Findings · Biodiversity science

Are we still discovering
species at Saladita?

On record so far: 952 insect species in 3,586 records within 25 km, 497 plant species in 2,057 records, 275 fungal taxa in 991 records, 213 fish species within 50 km and 302 bird species in 32,389 records. How many remain undocumented cannot be estimated from these files yet. Sea turtles: near-complete against a small regional pool.

La Saladita · 17.8375°N, 101.7606°W · Guerrero, Mexico · Data: GBIF / iNaturalist 2000–2025

Species accumulation curves (Chao1 + jackknife) applied to GBIF/iNaturalist records, 2000–2025. Saturation ratio = observed ÷ Chao1 estimate. Saturation cannot be estimated from these files yet. The singleton and doubleton counts the estimator needs were assumed as fixed shares of species rather than counted, and with those shares any species total returns about the same percentage. Sea turtles and whales are compared with small regional pools from the literature instead.

How we measured this

The saturation method

Method

Chao1 (Chao 1984): Sobs + f₁(f₁−1)/2(f₂+1). First-order jackknife as cross-check. Saturation = Sobs ÷ Chao1. GBIF/iNaturalist 25–100 km study area, 2000–2025. All estimators assume equal detectability — violated here: charismatic species are over-represented. In this analysis f₁ and f₂ were not counted from the records: they were set as fixed shares of the species total (insects 55% and 20%, fungi 60% and 18%, plants 40% and 18%), so the Chao1 and saturation figures reflect those assumptions, not the data, and are not reported.

Saturation ranking

What is on record, group by group

Taxon Observed Chao1 estimate Saturation % undocumented
Fish
213 species in 2,197 iNaturalist records within 50 km
2,197 obs / 213 spp Not estimable yet
Not estimable yet
Mushrooms 991 obs / 275 taxa Not estimable yet
Not estimable yet
Insects 3,586 obs / 952 spp Not estimable yet
Not estimable yet
Reptiles
29 species within 50 km; 54 on iNaturalist within 25 km
29 spp (50 km) Not estimable yet
Not estimable yet
Plants 2,057 obs / 497 spp Not estimable yet
Not estimable yet
Birds
302 species in 32,389 records (September 2026)
32,389 obs / 302 spp Not estimable yet
Not estimable yet
Whales & dolphins 889 obs / 4 spp (GBIF) ~8 spp regional pool
~37% (vs regional pool)
Sea turtles 256 obs / 4 spp 5 spp (Eastern Pacific)
~20% (1 species possible gap)
Per-taxon analysis

The detail behind each group

Insects
Insects (Insecta)
Records (25 km)3,586
Species documented952
Chao1 estimateNot estimable yet
Jackknife estimateNot estimable yet
Saturation — documented fraction
Not estimable from these files yet
Rarefaction curve (Coleman expected species)

With 3,586 records and 952 documented species within 25 km, insects are the most species-rich group on record; how many species remain unseen cannot be estimated from these files yet. The rarefaction curve is still climbing steeply: each new observation has a real chance of being a species not yet on record. Beetles and parasitic wasps are the most under-represented insect groups in citizen-science databases — both orders are enormously speciose and rarely photographed.

Caveats: singleton/doubleton counts were assumed, not counted, so no Chao1 figure is reported. Butterflies (Lepidoptera) and dragonflies (Odonata) are over-represented by upload bias; beetles (Coleoptera) are substantially undercounted. Chao1 is a lower bound on true richness here.
Fungi
Mushrooms & Fungi
Records (50 km)991
Taxa documented275
Chao1 estimateNot estimable yet
Jackknife estimateNot estimable yet
Saturation — documented fraction
Not estimable from these files yet
Rarefaction curve — curve still rising steeply

Fungi have 991 records and 275 taxa within 50 km. No Chao1 figure can be estimated from these files yet; the true number for a tropical dry-forest habitat like this likely exceeds 2,000 species. Post-rainy-season fruiting (August–October) is when mushrooms are most abundant and currently least observed.

Caveats: Chao1 is unreliable with 991 total records. Singleton and doubleton counts estimated from distributional assumptions. Rainy-season bias inflates the proportion of species seen only once outside the main fruiting window.
Plants
Plants (Plantae)
Records (25 km)2,057
Species documented497
Chao1 estimateNot estimable yet
Jackknife estimateNot estimable yet
Saturation — documented fraction
Not estimable from these files yet
Rarefaction curve — beginning to bend toward plateau

Plants: 497 species in 2,057 records within about 25 km. How much of the Guerrero dry-forest and mangrove-edge flora remains undocumented cannot be estimated from these files yet. Note that the dataset blends marine algae (dominant in June and November records) with terrestrial plants — the two have very different detectability profiles. Rainy-season ephemerals and orchids are highest-payoff targets.

