Author: Chris Thawley Page 1 of 3

NSF Postdoctoral Fellow at University of Rhode Island; evolutionary ecologist, herper, lizard lasso-er, cookie monster, discslinger

SICB 2020: Brown and Green Anoles Have Similar Activity Levels Across Temperatures

Brown anoles (Anolis sagrei) are found in many urban habitats.

Invasive species are a common ecological issue worldwide. In certain situations, they can prey on, outcompete, or otherwise disrupt the ecology of native species, potentially leading to population declines or extirpation.

The brown anole (Anolis sagrei) is native to Cuba and surrounding Caribbean islands, but has been repeatedly introduced to mainland North America via Florida over the past ≈100 years. Brown anoles have continued to spread and now occupy most of Florida, along with areas of the Gulf Coast. These anoles are particularly adept at exploiting urban habitats, such as Houston and New Orleans, where they may attain higher body size and compete with the native green anole (Anolis carolinensis). Brown anoles can outcompete green anoles in habitats such as the ground or lower levels of vegetation, where they can use their larger, more muscular bodies to chase off the native anoles or even prey on young green anoles. While green anole populations are likely not extirpated by brown anoles, they shift their locations higher into vegetation, to avoid competition with brown anoles.

The ability of these species to maximize their activity at different temperatures may play a role in determining the outcomes of interactions between brown and green anoles. While green anoles are present throughout the southeastern US and can tolerate colder temperatures, brown anoles may be ancestrally adapted to higher, more tropical temperatures. Lucy Ryan, a masters student in the Gunderson Lab at Tulane University decided to investigate this possibility by monitoring the activity levels of each species at a variety of different temperatures. The research team hypothesized that, based on their thermal preferences, brown anoles would have higher activity levels than green anoles at both higher temperatures and over a wider range of temperatures. Lucy conducted focal observations of anoles to quantify activities such as feeding, displaying, and moving. They measured the temperature of each anole’s microhabitat with a copper model containing a thermocouple.

Over an 18° C range of temperatures, Ryan found that there was no difference in the activity levels of the two species. These results, while surprising, suggest that effects of temperature on activity are not driving the competitive advantage of brown anoles over green anoles. In fact, since both species’ activity rates peak at similar intermediate temperatures, this situation may increase competition between brown and green anoles. Ryan plans to continue this work through the winter and spring to determine whether there are any species differences over an entire year of activity which may impact this system. Stay tuned and follow them on Twitter!

Green anole activity rate, including dewlap displaying, shows a peak at intermediate temperatures.

SICB 2020: Green Anoles Have Higher Heat Hardening Capacity Than Brown Anoles

Ectotherms rely on interactions with surrounding thermal environments to regulate their body temperature. If their body temperatures get too low or too high, ectotherms may be unable to move effectively or escape dangerous temperatures, potentially leading to death. One plastic physiological response which may help ectotherms avoid the effects of dangerously high body temperatures is heat hardening. Heat hardening is a type of physiological flexibility that entails an organism increasing its heat tolerance after a previous exposure to high temperatures. In areas with high temperatures, differences between ectotherms in their abilities to effectively conduct heat hardening could affect competition between them.

A green anole (Anolis carolinensis) basks at an elevated perch.

Sean Deery, a masters student in the Gunderson lab at Tulane University, chose to investigate heat hardening capacity in two species of anoles, the native green anole (Anolis carolinensis) and the invasive brown anole (Anolis sagrei), both of which are present in New Orleans. As brown anoles have expanded throughout the area, they have displaced green anoles, forcing them higher into vegetation, a pattern repeated in other areas of the southeastern U.S. 

Brown anoles are particularly adept at exploiting urban habitats, where temperatures may be considerably higher than surrounding natural areas due to the urban heat island effect. Sean wondered whether the competitive advantage of brown anoles over green anoles might be based in part on a superior heat hardening capacity, which could support their dominance in urban areas.

(a) A male green anole and (b) and a displaying male brown anole in Florida.

To quantify heat hardening in this system, Sean captured green and brown anoles and first measured their upper critical thermal maximum (CTMax) by steadily ramping up their body temperatures until the lizards lost coordination. CTMax represents a temperature that could prove lethal to a lizard as it would be unable to escape these hot conditions. After allowing lizards to recover, Sean measured their CTMax again after periods of 2, 4, and 24 hours. Heat hardening was calculated as the difference between the initial CTMax and the subsequent measurement after exposure to those initial high temperatures. 

