# Hidden cell (check metadata)
import warnings
warnings.simplefilter('ignore')
To bypass the creation and ingestion of the SQL database described in the Quickstart guide you can make use of the KnoxLongZeta
class.
import pandas as pd
from carsus.io.zeta import KnoxLongZeta
zeta = KnoxLongZeta('./carsus/data/knox_long_recombination_zeta.dat')
zeta.base
temp | 2000.0 | 4000.0 | 6000.0 | 8000.0 | 10000.0 | 12000.0 | 14000.0 | 16000.0 | 18000.0 | 20000.0 | 22000.0 | 24000.0 | 26000.0 | 28000.0 | 30000.0 | 32000.0 | 34000.0 | 36000.0 | 38000.0 | 40000.0 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
atomic_number | ion_charge | ||||||||||||||||||||
1 | 1 | 0.3390 | 0.3846 | 0.4132 | 0.4338 | 0.4498 | 0.4627 | 0.4735 | 0.4828 | 0.4908 | 0.4978 | 0.5040 | 0.5096 | 0.5147 | 0.5193 | 0.5235 | 0.5273 | 0.5309 | 0.5342 | 0.5373 | 0.5401 |
2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | |
2 | 1 | 0.4012 | 0.4669 | 0.5073 | 0.5363 | 0.5587 | 0.5768 | 0.5920 | 0.6050 | 0.6163 | 0.6263 | 0.6352 | 0.6432 | 0.6505 | 0.6571 | 0.6632 | 0.6689 | 0.6741 | 0.6790 | 0.6835 | 0.6878 |
2 | 0.2660 | 0.2993 | 0.3220 | 0.3395 | 0.3538 | 0.3659 | 0.3764 | 0.3856 | 0.3939 | 0.4013 | 0.4081 | 0.4143 | 0.4201 | 0.4254 | 0.4304 | 0.4350 | 0.4394 | 0.4435 | 0.4474 | 0.4511 | |
3 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | |
3 | 1 | 0.2044 | 0.2549 | 0.2923 | 0.3218 | 0.3459 | 0.3662 | 0.3838 | 0.3992 | 0.4128 | 0.4251 | 0.4362 | 0.4463 | 0.4556 | 0.4641 | 0.4721 | 0.4795 | 0.4864 | 0.4929 | 0.4990 | 0.5047 |
2 | 0.2110 | 0.2429 | 0.2664 | 0.2854 | 0.3013 | 0.3151 | 0.3272 | 0.3381 | 0.3479 | 0.3568 | 0.3651 | 0.3727 | 0.3797 | 0.3864 | 0.3926 | 0.3984 | 0.4039 | 0.4091 | 0.4141 | 0.4188 | |
3 | 0.2348 | 0.2607 | 0.2788 | 0.2931 | 0.3050 | 0.3152 | 0.3242 | 0.3323 | 0.3396 | 0.3463 | 0.3525 | 0.3582 | 0.3636 | 0.3685 | 0.3732 | 0.3777 | 0.3819 | 0.3859 | 0.3896 | 0.3933 | |
4 | 1 | 0.5261 | 0.5975 | 0.6408 | 0.6713 | 0.6946 | 0.7133 | 0.7287 | 0.7417 | 0.7529 | 0.7628 | 0.7715 | 0.7793 | 0.7863 | 0.7927 | 0.7985 | 0.8039 | 0.8088 | 0.8134 | 0.8177 | 0.8217 |
2 | 0.1851 | 0.2011 | 0.2171 | 0.2318 | 0.2452 | 0.2573 | 0.2684 | 0.2787 | 0.2882 | 0.2970 | 0.3052 | 0.3129 | 0.3201 | 0.3269 | 0.3333 | 0.3395 | 0.3453 | 0.3508 | 0.3561 | 0.3611 | |
