansion
Utah (+157%), Idaho (+144%), and Washington (+134%) show how a diversified tech sector can supercharge state-level GDP.
Microsoft’s cloud push, Idaho’s semiconductor fabs, and Utah’s “Silicon Slopes” collectively fostered high-wage job growth and attracted inbound migration.
Even the giant economies of California (+115%) and Florida (+113%) managed to outpace the national average rate of GDP growth by U.S. states. This shows how tech and professional-services clusters spill over into broader economic activity.
Rust Belt and Coastal Laggards
Manufacturing-heavy states in the Midwest and Appalachia largely underperformed. Michigan (+30%) and West Virginia (+34%) never fully recovered the industrial output lost after the early-2000s recession and the Great Financial Crisis.
Connecticut (+35%) and New Jersey (+47%) illustrate how high costs and slow demographic growth weighed on East Coast economies.
Louisiana, hit by multiple hurricanes and refinery shutdowns, posted the slowest gain at just 23%, one-quarter of the national pace.
Learn More on the Voronoi App 
If you enjoyed today’s post, check out The World’s Largest Economies, Including U.S. States on Voronoi, the new app from Visual Capitalist.
Maps
Mapped: Median Rent Price by U.S. State
Explore how median rent by state varies across the U.S. in 2024, with coastal and mountain states far above the national median.
Published
2 days agoon
November 3, 2025
Mapped: Median Rent Price by U.S. State
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
- Coastal states have the highest median rents with California leading at $2,104, followed by Hawaii ($1,942) and Massachusetts ($1,848). The District of Columbia ranks third among the states at $1,931.
- While coastal states tend to have the highest rents, Colorado ($1,822) and Nevada ($1,709) are among the few landlocked states far above the national median of $1,487.
Across the United States, median rent varies by more than $1,000 between the highest and lowest states.
This map compares the median gross rent (including utilities) in each state in 2024 using data from the Census Bureau’s American Community Survey 2024 1-Year Estimates, providing a snapshot of rental affordability nationwide.
U.S. States with the Highest Rent
The Census Bureau data shows that California has the highest median rent at $2,104, edging out Hawaii ($1,942) and Massachusetts ($1,848).
The District of Columbia—while not a state—ranks third overall at $1,931, reflecting its dense urban housing market and limited supply.
The data table below shows the median rent by state in 2024, along with the District of Columbia and the U.S. national median:
| Rank | State | Median gross rent in 2024 (includes utilities) |
|---|---|---|
| 1 | California | $2,104 |
| 2 | Hawaii | $1,942 |
| 3 | District of Columbia | $1,931 |
| 4 | Massachusetts | $1,848 |
| 5 | Washington | $1,824 |
| 6 | Colorado | $1,822 |
| 7 | Florida | $1,812 |
| 8 | New Jersey | $1,800 |
| 9 | Maryland | $1,721 |
| 10 | Nevada | $1,709 |
| 11 | Arizona | $1,672 |
| 12 | Virginia | $1,646 |
| 13 | New York | $1,634 |
| 14 | Oregon | $1,597 |
| 15 | Utah | $1,593 |
| 16 | New Hampshire | $1,558 |
| 17 | Connecticut | $1,550 |
| 18 | Delaware | $1,530 |
| 19 | Georgia | $1,506 |
| 20 | Texas | $1,475 |
| 21 | Alaska | $1,444 |
| 22 | Rhode Island | $1,418 |
| 23 | Idaho | $1,384 |
| 24 | North Carolina | $1,338 |
| 25 | Illinois | $1,322 |
| 26 | Vermont | $1,319 |
| 27 | Minnesota | $1,291 |
| 28 | Tennessee | $1,284 |
| 29 | South Carolina | $1,272 |
| 30 | Pennsylvania | $1,252 |
| 31 | Maine | $1,210 |
| 32 | Montana | $1,177 |
| 33 | Michigan | $1,168 |
| 34 | Wisconsin | $1,142 |
| 35 | New Mexico | $1,117 |
| 36 | Indiana | $1,104 |
| 37 | Nebraska | $1,102 |
| 38 | Ohio | $1,090 |
| 39 | Kansas | $1,079 |
| 40 | Alabama | $1,077 |
| 41 | Missouri | $1,067 |
| 42 | Louisiana | $1,064 |
| 43 | Oklahoma | $1,044 |
| 44 | South Dakota | $999 |
| 45 | Kentucky | $998 |
| 46 | Wyoming | $998 |
| 47 | Mississippi | $990 |
| 48 | Arkansas | $982 |
| 49 | Iowa | $981 |
| 50 | North Dakota | $980 |
| 51 | West Virginia | $883 |
| -- | U.S. Median Rent | $1,487 |
Other high-rent states include Washington ($1,824) and Colorado ($1,822), underscoring how tech hubs and lifestyle destinations command premium rents.
Rents remain particularly elevated across the West Coast and the Northeast Corridor as states like New Jersey ($1,794), New York ($1,771), and Oregon ($1,765) continue to face upward price pressure due to limited housing inventory and strong demand near metropolitan centers.
States With the Lowest Median Rent
The lowest median rents are found in West Virginia ($883), followed by North Dakota ($980) and Iowa ($981).
Even when including utilities, median rent in these states is $500 below the national median of $1,487, underscoring their housing cost advantage.
Many Midwestern states, including Wyoming ($998) and South Dakota ($999), also maintain some of the lowest rents in the nation, less than half of California’s.
However, lower rents often correspond with slower wage growth and fewer high-paying job opportunities, balancing the affordability equation.
Learn More on the Voronoi App 
To learn more about the state of U.S. housing affordability, check out this graphic which shows the average mortgage rate by state.
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