Transit Hunter

Results

Completeness

Thousands of fake planets, planted in a light curve and searched for with the full pipeline, show where the search is complete and where it goes blind.

Synthetic transits are multiplied into a light curve before detrending, and the full detrend + iterative BLS search is run exactly as for a real target (scripts/run_injection_recovery.py; method in Methods). An injection counts as recovered only if a detected signal matches its period to within 1 % and a mid-transit time falls within half a transit duration of an injected transit. Detections at 1/2, 2, 1/3, or 3 times the period are recorded separately as aliases and are not counted as recoveries. Tables list the percentage recovered, with the number recovered / injected in brackets. The table is the exact numerical twin of the figure.

Synthetic TESS-like light curve

A simulated two-sector light curve of a Sun-like star with white noise, correlated noise, and rotational modulation. It has no instrumental systematics, so this map is an upper limit on real-data completeness at the same noise level.

Interactive map

synthetic G dwarf, 2 sectors · hover over a cell for the counts

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Recovery rate versus planet radius for four period ranges
Recovery curves. The same injections, grouped into four period ranges. The explanation of the shape, and the method, are on the injection–recovery page.

The static figure and the exact table, generated from results/:

2048 injections (0.7–8 R⊕, 0.5–20 d) into a synthetic TESS-like light curve of a G dwarf: 38020 points over 54.8 days; robust scatter of the flattened light curve 0.5h: 185 ppm, 1h: 140 ppm, 2h: 99 ppm. Overall recovery: 71.7 %; 0 injections were found only at an alias period.

Completeness map (a synthetic TESS-like light curve of a G dwarf)

R_p (R⊕) \ P (d) 0.5–0.793 0.793–1.26 1.26–1.99 1.99–3.16 3.16–5.01 5.01–7.95 7.95–12.6 12.6–20
5.9–8 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32)
4.35–5.9 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32)
3.21–4.35 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32)
2.37–3.21 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 97% (31/32)
1.75–2.37 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 97% (31/32) 94% (30/32) 91% (29/32) 50% (16/32)
1.29–1.75 100% (32/32) 94% (30/32) 94% (30/32) 75% (24/32) 50% (16/32) 28% (9/32) 3% (1/32) 6% (2/32)
0.949–1.29 72% (23/32) 66% (21/32) 38% (12/32) 22% (7/32) 3% (1/32) 0% (0/32) 0% (0/32) 0% (0/32)
0.7–0.949 6% (2/32) 6% (2/32) 0% (0/32) 0% (0/32) 0% (0/32) 0% (0/32) 0% (0/32) 0% (0/32)

Real TESS light curve

The same injections, into two sectors (1 and 2) of HD 21749 (TIC 279741379), a K dwarf of 0.71 R☉. The transits of its two known planets are masked first, so that they are neither recovered nor mistaken for injections. Two sectors match the synthetic light curve above.

Interactive map

TIC 279741379, sectors 1, 2, known planets masked · hover over a cell for the counts

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2048 injections (0.7–8 R⊕, 0.5–20 d) into the SPOC 2-minute light curve of TIC 279741379, sectors 1, 2, known planets masked: 36526 points over 56.2 days; robust scatter of the flattened light curve 0.5h: 112 ppm, 1h: 88 ppm, 2h: 73 ppm. Overall recovery: 80.6 %; 2 injections were found only at an alias period.

Completeness map (the SPOC 2-minute light curve of TIC 279741379, sectors 1, 2, known planets masked)

R_p (R⊕) \ P (d) 0.5–0.793 0.793–1.26 1.26–1.99 1.99–3.16 3.16–5.01 5.01–7.95 7.95–12.6 12.6–20
5.9–8 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 94% (30/32)
4.35–5.9 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 94% (30/32)
3.21–4.35 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 91% (29/32)
2.37–3.21 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32)
1.75–2.37 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 100% (32/32) 88% (28/32)
1.29–1.75 100% (32/32) 100% (32/32) 100% (32/32) 97% (31/32) 94% (30/32) 81% (26/32) 56% (18/32) 22% (7/32)
0.949–1.29 100% (32/32) 97% (31/32) 88% (28/32) 66% (21/32) 38% (12/32) 12% (4/32) 0% (0/32) 0% (0/32)
0.7–0.949 75% (24/32) 47% (15/32) 16% (5/32) 6% (2/32) 0% (0/32) 0% (0/32) 0% (0/32) 0% (0/32)

Real against synthetic

Overall, 80.6 % of the injections into HD 21749’s light curve are recovered, against 71.7 % for the synthetic G dwarf. Below about 2.4 R⊕ the real map is the more complete, radius for radius, but not because real data are cleaner. HD 21749 is smaller than the simulated star (0.71 against 1.0 R☉), so the same planet makes a transit about twice as deep, and its light curve is quieter (88 against 140 ppm per hour). The two maps therefore do not show what real systematics cost; that would need injections into a simulated light curve of the same star.

Three differences do come from the real data (injections.csv in each folder):

Two sectors are also far less than the 15 the validation searched for this star. At the size and period of HD 21749 c (0.89 R⊕, 7.8 days), no injection is recovered in two sectors (0 of 32 in that cell), while in 15 sectors the search finds the planet at S/N 19.9 (Validation). More data make it detectable, once the instrumental dips that hid it in the first run are masked.

Interpreting the maps