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Updated examples to include basic, filtered, and Pitzer fit methods.

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titusquah
2020-07-31 16:39:54 -06:00
parent 16382b0145
commit b5b62a51dc
27 changed files with 7316 additions and 50 deletions
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21
data/csvs/labeled_zeroes_removed_ce.csv Normal file
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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed Ce[M],Xaq Ce,D Ce
Li (1987) Ce,0.01,0.01,1,1,0.05080080000000001,0.0305,0.6656
Li (1987) Ce,0.01,0.01,1,1,0.09999878,0.0763,0.3106
Li (1987) Ce,0.01,0.01,1,1,0.15009456,0.1232,0.2183
Li (1987) Ce,0.01,0.01,1,1,0.20000679999999998,0.1708,0.171
Li (1987) Ce,0.01,0.01,1,1,0.30001216,0.2672,0.1228
Li (1987) Ce,0.03,0.03,1,1,0.0499975,0.035,0.4285
Li (1987) Ce,0.03,0.03,1,1,0.10000115,0.0785,0.2739
Li (1987) Ce,0.03,0.03,1,1,0.1500032,0.128,0.1719
Li (1987) Ce,0.03,0.03,1,1,0.20000832,0.1752,0.1416
Li (1987) Ce,0.03,0.03,1,1,0.29999816,0.2728,0.0997
Li (1987) Ce,0.05,0.05,1,1,0.05010115,0.0355,0.4113
Li (1987) Ce,0.05,0.05,1,1,0.10000382,0.0826,0.2107
Li (1987) Ce,0.05,0.05,1,1,0.1499967,0.1305,0.1494
Li (1987) Ce,0.05,0.05,1,1,0.20000079999999998,0.17800000000000002,0.1236
Li (1987) Ce,0.07,0.07,1,1,0.05,0.04,0.25
Li (1987) Ce,0.07,0.07,1,1,0.10029675,0.0865,0.1595
Li (1987) Ce,0.07,0.07,1,1,0.15000153,0.1351,0.1103
Li (1987) Ce,0.07,0.07,1,1,0.20054418,0.1838,0.0911
Li (1987) Ce,0.07,0.07,1,1,0.29999441,0.2753,0.0897
Li (1987) Ce,0.07,0.07,1,1,0.29998992,0.2811,0.0672
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed Ce[M] Xaq Ce D Ce
2 Li (1987) Ce 0.01 0.01 1 1 0.05080080000000001 0.0305 0.6656
3 Li (1987) Ce 0.01 0.01 1 1 0.09999878 0.0763 0.3106
4 Li (1987) Ce 0.01 0.01 1 1 0.15009456 0.1232 0.2183
5 Li (1987) Ce 0.01 0.01 1 1 0.20000679999999998 0.1708 0.171
6 Li (1987) Ce 0.01 0.01 1 1 0.30001216 0.2672 0.1228
7 Li (1987) Ce 0.03 0.03 1 1 0.0499975 0.035 0.4285
8 Li (1987) Ce 0.03 0.03 1 1 0.10000115 0.0785 0.2739
9 Li (1987) Ce 0.03 0.03 1 1 0.1500032 0.128 0.1719
10 Li (1987) Ce 0.03 0.03 1 1 0.20000832 0.1752 0.1416
11 Li (1987) Ce 0.03 0.03 1 1 0.29999816 0.2728 0.0997
12 Li (1987) Ce 0.05 0.05 1 1 0.05010115 0.0355 0.4113
13 Li (1987) Ce 0.05 0.05 1 1 0.10000382 0.0826 0.2107
14 Li (1987) Ce 0.05 0.05 1 1 0.1499967 0.1305 0.1494
15 Li (1987) Ce 0.05 0.05 1 1 0.20000079999999998 0.17800000000000002 0.1236
16 Li (1987) Ce 0.07 0.07 1 1 0.05 0.04 0.25
17 Li (1987) Ce 0.07 0.07 1 1 0.10029675 0.0865 0.1595
18 Li (1987) Ce 0.07 0.07 1 1 0.15000153 0.1351 0.1103
19 Li (1987) Ce 0.07 0.07 1 1 0.20054418 0.1838 0.0911