Sean’s results were surprising: He found that brown anoles showed no evidence of heat hardening at any time after an initial measurement of CTMax. In fact, brown anoles showed a reduction in CTMax, suggesting that the initial testing may have stressed them and reduced their ability to cope physiologically with higher temperatures. Green anoles on the other hand showed a moderate heat hardening response, with significant increases in CTMax just 2 hours after exposure to high temperatures. Sean’s results also suggest that individual lizards with lower initial CTMax values showed greater heat hardening. 

For now, it appears that heat hardening is not a factor driving invasions of brown anoles in the southeastern U.S., but the differences between these two species are intriguing. Sean hopes to expand on this work by investigating molecular mechanisms that may support or inhibit heat hardening, such as expression of heat shock proteins.

Evolution 2019: Can Archival DNA Illuminate A. roosevelti’s Evolutionary History?

Resolving how extinct species are related to extant ones is often a challenge, as we may not possess the right information, especially genetic data, needed to understand how these species evolved from others. Recently, scientists have increasingly employed archival DNA, or DNA taken from preserved specimens such as those in natural history collections, to understand the evolution of extinct species, including the quagga and thylacine among others.

Thylacines (Thylacinus cynocephalus) in the National Zoo, Washington D.C. (Smithsonian Institute).

Fortunately, to our best knowledge, only one species of anole is suspected to have become extinct in historical times, Anolis roosevelti, the presumed crown giant anole of the eastern Puerto Rico Bank, where it was found on Vieques, Culebra, St. John, and Tortola. Something of a holy grail for anolologists, many researchers have done their best Indiana Jones and taken a crack at finding living A. roosevelti, including some truly heroic fieldwork.

Puerto Rico and the Virgin Islands, with the known distribution of Anolis
roosevelti (stars). From west to east: Vieques, Culebra, St. John, and Tortola. From Mayer and Gamble 2019.

Despite these efforts, no live individuals have been found. Only six specimens of A. roosevelti are known to exist and thus are precious records of this presumably lost species. Previous work has used quantitative characters to attempt to resolve the placement of A. roosevelti in the anole phylogeny, but genetic data is the gold standard for describing evolutionary relationships. Could archival DNA from these specimens, preserved at museums across the world, resolve how A. roosevelti is related to extant species?

MCZ 36138, the holotype of Anolis roosevelti. Laszlo Meszoly, del. From Mayer and Gamble 2019.

Greg Mayer at University of Wisconsin-Parkside and Tony Gamble at Marquette University have embarked on their own quest to answer this question. First, Greg tracked down all six known specimens of A. roosevelti. He determined that they have all been preserved in ethanol, rather than formalin, indicating a reasonable chance of obtaining DNA from these individuals. Because the roosevelti specimens are so precious, Greg and Tony worked to generate a proof of concept for the use of archival DNA sequencing on them. They extracted DNA from specimens of the common crested anole (Anolis cristatellus) preserved using the same methods by the same collectors and at the same times and general locations.

One of the six extant specimens of A. roosevelti (ZMUK 37642, Vieques, A.H. Riise; photo by Mogens Andersen).

They were able to successfully extract and sequence at least partial mitogenomes from 5 of 8 historical samples, including some preserved as far back as 1861! The sequences from these archival specimens clustered with those collected contemporaneously from similar localities. These results indicate that the sequencing of archival DNA provides quality data and that similar procedures are likely to be effective in A. roosevelti specimens.

Greg and Tony’s next step is to obtain tissue from these important specimens, sequence their mitogenomes, and add to our knowledge of this presumably extinct species. Stay tuned for their findings!

For more info, check out the article in Anolis Newsletter VII:

Mayer, G. C. and T. Gamble. 2019. Using archival DNA to elucidate anole phylogeny. Anolis Newsletter VII, p. 158-168. Eds. Stroud, J.T., Geneva, A.J., Losos, J.B. Washington University, St. Louis MO.

Evolution 2019: How Should We Predict the Impacts of Climate Change on Anoles?