3 | 0.1745 | 0.1904 | 0.2035 | 0.2147 | 0.2248 | 0.2338 | 0.2419 | 0.2495 | 0.2565 | 0.2630 | 0.2691 | 0.2748 | 0.2802 | 0.2853 | 0.2902 | 0.2948 | 0.2993 | 0.3035 | 0.3075 | 0.3114 | |
4 | 0.2159 | 0.2377 | 0.2528 | 0.2648 | 0.2749 | 0.2837 | 0.2915 | 0.2986 | 0.3050 | 0.3109 | 0.3164 | 0.3215 | 0.3263 | 0.3309 | 0.3351 | 0.3392 | 0.3430 | 0.3467 | 0.3502 | 0.3536 | |
5 | 1 | 0.5325 | 0.6062 | 0.6503 | 0.6811 | 0.7045 | 0.7232 | 0.7385 | 0.7515 | 0.7626 | 0.7724 | 0.7810 | 0.7887 | 0.7956 | 0.8019 | 0.8076 | 0.8129 | 0.8177 | 0.8222 | 0.8264 | 0.8303 |
2 | 0.5393 | 0.5569 | 0.5734 | 0.5878 | 0.6004 | 0.6116 | 0.6216 | 0.6307 | 0.6389 | 0.6465 | 0.6535 | 0.6600 | 0.6660 | 0.6716 | 0.6769 | 0.6819 | 0.6866 | 0.6911 | 0.6953 | 0.6993 | |
3 | 0.1767 | 0.1823 | 0.1899 | 0.1978 | 0.2057 | 0.2133 | 0.2206 | 0.2275 | 0.2341 | 0.2404 | 0.2464 | 0.2522 | 0.2576 | 0.2629 | 0.2679 | 0.2728 | 0.2774 | 0.2819 | 0.2862 | 0.2904 | |
4 | 0.1523 | 0.1622 | 0.1706 | 0.1782 | 0.1852 | 0.1916 | 0.1976 | 0.2031 | 0.2084 | 0.2133 | 0.2180 | 0.2224 | 0.2267 | 0.2307 | 0.2346 | 0.2384 | 0.2419 | 0.2454 | 0.2487 | 0.2519 | |
5 | 0.2039 | 0.2230 | 0.2361 | 0.2465 | 0.2553 | 0.2630 | 0.2698 | 0.2760 | 0.2816 | 0.2869 | 0.2918 | 0.2963 | 0.3006 | 0.3047 | 0.3086 | 0.3122 | 0.3157 | 0.3191 | 0.3223 | 0.3254 | |
6 | 1 | 0.5975 | 0.6696 | 0.7110 | 0.7393 | 0.7604 | 0.7771 | 0.7906 | 0.8020 | 0.8117 | 0.8202 | 0.8276 | 0.8342 | 0.8401 | 0.8454 | 0.8503 | 0.8547 | 0.8588 | 0.8626 | 0.8661 | 0.8693 |
2 | 0.4669 | 0.5203 | 0.5546 | 0.5799 | 0.6000 | 0.6165 | 0.6305 | 0.6427 | 0.6534 | 0.6629 | 0.6714 | 0.6792 | 0.6863 | 0.6928 | 0.6988 | 0.7044 | 0.7096 | 0.7145 | 0.7191 | 0.7234 | |
3 | 0.3092 | 0.3468 | 0.3719 | 0.3910 | 0.4066 | 0.4197 | 0.4311 | 0.4412 | 0.4501 | 0.4582 | 0.4656 | 0.4724 | 0.4787 | 0.4845 | 0.4899 | 0.4950 | 0.4997 | 0.5042 | 0.5084 | 0.5125 | |
4 | 0.1645 | 0.1680 | 0.1731 | 0.1787 | 0.1844 | 0.1900 | 0.1955 | 0.2009 | 0.2060 | 0.2110 | 0.2158 | 0.2205 | 0.2249 | 0.2293 | 0.2334 | 0.2375 | 0.2414 | 0.2451 | 0.2488 | 0.2523 | |
5 | 0.1481 | 0.1568 | 0.1638 | 0.1700 | 0.1757 | 0.1809 | 0.1858 | 0.1903 | 0.1947 | 0.1988 | 0.2027 | 0.2064 | 0.2099 | 0.2133 | 0.2166 | 0.2198 | 0.2228 | 0.2258 | 0.2286 | 0.2314 | |
6 | 0.1951 | 0.2128 | 0.2246 | 0.2339 | 0.2417 | 0.2485 | 0.2546 | 0.2602 | 0.2653 | 0.2700 | 0.2744 | 0.2785 | 0.2824 | 0.2860 | 0.2895 | 0.2929 | 0.2961 | 0.2991 | 0.3021 | 0.3049 | |
