Every figure on this page comes from the datasets below. Note that each figure is recomputed in
notebooks/figure-audit.ipynb in the
GitHub repository, which
fails if the page and the data disagree.
1 · Datasets
| Data | In this repo | Source & licence |
| Daily tide-gauge readings, station 25 (Funafuti) |
sources/raw/uhslc_daily_TV_25.json |
University of Hawaii Sea Level Center |
Population by elevation band, DF_POP_LECZ |
sources/raw/POP_LECZ.csv |
SPC Pacific Data Hub .Stat |
Greenhouse gas per person, GHG_EMI_CAPITA |
sources/raw/GHG_EMI_CAPITA.csv |
SPC Pacific Data Hub .Stat (Tuvalu row only) |
Annual coastlines and rates_of_change, v0.7.0 (Landsat, 30 m) |
data/funafuti_2023.json, data/funafuti_points.json |
Digital Earth Pacific / SPC GEM. CC BY-NC 4.0 (this project is non-commercial). |
| 2017 Population & Housing Mini-Census, usual residents |
sources/raw/Mini-Census-2017-Preliminary-Report.pdf and its text extract |
Tuvalu Central Statistics Division, preliminary report |
2 · Cited figures that are not computed
-
Global mean sea level, quoted as a comparison (not a
figure): Neither
NASA Sea Level Change nor
NOAA
publishes an average over the satellite record; both publish the
total, and the two totals do not agree. NOAA puts 2023 at 101.4 mm
above 1993 levels, i.e. 3.4 mm/yr over 30 years; NASA/JPL says
"10 centimetres since 1993", i.e. 3.2 mm/yr over 31. Funafuti's
mm/yr sits inside
that, so the page says the two are similar and quotes no number for
the world. Today's global rate is higher, NASA gives 0.44 cm/yr,
about mm/yr,
against 0.20 cm/yr in 1993.
-
World emissions,
t CO₂e per person:
EDGAR v9,
as used by the
UNEP Emissions Gap Report 2024.
All gases, excluding land use, matching the Tuvalu figure.
-
Island growth, + ha
(%),
–:
Kench, P.S., Ford, M.R. & Owen, S.D. (2018),
Patterns of island change and persistence offer alternate adaptation pathways for atoll nations,
Nature Communications 9, 605; Table 1, Funafuti row
(the figures are not in the article text). 19 of Funafuti's 29
islands grew, 10 eroded.
-
Reclaimed land,
ha:
Tuvalu Coastal Adaptation Project,
two phases with a source each.
ha completed late
under TCAP-I
(UNDP / Green Climate Fund), stated in
UNDP's release on the second phase.
ha completed
14 October under
TCAP-II (Australia, New Zealand and the United States), reported at
the handover by
the UN in the Pacific.
UNDP's own project pages describe the second phase only in the
future tense, so they are not the source for its completion, but media sources evidence it was completed.
-
Falepili ballot,
registrations for
places a year:
Australian Department of Foreign Affairs and Trade, and the
Development Policy Centre's
preliminary assessment
of the first ballot.
-
ICJ advisory opinion, 23 July 2025:
Obligations of States in respect of Climate Change,
case 187, given for context.
3 · What was done, chapter by chapter
1. Sea level. Daily readings → monthly means
(≥ 15 days) → annual means (≥ 10 months), as anomalies against the
gauge's own
–
mean. The quoted trend is Theil–Sen,
mm/yr, i.e. the median of
all pairwise slopes. Least squares gives
mm/yr, but 1998 sits at
mm (the
1997–98 El Niño) near the start of the record and levers the line:
drop it and the same fit gives
. A
claim that Funafuti is rising markedly faster than the world would
rest on that one year, so the page does not make it. The
mm swing
is the median change between consecutive years; the
+ mm floor
is median-to-median between
–
and
–,
for the same reason.
2. People. The
% and
% are
read straight from DF_POP_LECZ. The census figures are
read out of the report's own text, and are
usual resident counts throughout,
of
, which
reproduces the report's own stated 60.2% share. Where the report's prose and its table disagree we follow
the table, which is arithmetically self-consistent.
3. Imbalance. Tuvalu's
t
against the world's
t, all gases as CO₂e
excluding land use on both sides, divided is circa
×. The source publishes to
the nearest 0.1 t, so the page says "about". The chart is on a linear
scale, with the world's bar cut into units of Tuvalu's own figure so
the ratio can be counted rather than asserted.
