Distribution of training data for the RF classifier targeting interesting planets. Each row represents a different SNR level (with 0 indicating a noise-free spectrum), while each column is labelled with a three-digit binary code indicating the presence (1) or absence (0) of CH|$_4$|, O|$_3$|, and H|$_2$|O, respectively (e.g. ‘010’ means no CH|$_4$|, presence of O|$_3$|, and no H|$_2$|O). The values in each cell (in thousands) denote the total number of noisy spectra generated for that specific atmospheric configuration.
SNR . | 000 . | 100 . | 010 . | 001 . | 110 . | 101 . | 011 . | 111 . | Airless . |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
3 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
6 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
10 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
0 | 300 | 60 | 60 | 60 | 96 | 96 | 96 | 57.6 | 100 |
SNR . | 000 . | 100 . | 010 . | 001 . | 110 . | 101 . | 011 . | 111 . | Airless . |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
3 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
6 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
10 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
0 | 300 | 60 | 60 | 60 | 96 | 96 | 96 | 57.6 | 100 |
Distribution of training data for the RF classifier targeting interesting planets. Each row represents a different SNR level (with 0 indicating a noise-free spectrum), while each column is labelled with a three-digit binary code indicating the presence (1) or absence (0) of CH|$_4$|, O|$_3$|, and H|$_2$|O, respectively (e.g. ‘010’ means no CH|$_4$|, presence of O|$_3$|, and no H|$_2$|O). The values in each cell (in thousands) denote the total number of noisy spectra generated for that specific atmospheric configuration.
SNR . | 000 . | 100 . | 010 . | 001 . | 110 . | 101 . | 011 . | 111 . | Airless . |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
3 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
6 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
10 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
0 | 300 | 60 | 60 | 60 | 96 | 96 | 96 | 57.6 | 100 |
SNR . | 000 . | 100 . | 010 . | 001 . | 110 . | 101 . | 011 . | 111 . | Airless . |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
3 | 300 | 60 | 60 | 60 | 57.6 | 57.6 | 57.6 | 76.8 | 100 |
6 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
10 | 300 | 24 | 24 | 24 | 38.4 | 38.4 | 38.4 | 46.08 | 100 |
0 | 300 | 60 | 60 | 60 | 96 | 96 | 96 | 57.6 | 100 |
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