7 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | |
7 | 1 | 0.4497 | 0.5323 | 0.5825 | 0.6179 | 0.6449 | 0.6665 | 0.6844 | 0.6995 | 0.7125 | 0.7240 | 0.7341 | 0.7431 | 0.7513 | 0.7587 | 0.7655 | 0.7717 | 0.7774 | 0.7828 | 0.7877 | 0.7923 |
2 | 0.4377 | 0.4964 | 0.5348 | 0.5634 | 0.5861 | 0.6050 | 0.6211 | 0.6350 | 0.6473 | 0.6583 | 0.6682 | 0.6771 | 0.6853 | 0.6929 | 0.6999 | 0.7063 | 0.7124 | 0.7180 | 0.7234 | 0.7284 | |
3 | 0.3023 | 0.3598 | 0.3952 | 0.4211 | 0.4415 | 0.4584 | 0.4727 | 0.4852 | 0.4962 | 0.5060 | 0.5149 | 0.5230 | 0.5304 | 0.5373 | 0.5436 | 0.5495 | 0.5551 | 0.5602 | 0.5651 | 0.5697 | |
4 | 0.2813 | 0.3061 | 0.3198 | 0.3296 | 0.3374 | 0.3441 | 0.3499 | 0.3552 | 0.3600 | 0.3644 | 0.3686 | 0.3725 | 0.3761 | 0.3796 | 0.3829 | 0.3861 | 0.3891 | 0.3920 | 0.3948 | 0.3975 | |
5 | 0.1800 | 0.1832 | 0.1866 | 0.1903 | 0.1941 | 0.1980 | 0.2019 | 0.2057 | 0.2094 | 0.2130 | 0.2166 | 0.2201 | 0.2234 | 0.2267 | 0.2299 | 0.2330 | 0.2360 | 0.2390 | 0.2418 | 0.2446 | |
6 | 0.1337 | 0.1423 | 0.1488 | 0.1544 | 0.1594 | 0.1640 | 0.1684 | 0.1724 | 0.1762 | 0.1799 | 0.1833 | 0.1866 | 0.1898 | 0.1928 | 0.1957 | 0.1986 | 0.2013 | 0.2039 | 0.2065 | 0.2090 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
27 | 26 | 0.0678 | 0.0864 | 0.0942 | 0.0984 | 0.1012 | 0.1031 | 0.1045 | 0.1056 | 0.1065 | 0.1072 | 0.1079 | 0.1084 | 0.1089 | 0.1093 | 0.1097 | 0.1100 | 0.1104 | 0.1107 | 0.1110 | 0.1113 |
27 | 0.1187 | 0.1418 | 0.1534 | 0.1609 | 0.1665 | 0.1709 | 0.1745 | 0.1776 | 0.1803 | 0.1827 | 0.1849 | 0.1869 | 0.1888 | 0.1905 | 0.1921 | 0.1936 | 0.1950 | 0.1963 | 0.1976 | 0.1988 | |
28 | 1 | 0.6949 | 0.7509 | 0.7830 | 0.8049 | 0.8212 | 0.8339 | 0.8442 | 0.8528 | 0.8601 | 0.8665 | 0.8720 | 0.8770 | 0.8814 | 0.8853 | 0.8889 | 0.8922 | 0.8952 | 0.8980 | 0.9006 | 0.9030 |
2 | 0.2379 | 0.3210 | 0.3777 | 0.4203 | 0.4543 | 0.4824 | 0.5061 | 0.5266 | 0.5446 | 0.5605 | 0.5748 | 0.5878 | 0.5995 | 0.6103 | 0.6202 | 0.6294 | 0.6379 | 0.6458 | 0.6533 | 0.6602 | |
3 | 0.2549 | 0.2714 | 0.2824 | 0.2908 | 0.2975 | 0.3032 | 0.3081 | 0.3124 | 0.3162 | 0.3197 | 0.3228 | 0.3257 | 0.3283 | 0.3308 | 0.3331 | 0.3352 | 0.3372 | 0.3391 | 0.3409 | 0.3426 | |
4 | 0.2434 | 0.2575 | 0.2671 | 0.2745 | 0.2806 | 0.2858 | 0.2903 | 0.2943 | 0.2979 | 0.3012 | 0.3042 | 0.3070 | 0.3095 | 0.3119 | 0.3141 | 0.3162 | 0.3182 | 0.3201 | 0.3219 | 0.3236 | |