Climate change on earth is accelerating. These changes will have important impacts on all species, but some types of organisms are predicted to be affected more strongly than others. One such group is ectotherms which use the temperatures available in surrounding habitats to regulate their body temperatures. Another such group is mountaintop endemics. These species are restricted to one or several mountain peaks by climate and/or competition with other organisms. As such, they cannot easily disperse to other areas if climate makes their current habitat unsuitable!

Mountaintop endemic species may be particularly vulnerable to climate change (Chand Alli, CC BY SA).

Predicting how climate change will impact ectotherms and montane endemics has become a proverbial “hot topic” in recent ecological work, with studies focusing on lizards, salamanders, plants, and insects among other taxa.

Hispaniola contains several high elevation areas home to mountaintop endemic species, including anoles (NASA).

Many studies use correlative modeling approaches (often termed ecological niche models [ENMs] or species distribution models [SDMs]) to assess a species’ current distribution and predict its future distribution by projecting it into simulated future climate scenarios. This approach has some advantages including ease of implementation across many species. However, it has at least two potential drawbacks: the environmental data used in building such models are often measured at a fairly coarse scale that does not represent how many organisms use their environments, and the models do not explicitly include biological processes such as physiology and behavior.

Anolis armouri in a montane rock meadow (Reptile Database).

Vincent Farallo, a post doc at Virginia Tech, and his advisor, Martha Muñoz (both moving to Yale in a few weeks!), investigated whether incorporating physiology and behavior into  modelling might affect predictions of climate change impacts on two mountaintop endemic anoles of Hispaniola, Anolis armouri and Anolis shrevei. Correlative SDMs (via BioMod2) predicted both species would lose much or all of their suitable habitat under climate change, perhaps leading to extinction. However, when Vincent constructed mechanistic niche models (via NicheMapR) that included knowledge about the thermal physiology and habitat use behavior of these species to predict activity time, they showed that habitat would increase in suitability under climate change, the opposite result! Interestingly, these models also predicted increased suitability for a widespread anole, A. cybotes. This result suggests that while climatic changes may not be a direct threat to these mountaintop anoles, increased competition with another anole, an indirect impact of climate change, may be.

Activity time of Anolis shrevei is predicted to increase across its range in Hispaniola with climate change (Farallo and Munoz).

As a whole, Vincent and Martha’s work shows that incorporating more mechanistic knowledge into models, including physiology and behavior, may be critical to predicting the impacts of climate change on organisms and making sound conservation decisions.

Living Large in the City: Impacts of Urbanization on Anoles

Brown anoles (A. sagrei) thrive in urban environments.

More and more research is highlighting how living in cities impacts the organisms that exploit urban habitats. Some research in anoles even highlights how organism may be adapting via evolution to these novel urban habitats!

However, we still don’t know much about how urbanization impacts reptiles, and anoles are a great group in which to study these effects. A large team from the Kolbe lab at the University of Rhode Island set out to tackle the question of how living in cities can impact anoles by studying populations of both brown (A. sagrei) and crested anoles (A. cristatellus) in urbanized areas in Miami and remaining natural areas within the urban matrix. The team included two undergraduates at URI, Amanda Merritt and Haley Moniz (currently a MS student in Chris Feldman’s lab at UNR ) who were key contributors to the project.
We caught lizards at 7 different sites in the Miami area and measured their morphology, thermal preferences, and parasite loads. This research was recently published in the Journal of Urban Ecology.

We found that for all groups of anoles studied (male and female brown anoles, and male crested anoles), lizards living in the urbanized habitats were larger (see figure below), but showed no differences in body condition, or how much body mass they had per unit length. Larger body size can be associated with increased fitness in anoles, so the larger size of urban lizards could represent an advantage for anoles living in cities.

Lizards from urban (blue) habitats were larger than those from natural (green) habitats.

Despite cities being known to have higher temperatures (the urban heat island effect), including at our study sites, we found no differences in the temperatures that lizards from urban and natural sites preferred. Our preferred temp values were in line with those found for native range populations of these species, which suggests that we are not seeing adaptation of preferred body temperature to the warmer conditions in very urban parts of Miami. This means that lizards living in cities could end up having higher body temperatures than they would prefer, a potential cost to using urban environments, though see Andrew Battles’ recent paper for a more detailed look at this issue!