20 Li (1987) Ce 0.07 0.07 1 1 0.29999441 0.2753 0.0897
21 Li (1987) Ce 0.07 0.07 1 1 0.29998992 0.2811 0.0672

21
data/csvs/labeled_zeroes_removed_dy.csv Normal file
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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed Dy[M],Xaq Dy,D Dy
Li (1987) Dy,0.1,0.1,1,1,0.10000029,0.0221,3.5249
Li (1987) Dy,0.1,0.1,1,1,0.15000025,0.0575,1.6087
Li (1987) Dy,0.1,0.1,1,1,0.19999582,0.1037,0.9286
Li (1987) Dy,0.1,0.1,1,1,0.25000596,0.1494,0.6734
Li (1987) Dy,0.1,0.1,1,1,0.30000931,0.1997,0.5023
Li (1987) Dy,0.3,0.3,1,1,0.050000199999999995,0.0106,3.717
Li (1987) Dy,0.3,0.3,1,1,0.09999641,0.0409,1.4449
Li (1987) Dy,0.3,0.3,1,1,0.14999806,0.0802,0.8703
Li (1987) Dy,0.3,0.3,1,1,0.19999448,0.1252,0.5974
Li (1987) Dy,0.3,0.3,1,1,0.29999394,0.2206,0.3599
Li (1987) Dy,0.5,0.5,1,1,0.04999904,0.0221,1.2624
Li (1987) Dy,0.5,0.5,1,1,0.09999996,0.0573,0.7452
Li (1987) Dy,0.5,0.5,1,1,0.15000096,0.0984,0.5244
Li (1987) Dy,0.5,0.5,1,1,0.19999616,0.1414,0.4144
Li (1987) Dy,0.5,0.5,1,1,0.30001016,0.2369,0.2664
Li (1987) Dy,0.7,0.7,1,1,0.04799855,0.0313,0.5335
Li (1987) Dy,0.7,0.7,1,1,0.1000035,0.071,0.4085
Li (1987) Dy,0.7,0.7,1,1,0.15000453,0.1131,0.3263
Li (1987) Dy,0.7,0.7,1,1,0.19980428,0.1586,0.2598
Li (1987) Dy,0.7,0.7,1,1,0.30000123,0.2517,0.1919
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed Dy[M] Xaq Dy D Dy
2 Li (1987) Dy 0.1 0.1 1 1 0.10000029 0.0221 3.5249
3 Li (1987) Dy 0.1 0.1 1 1 0.15000025 0.0575 1.6087
4 Li (1987) Dy 0.1 0.1 1 1 0.19999582 0.1037 0.9286
5 Li (1987) Dy 0.1 0.1 1 1 0.25000596 0.1494 0.6734
6 Li (1987) Dy 0.1 0.1 1 1 0.30000931 0.1997 0.5023
7 Li (1987) Dy 0.3 0.3 1 1 0.050000199999999995 0.0106 3.717
8 Li (1987) Dy 0.3 0.3 1 1 0.09999641 0.0409 1.4449
9 Li (1987) Dy 0.3 0.3 1 1 0.14999806 0.0802 0.8703
10 Li (1987) Dy 0.3 0.3 1 1 0.19999448 0.1252 0.5974
11 Li (1987) Dy 0.3 0.3 1 1 0.29999394 0.2206 0.3599
12 Li (1987) Dy 0.5 0.5 1 1 0.04999904 0.0221 1.2624
13 Li (1987) Dy 0.5 0.5 1 1 0.09999996 0.0573 0.7452
14 Li (1987) Dy 0.5 0.5 1 1 0.15000096 0.0984 0.5244
15 Li (1987) Dy 0.5 0.5 1 1 0.19999616 0.1414 0.4144
16 Li (1987) Dy 0.5 0.5 1 1 0.30001016 0.2369 0.2664
17 Li (1987) Dy 0.7 0.7 1 1 0.04799855 0.0313 0.5335
18 Li (1987) Dy 0.7 0.7 1 1 0.1000035 0.071 0.4085
19 Li (1987) Dy 0.7 0.7 1 1 0.15000453 0.1131 0.3263
20 Li (1987) Dy 0.7 0.7 1 1 0.19980428 0.1586 0.2598
21 Li (1987) Dy 0.7 0.7 1 1 0.30000123 0.2517 0.1919

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data/csvs/labeled_zeroes_removed_la.csv Normal file
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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed La[M],Xaq La,D La