5 | 0.2357 | 0.2481 | 0.2566 | 0.2633 | 0.2687 | 0.2734 | 0.2776 | 0.2813 | 0.2846 | 0.2877 | 0.2905 | 0.2931 | 0.2955 | 0.2978 | 0.2999 | 0.3019 | 0.3038 | 0.3057 | 0.3074 | 0.3090 | |
6 | 0.2301 | 0.2413 | 0.2490 | 0.2549 | 0.2599 | 0.2642 | 0.2680 | 0.2714 | 0.2745 | 0.2774 | 0.2800 | 0.2824 | 0.2847 | 0.2869 | 0.2889 | 0.2908 | 0.2926 | 0.2943 | 0.2960 | 0.2975 | |
7 | 0.2258 | 0.2360 | 0.2431 | 0.2485 | 0.2531 | 0.2571 | 0.2606 | 0.2637 | 0.2666 | 0.2693 | 0.2717 | 0.2740 | 0.2761 | 0.2781 | 0.2800 | 0.2818 | 0.2836 | 0.2852 | 0.2868 | 0.2883 | |
8 | 0.2040 | 0.1919 | 0.1912 | 0.1942 | 0.1987 | 0.2041 | 0.2097 | 0.2155 | 0.2214 | 0.2272 | 0.2329 | 0.2385 | 0.2440 | 0.2494 | 0.2547 | 0.2598 | 0.2648 | 0.2697 | 0.2745 | 0.2791 | |
9 | 0.6479 | 0.6331 | 0.6267 | 0.6236 | 0.6222 | 0.6217 | 0.6218 | 0.6223 | 0.6230 | 0.6240 | 0.6251 | 0.6263 | 0.6276 | 0.6289 | 0.6303 | 0.6317 | 0.6331 | 0.6345 | 0.6359 | 0.6373 | |
10 | 0.6686 | 0.6457 | 0.6340 | 0.6267 | 0.6219 | 0.6185 | 0.6161 | 0.6144 | 0.6132 | 0.6124 | 0.6119 | 0.6117 | 0.6116 | 0.6117 | 0.6119 | 0.6122 | 0.6126 | 0.6130 | 0.6135 | 0.6141 | |
11 | 0.5862 | 0.5453 | 0.5219 | 0.5059 | 0.4940 | 0.4847 | 0.4773 | 0.4712 | 0.4661 | 0.4618 | 0.4581 | 0.4549 | 0.4521 | 0.4497 | 0.4476 | 0.4458 | 0.4442 | 0.4428 | 0.4416 | 0.4405 | |
12 | 0.6071 | 0.5616 | 0.5346 | 0.5157 | 0.5013 | 0.4899 | 0.4805 | 0.4726 | 0.4658 | 0.4600 | 0.4548 | 0.4503 | 0.4463 | 0.4428 | 0.4395 | 0.4367 | 0.4340 | 0.4317 | 0.4295 | 0.4275 | |
13 | 0.6048 | 0.5586 | 0.5310 | 0.5115 | 0.4965 | 0.4846 | 0.4747 | 0.4663 | 0.4592 | 0.4529 | 0.4474 | 0.4425 | 0.4382 | 0.4343 | 0.4307 | 0.4275 | 0.4246 | 0.4220 | 0.4195 | 0.4173 | |
14 | 0.5929 | 0.5427 | 0.5123 | 0.4906 | 0.4739 | 0.4603 | 0.4491 | 0.4395 | 0.4311 | 0.4239 | 0.4174 | 0.4116 | 0.4064 | 0.4017 | 0.3975 | 0.3935 | 0.3900 | 0.3867 | 0.3836 | 0.3808 | |
15 | 0.6029 | 0.5527 | 0.5221 | 0.5001 | 0.4830 | 0.4691 | 0.4575 | 0.4476 | 0.4389 | 0.4313 | 0.4246 | 0.4185 | 0.4130 | 0.4080 | 0.4034 | 0.3992 | 0.3954 | 0.3918 | 0.3885 | 0.3854 | |
16 | 0.5997 | 0.5472 | 0.5150 | 0.4917 | 0.4735 | 0.4587 | 0.4462 | 0.4354 | 0.4260 | 0.4177 | 0.4103 | 0.4036 | 0.3975 | 0.3920 | 0.3869 | 0.3822 | 0.3779 | 0.3739 | 0.3701 | 0.3666 | |