Lastly, we examined the presence of parasites in the body cavities of these lizards. Most of the parasites that we found were nematodes in the digestive tract, though we also found some pentastomids, crazy crustacean parasites, in the lungs of crested anoles! We found no difference in the presence of parasites in lizards from urban or natural sites, although brown anoles did consistently have parasites more often than crested anoles. When we looked at parasite infection intensity, or the number of parasites in lizards that had them, we did see that brown anoles in urban habitats had significantly higher parasite loads than those in natural habitats. This result indicates that increased parasitism could be a cost of living in cities for anoles, though it may vary from species to species.

Crested anoles from both urban (blue) and natural (green) habitats have similar levels of infection intensity (number of parasites) to brown anoles in natural habitats, but brown anoles in urban habitats show significantly higher levels of infection intensity.

Overall, our work suggests that there may be advantages (larger body size) and costs (non-optimal body temperatures, higher parasite loads) for anoles living in cities, and that these may vary even between species that are quite similar ecologically. Anoles are an emerging study system in urban ecology, so stay tuned for what should be a fascinating variety of papers on city-loving anoles in the near future!

Christopher J Thawley, Haley A Moniz, Amanda J Merritt, Andrew C Battles, Sozos N Michaelides, Jason J Kolbe; Urbanization affects body size and parasitism but not thermal preferences in Anolis lizards, Journal of Urban Ecology, Volume 5, Issue 1, 1 January 2019, juy031, https://doi.org/10.1093/jue/juy031

SICB 2019: Does a Tropical Anole Evolve When Colonizing a Novel Habitat?

Anolis apletophallus from Panama, a well-studied species from the Panama mainland.

Over the past 15 to 20 years, the study of evolution has undergone something of a paradigm shift. Whereas scientists used to believe that evolution in most animals was a slow process, only observable over longer timescales, we now know that evolution is fast. Meaningful change can occur in many types of traits, including morphology and physiology, in just a handful of generations of a given organism. With this shift in our understanding, many biologists have begun conducting experiments which attempt to observe evolutionary processes in action, and shed light on how evolutionary mechanisms play out in the real world.

Dan Nicholson, a student in Rob Knell’s lab at Queen Mary University of London, worked with Mike Logan and a team of researchers to do just this in a tropical anole, Anolis apletophallus. Dan and his colleagues caught over 400 individual anoles from the mainland and introduced them to a novel environment: four small, anole-free islands formed when the Panama Canal was created. Two of these islands were similar to mainland habitats, while two had wider types of vegetation. Prior to placement on these islands, Dan measured a suite of characters of these individuals, including perch height, size, leg length, head, and toe morphology, enabling him to observe any changes in the distribution of these traits over time.

After leaving the anoles on their new tropical island homes for a year, Dan returned to recapture the survivors and measure both them and their offspring. By comparing the traits of the surviving lizards and their young with those of the population founders, Dan could observe changes in traits as well as measure natural selection on them. At SICB 2019, Dan reported that he found that anoles on islands with wider vegetation did indeed use these broader perches and that anoles also perched closer to the ground. Correspondingly, he found that toe pad size decreased and that hindlimb lengths were longer on some islands, potentially allowing lizards to better exploit lower, broader perches. 

Anoles on all islands also showed a reduction in head depth. The reason is unclear, but Dan is looking into whether differences in competition or the prey community are potentially driving this pattern. Finally, measuring selection was very difficult and analyses proved problematic, though in some cases selection estimates do seem to match with observed changes in morphological characters. Dan and his team are hoping that adding data from another generation of anoles will clarify these effects, so stay tuned!

Keep track of the latest from Dan on Twitter: @DanJNicholson

Natural Selection on Morphology in a Tropical Lizard After a Rapid Shift in Habitat Structure NICHOLSON, DJ*; LOGAN, ML; COX, C; CHUNG, A; DEGON, Z; DUBOIS, M; NEEL, L; CURLIS, JD; MCMILLAN, WO; GARNER, T; KNELL, RJ; Queen Mary University London

SICB 2019: The Life and Death of an Extralimital Population of Invasive Brown Anoles

Brown anoles are invasive throughout the southeastern United States and are often transported via the nursery trade.

As invasive species expand across landscapes, they may engage in new interactions including with native competitors and prey as well as encountering novel environmental conditions such as different temperatures or patterns of rainfall. It is often difficult to observe the process of how invasive species which are dispersing across landscapes are affected by these novel conditions, because it may be difficult to find edge populations of invaders, and those extralimital populations which do not survive may have disappeared before scientists can observe them.