Caveats: dataset blends marine macroalgae + terrestrial plants. Rainy-season ephemerals and orchids are systematically under-represented. Guerrero Pacific coast flora estimated at 3,000+ species regionally.
Reptiles
Reptiles
Species within 50 km29
iNaturalist species within 25 km54
Boa sigma records20
Chao1 estimateNot estimable yet
Saturation — documented fraction
Not estimable from these files yet
Reptiles: 29 species on record within 50 km, including boas (Boa sigma, 20 records), Phyllodactylus geckos and several snakes; 54 reptile species on iNaturalist within 25 km. Most records are of the large, conspicuous species — American crocodile, green iguana and black spiny-tailed iguana — so snakes, skinks and geckos are still thinly recorded.
Note: singleton and doubleton counts have not been computed for reptiles, so no Chao1 figure is reported. Snake records are known to be undercounted in both databases.
Near-complete · Sea turtles
Sea Turtles
Records256
Species documented4
E. Pacific pool5 spp
Chao1 estimate4 spp
Saturation vs Eastern Pacific pool
4 of 5 Eastern Pacific species documented · ~20% gap
Sea turtles are close to fully documented. Four of the five Eastern Pacific species are confirmed: Olive Ridley (*Lepidochelys olivacea*, 146 records), East Pacific Green (*Chelonia mydas*, 95 records), Hawksbill (*Eretmochelys imbricata*, 10 records), and Leatherback (*Dermochelys coriacea*, 5 records). The only realistic gap is the loggerhead (*Caretta caretta*) — an occasional stray on this coast, not a resident. The apparent near-saturation reflects a genuinely small global species pool, not comprehensive survey effort. Future value lies in nesting documentation, population monitoring, and careful ID of Hawksbill vs Green confusion records.
Note: Loggerhead occasional stray on Mexican Pacific coast — highest-priority gap. GBIF records do not distinguish nesting from at-sea encounters. Leatherback and Hawksbill records are sparse (n=5 and n=10); treat as presence indicators only.
Moderate gap · Cetaceans
Whales & Dolphins
Records (GBIF)889
Species documented4 + 1 lit.
Regional pool~8 spp
Humpback share94% of records
Saturation vs regional pool (~8 spp)
~62% of regional pool documented · ~38% gap
Cetacean records are dominated by Humpback whale (838 of 889 records). Four species have GBIF records. Bryde’s whale has none in the whale layer’s ~150 km corridor (2000–2025); the literature documents it in the eastern tropical Pacific. Spinner dolphin, Blue whale, and Orca are plausible additions to the documented list. The GBIF saturation picture is misleading here: year-round resident dolphins (Bottlenose, Common) have 8–9 records each despite likely continuous presence, while Humpback has 838 records from a 4-month window.
Note: Humpback dominance (94% of records) makes Chao1 uninformative — it collapses to Sobs. Regional pool comparison (~8 expected inshore species) is more honest. Spinner dolphin is the highest-payoff gap: likely present year-round but not yet recorded in the study area.
Birds
Birds (Aves)
Records (GBIF, ~25 km)32,389
Species documented302
Expected regional spp450–500
Saturation ratioNot estimable yet

Birds: 302 species in 32,389 records (September 2026), from GBIF class Aves (taxonKey=212) in a box of about 25 km around La Saladita. From regional eBird data, the Guerrero Pacific coast hosts 450–500 bird species. Shorebird and wader diversity in the lagoon estuary is thinly documented in GBIF, and migratory species (Oct–Mar) are likely under-counted.

Note: singleton and doubleton counts have not been computed for birds, so no Chao1 figure is reported.
Fish
Fish (Actinopterygii)
iNaturalist records (50 km)2,197
Species documented213
FishBase expected400–600 spp
Saturation ratioNot estimable yet

Fish: 213 species in 2,197 iNaturalist records within 50 km; 90 of those species within 25 km. Nearly all come from snorkelers and reef photographers, so headland reef fish dominate and lagoon and open-coast fish are thinly recorded. GBIF returned no fish records for this box. The Guerrero coast sits within the Eastern Pacific Tropical biogeographic province; FishBase and WoRMS list 400–600 nearshore and reef species for this province. See the fish guide.

Recommendation: A FishBase + WoRMS-driven reference species list for the Eastern Pacific Tropical province would establish what should be present. Citizen-science upload of fish photos (snorkeling, fishing) is the fastest path to a fuller local record.
Where to focus

Citizen science priority ranking

Sources

GBIF API v1 + iNaturalist, 2000–2025, 25–100 km radius. Scripts: scripts/build_*_climatology.py → scripts/analyze_species_accumulation.py → functions/api/_findings_biodiversity_saturation.js. Rarefaction: Coleman (1981). Birds: _bird_climatology.js (GBIF, September 2026). Fish: _fish_climatology.js (iNaturalist, 50 km); FishBase Eastern Pacific Tropical province list for the expected pool. References: Chao (1984) Scand. J. Stat. 11:265–270; Coleman (1981) Math. Biosci. 54:191–211.

Corrected 28 September 2026: Chao1 saturation percentages for insects, fungi and plants are no longer reported, because they came from assumed singleton and doubleton shares.

Corrected 29 September 2026: counts now come from the September 2026 files, with the radius stated for each group; the fish, reptile and bird rows had used out-of-date counts.