17 | 0.5868 | 0.5302 | 0.4952 | 0.4696 | 0.4496 | 0.4331 | 0.4192 | 0.4072 | 0.3966 | 0.3872 | 0.3788 | 0.3712 | 0.3643 | 0.3579 | 0.3521 | 0.3466 | 0.3416 | 0.3369 | 0.3326 | 0.3285 | |
18 | 0.1259 | 0.1423 | 0.1486 | 0.1520 | 0.1542 | 0.1558 | 0.1571 | 0.1581 | 0.1591 | 0.1600 | 0.1608 | 0.1616 | 0.1624 | 0.1631 | 0.1639 | 0.1646 | 0.1654 | 0.1661 | 0.1668 | 0.1675 | |
19 | 0.5529 | 0.4899 | 0.4502 | 0.4209 | 0.3975 | 0.3781 | 0.3616 | 0.3471 | 0.3342 | 0.3227 | 0.3123 | 0.3027 | 0.2940 | 0.2858 | 0.2783 | 0.2713 | 0.2647 | 0.2585 | 0.2526 | 0.2471 | |
20 | 0.5372 | 0.4760 | 0.4377 | 0.4095 | 0.3872 | 0.3686 | 0.3528 | 0.3390 | 0.3268 | 0.3159 | 0.3060 | 0.2969 | 0.2886 | 0.2809 | 0.2738 | 0.2671 | 0.2609 | 0.2551 | 0.2495 | 0.2443 | |
21 | 0.5311 | 0.4718 | 0.4348 | 0.4076 | 0.3861 | 0.3683 | 0.3531 | 0.3399 | 0.3281 | 0.3176 | 0.3081 | 0.2995 | 0.2915 | 0.2842 | 0.2773 | 0.2710 | 0.2650 | 0.2594 | 0.2541 | 0.2492 | |
22 | 0.5285 | 0.4704 | 0.4343 | 0.4078 | 0.3868 | 0.3694 | 0.3545 | 0.3416 | 0.3302 | 0.3199 | 0.3107 | 0.3022 | 0.2945 | 0.2873 | 0.2806 | 0.2744 | 0.2686 | 0.2631 | 0.2580 | 0.2531 | |
23 | 0.5337 | 0.4772 | 0.4420 | 0.4161 | 0.3957 | 0.3787 | 0.3643 | 0.3517 | 0.3405 | 0.3305 | 0.3215 | 0.3132 | 0.3057 | 0.2987 | 0.2921 | 0.2861 | 0.2804 | 0.2750 | 0.2700 | 0.2652 | |
24 | 0.5290 | 0.4746 | 0.4408 | 0.4162 | 0.3966 | 0.3805 | 0.3667 | 0.3548 | 0.3442 | 0.3347 | 0.3261 | 0.3183 | 0.3111 | 0.3045 | 0.2983 | 0.2926 | 0.2872 | 0.2821 | 0.2774 | 0.2729 | |
25 | 0.6784 | 0.6305 | 0.6000 | 0.5771 | 0.5588 | 0.5434 | 0.5301 | 0.5185 | 0.5081 | 0.4987 | 0.4901 | 0.4822 | 0.4749 | 0.4681 | 0.4618 | 0.4559 | 0.4503 | 0.4450 | 0.4400 | 0.4352 | |
26 | 0.0859 | 0.1091 | 0.1189 | 0.1245 | 0.1281 | 0.1307 | 0.1326 | 0.1341 | 0.1353 | 0.1363 | 0.1372 | 0.1380 | 0.1386 | 0.1393 | 0.1398 | 0.1403 | 0.1408 | 0.1413 | 0.1417 | 0.1421 | |
27 | 0.0645 | 0.0839 | 0.0920 | 0.0965 | 0.0994 | 0.1014 | 0.1030 | 0.1041 | 0.1051 | 0.1059 | 0.1065 | 0.1071 | 0.1076 | 0.1081 | 0.1085 | 0.1088 | 0.1092 | 0.1095 | 0.1098 | 0.1101 | |
28 | 0.1149 | 0.1385 | 0.1502 | 0.1579 | 0.1636 | 0.1680 | 0.1717 | 0.1748 | 0.1776 | 0.1800 | 0.1823 | 0.1843 | 0.1861 | 0.1878 | 0.1895 | 0.1910 | 0.1924 | 0.1938 | 0.1950 | 0.1963 |
412 rows × 20 columns
Dump the data with the to_hdf
method.
zeta.to_hdf('test.h5')