In southern Florida, many anole species have been introduced and are expanding their ranges, perhaps none more prolifically so than the brown anole (Anolis sagrei). In the past 75 years or so, brown anoles have occupied all of peninsular Florida, the eastern seaboard of Georgia, and Gulf Coast habitats through Louisiana. Many of these expansions are thought to occur via hitchhikers on cars or via the nursery trade, in which potted plants with adults or eggs are transported to new areas. These introductions may fail for many reasons (e.g., inhospitable environments, low numbers of colonizers, intentional extirpation by humans), but these processes of dispersal, establishment, and extirpation are difficult to study. Dan Warner, a professor at Auburn University, took advantage of a known extralimital population of brown anoles in a greenhouse in central Alabama to study the survival of a population created through this type of dispersal.

This population of anoles existed well north of its continuous invasive range in the United States and was exposed to much colder winter conditions than other studied populations.  It was present at the greenhouse from at least 2006, and so survived for at least 10 generations, long enough for adaptation to these novel thermal conditions to potentially occur. Working with a team of undergraduates, graduate students, and post-docs, Dan assessed the thermal conditions in the greenhouse environment, conducted mark-recapture studies of the population, and measured thermal tolerances of lizards.

Dr. Amélie Fargevieille and Jenna Pruett representing the Warner Lab at SICB 2019.

At SICB 2019, Dr. Amélie Fargevieille and Jenna Pruett presented results from the study, showing that the greenhouse population included all life stages of lizards and reached a total size of >1000 individuals. While one might expect that these northern lizards would have altered critical thermal limits, the Warner lab showed that both the upper and lower thermal limits of these lizards (the temperatures at which their movements became uncoordinated), were the same as those found in lizards from warmer, southern populations. These results indicate that existence in a colder northern climate for >10 years did not lead to adaptive changes in thermal limits, perhaps due to the population occupying a thermally-buffered habitat, i.e., the greenhouse.

While hurricanes have facilitated several fascinating studies of anole adaptation (e.g., Schoener et al., 2017, Donihue et al., 2018), they may also take these opportunities away. In the case of this population, Hurricane Irma blew off the greenhouse roof in 2017 (which remained unrepaired), exposing this population to the rigors of a central Alabama winter. Multiple surveys in 2018 confirmed that there were no survivors of this previously robust population. Dataloggers confirmed that, even in the most sheltered microhabitats that remained, temperatures dropped below the critical thermal minima of brown anoles, presumably extirpating the entire population.

Recent Extinction of a Viable Tropical Lizard Population from a Temperate Area WARNER, DA*; HALL, JM; HULBERT, A; TIATRAGUL, S; PRUETT, J; MITCHELL, TS; Auburn University.

SICB 2019: Do Bark Anoles Show Behavioral Syndromes?

Daisy Horr, an undergraduate researcher at Trinity University, discusses how bark anole behavior varies across several different social contexts.

Animals often use diverse behavioral repertoires to adjust to new, unexpected, or changing conditions very quickly. While it may seem like individuals could always use the best behavior for any given situation, we know that instead behaviors are often related within an individual. In other words, an individual’s behaviors are not always independent and may represent an underlying “behavioral syndrome” or correlated set of behavioral responses to related environmental conditions. These behavioral syndromes are also sometimes called “personalities” (though application of this word to animals can be a bit controversial!). So, for instance, an individual that has a “bold” behavioral syndrome might take little time to explore a new habitat or consume a novel food item more quickly, but also be more likely to stay active in the presence of a predator rather than hiding (the safer option!).

While anoles have been the focus of much behavioral research, we still lack an  understanding of the diverse behavioral phenotypes, including behavioral syndromes, which are displayed by a variety of anole species. The bark anole, Anolis distichus, is native to Hispaniola but also found in southern Florida where it has been introduced. While small, bark anoles can be quite feisty, and are known for their dramatic display behavior in the presence of male and female conspecifics.

Male bark anoles demonstrate pushup displays prior to engaging in combat.