4. Shoreline. Of
points in the Funafuti
bounding box, carry good
certainty by the source's own flags; of those,
have a trend
significant at p ≤ 0.05 and
do not. The
are counted rather than
discarded, because a shore that does not move is also a the finding.
Symbols are nudged a few pixels off the shore, sitting a
median m apart. The years before 2012
are marked low-confidence throughout, as up to 45% of points are
flagged as outliers in 1999, 2000, 2007, 2008 and 2010; 2002 and
2005 are missing entirely.
5. Built. The figures come from various reports. The only arithmetic is putting the two cited figures
on one axis: a rate each
( against
ha/yr,
×) and a share of the atoll
(% of
~ ha). The paper's Table 1
prints the atoll at 261.2 ha in 1971, which our re-calculation of
10.06 ÷ 3.85% reproduces to 0.1 ha; the end figure adds the gain to
it, so it is good to about ±1 ha.
6. Leaving. One division:
÷
=
years. Both count the
same kind of thing, entries and places for entries, which is why it
is the only arithmetic done here.
Limits
-
A shoreline is a waterline and not necessarily land. It says
where the shore sits, not how much habitable land exists, and it
cannot tell engineered land from natural accretion. This data shows
where the shore moved, never why.
-
The gauge measures sea level relative to the land;
note that the fast-delivery data used receive less quality control than the
research-quality series.
-
The atoll size vs pixel size may create artifacts. I'm not 100% sure about this, but note that the atoll
is ×
km, so on my monitor for example one screen pixel
covers – m
against a median movement of
m across the whole
record, which is too close to visualize properly (or so I suspect).
-
People are never mapped. The census counts
residents by island, not by address, so the map carries one marker only in Fogafale.
-
The land comparison mixes two scopes, on purpose.
Kench et al.'s gain is the whole atoll; the reclamation is on
Fogafale alone.
-
A registration is an entry, not a person. No
official source splits
into
applicants and dependants, and families are reported to have entered
more than once, so it is never divided by a population. Also, the
widely quoted "more than half of Tuvalu's citizens" does not appear
here.
One warning, and further reading
This page's shoreline finding, i.e. that most of Funafuti's coast did not
measurably move, and that more of what moved grew than shrank,
resembles a claim climate denial outlets have made use
of since Kench et al. published. That reading requires ignoring what
the measurement is and its context. As said, a shoreline is a waterline, not habitable land;
the atoll gaining sediment says nothing about whether the runway
floods, whether the freshwater stays fresh, or whether the sea
is rising (which we know it is, on account of Funafuti's own gauge). This page tries to chart all these dimensions objectively, and give a unifying narrative.
In short, growth and danger are not alternative stories: a landform that moves, under infrastructure that cannot.
-
Kench, Ford & Owen (2018),
Nature Communications, the primary paper. Read it before
reading anything written about it.
-
Tuvalu rising,
New Zealand Geographic, the best account of how the
islands can be growing and the situation still be dire.
-
"We don't want to disappear",
Al Jazeera, October 2025, reclamation and the ICJ opinion, in
Tuvaluan voices.
-
Australia and New Zealand back a second phase of TCAP,
UNDP, where the 7.8 ha figure is stated. The second phase's
completion is reported separately, by
the UN in the Pacific,
14 October 2025.
-
NASA/JPL on sea-level rise for Pacific islands, widely quoted as "~5 mm/yr, 1.5× the global average".
This does not match Funafuti's
mm/yr above, on
purpose. NASA blends regional altimetry over a different
window; ours is one tide gauge with a robust estimator. Both are
defensible; they are not the same measurement, and this page will
not borrow the larger one.
-
Climate change at the International Court of Justice,
UK House of Commons Library, a neutral summary of the advisory
opinion.
Credits
Built for the
Pacific Dataviz Challenge 2026.
Data © their providers: SPC / Pacific Data Hub, University of Hawaii
Sea Level Center, and Digital Earth Pacific / SPC GEM
(CC BY-NC 4.0). Code MIT; typefaces Fraunces and Inter, SIL Open Font
License 1.1.
No framework and no build step: hand-written HTML, CSS and ES
modules, D3 vendored locally. Data prepared with Python in
scripts/ (see its README for the run order), the 2 GB
coastlines GeoPackage is never downloaded, GDAL
/vsicurl reads only the Funafuti byte ranges. Coded and tested using a Claude Code assisted workflow.
Everything behind this page — the data pipeline, the notebook that
recomputes every figure, the raw sources and the page itself — is at
github.com/puntofisso/pacific-dataviz-challenge.