Taking advantage of the bark anole’s willingness to put on a show, Daisy Horr, an undergraduate student and McNair Scholar in Michele Johnson’s lab at Trinity University, led a group of fellow researchers in assessing whether these anoles show behavioral syndromes. To do this, Daisy and her collaborators measured the degree to which male bark anole behaviors were repeatable across three different contexts: trials with another male present, trials with a female present, and solo trials in which no other anoles were present. They measured variables quantifying movement as well as display behaviors such as pushups and dewlap extensions during these trials. The team also wanted to see whether the measured behavioral traits were linked to morphological and physiological variables.

Daisy and colleagues found no support for the idea that behavior was linked to morphology, including size of the body, head, and dewlap, and mass of the whole body, the liver, and fat pads (structures holding fat as energy reserves), or the hematocrit of the lizards, a metric quantifying how many red cells are present in the blood. Bark anoles did show some level of behavioral consistency, however. Movement behaviors were quite repeatable even between trials with and without conspecifics. Display behaviors, however, including pushups and displays, were repeatable within, but not across contexts. This work suggests that bark anoles have consistent behavioral syndromes in some contexts. Looking forward, research into behavioral syndromes in anoles could offer insights into how behavior may vary with habitat use, ability to invade novel environments, or selection on behavior itself!

Out of Puerto Rico?: A Puerto Rican Anole Hatchling in Need of an ID

The nursery trade is a known vector for many invasive species including anoles. Anoles have quite the affinity for laying eggs in the moist soil of potted plants, which may then be transported to various locations. Indeed, the nursery trade is the suspected vector for introductions to Hawaii and California of A. carolinensis and A. sagrei and likely accelerated their spread within those states. In fact, citizen scientists on iNaturalist document a reasonable number of brown anoles well outside their normal range. These observations have a distribution that suspiciously coincides with locations of Home Depots and Lowes. However, while the nursery trade is a suspected vector for other species of anoles, verified instances of long-distance transport via the trade are fewer and farther between.

An (as yet) unidentified anole hatchling transported from Puerto Rico to Virginia. From user kimjy3 on iNaturalist.org

One recent observation on iNaturalist documented a hatchling anole that popped out of a potted plant shipped from Puerto Rico as the user unwrapped it…in Alexandria, Virginia. Can anyone on Anole Annals having experience with Puerto Rican anoles and their hatchlings help ID this little one? The user reports that the anole does not have blue eyes; instead they are brown or black.

Feel free to add IDs/comments on the iNaturalist observation as well!

JMIH 2018: Brown Anoles Have Broader Diets Where They Co-occur with Other Anoles

A brown anole (Anolis sagrei) surveys its domain.

Trophic ecology deals with questions about the ways in which organisms acquire energy and how that process interacts with the communities and ecosystems surrounding them. Anole-focused research has played a strong role in our understanding of trophic ecology and ideas abut how communities come together and evolve, particularly in papers by Schoener, Roughgarden, and Lister. However, many trophic ecology studies have focused on specific communities or locations and haven’t dealt with how the ecology of one focal species varies across space and as a function of the presence of other close competitors.

Sean Giery, a post-doc at the University of Connecticut, in collaboration with James Stroud, a post-doc at Washington University in St. Louis, worked to address this gap in our knowledge by studying how the trophic ecology of the brown anole, Anolis sagrei, varies across its range. Brown anoles are voracious predators of insects, known to chow down on a diverse range of arthropods, including some of surprising size. Since the brown anole is also a prodigious invader, it occupies habitats with a variety of potential competitors, including locations with few competitors. Sean and James leveraged this situation to their advantage by compiling stomach content data from previously published papers (including a follow-up on Lister’s paper above). They also added their own sampling, including in Southern Florida, the Bahamas, and Hawaii…tough work! Sean and James then used the articles themselves, field guides, and citizen science sources like iNaturalist to determine the presence of other species which might compete with the brown anole, including other anoles and diurnal, insectivorous lizards.

Sean and James assembled an impressive database of the diet of A. sagrei.

They found that as community richness increases, the dietary niche of A. sagrei actually becomes broader, the opposite of the direction predicted by theories of ecological release. Additionally, average niche overlap between individual anoles declines as community richness increases. When only brown anoles are present in a community, individuals are highly similar in the types and proportions of what they eat, another finding which runs counter to models of how niche breadth should vary when a species is released from interspecific competition. Sean concluded his talk by suggesting that interference competition may be more important than generally recognized and soliciting suggestions for ways to continue looking at this impressive dataset. We’ll look forward to reading the paper!

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