Li (1987) La,0.0001,0.0001,1,1,0.04999962,0.0363,0.3774
Li (1987) La,0.0001,0.0001,1,1,0.09999712,0.0844,0.1848
Li (1987) La,0.0001,0.0001,1,1,0.1499944,0.1345,0.1152
Li (1987) La,0.0001,0.0001,1,1,0.19999665,0.1835,0.0899
Li (1987) La,0.0001,0.0001,1,1,0.24999486,0.2329,0.0734
Li (1987) La,0.0001,0.0001,1,1,0.29998637,0.2833,0.0589
Li (1987) La,0.01,0.01,1,1,0.0499991,0.0395,0.2658
Li (1987) La,0.01,0.01,1,1,0.10000231,0.0881,0.1351
Li (1987) La,0.01,0.01,1,1,0.15000091,0.1367,0.0973
Li (1987) La,0.01,0.01,1,1,0.20009536,0.1856,0.0781
Li (1987) La,0.01,0.01,1,1,0.40540686,0.3846,0.0541
Li (1987) La,0.03,0.03,1,1,0.09999756,0.0897,0.1148
Li (1987) La,0.03,0.03,1,1,0.15000544,0.1391,0.0784
Li (1987) La,0.03,0.03,1,1,0.19999343,0.1883,0.0621
Li (1987) La,0.03,0.03,1,1,0.29999853,0.2881,0.0413
Li (1987) La,0.04,0.04,1,1,0.05030076,0.0444,0.1329
Li (1987) La,0.04,0.04,1,1,0.09999639,0.0919,0.0881
Li (1987) La,0.04,0.04,1,1,0.15000408,0.1413,0.0616
Li (1987) La,0.04,0.04,1,1,0.20049903,0.1917,0.0459
Li (1987) La,0.04,0.04,1,1,0.29948604,0.2883,0.0388
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed La[M] Xaq La D La
2 Li (1987) La 0.0001 0.0001 1 1 0.04999962 0.0363 0.3774
3 Li (1987) La 0.0001 0.0001 1 1 0.09999712 0.0844 0.1848
4 Li (1987) La 0.0001 0.0001 1 1 0.1499944 0.1345 0.1152
5 Li (1987) La 0.0001 0.0001 1 1 0.19999665 0.1835 0.0899
6 Li (1987) La 0.0001 0.0001 1 1 0.24999486 0.2329 0.0734
7 Li (1987) La 0.0001 0.0001 1 1 0.29998637 0.2833 0.0589
8 Li (1987) La 0.01 0.01 1 1 0.0499991 0.0395 0.2658
9 Li (1987) La 0.01 0.01 1 1 0.10000231 0.0881 0.1351
10 Li (1987) La 0.01 0.01 1 1 0.15000091 0.1367 0.0973
11 Li (1987) La 0.01 0.01 1 1 0.20009536 0.1856 0.0781
12 Li (1987) La 0.01 0.01 1 1 0.40540686 0.3846 0.0541
13 Li (1987) La 0.03 0.03 1 1 0.09999756 0.0897 0.1148
14 Li (1987) La 0.03 0.03 1 1 0.15000544 0.1391 0.0784
15 Li (1987) La 0.03 0.03 1 1 0.19999343 0.1883 0.0621
16 Li (1987) La 0.03 0.03 1 1 0.29999853 0.2881 0.0413
17 Li (1987) La 0.04 0.04 1 1 0.05030076 0.0444 0.1329
18 Li (1987) La 0.04 0.04 1 1 0.09999639 0.0919 0.0881
19 Li (1987) La 0.04 0.04 1 1 0.15000408 0.1413 0.0616
20 Li (1987) La 0.04 0.04 1 1 0.20049903 0.1917 0.0459
21 Li (1987) La 0.04 0.04 1 1 0.29948604 0.2883 0.0388

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data/csvs/labeled_zeroes_removed_nd.csv Normal file
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label,Feed H+[M],Feed H+[M],PC88A[M],PC88A[M],Feed Nd[M],Xaq Nd,D Nd
Lyon (2016) Nd,0.01,0.01,1,1,0.08666112,0.05352756,0.619
Lyon (2016) Nd,0.05,0.05,1,1,0.08666112,0.060900295,0.423
Lyon (2016) Nd,0.1,0.1,1,1,0.08666112,0.067916239,0.276
Lyon (2016) Nd,0.3,0.3,1,1,0.08666112,0.084878668,0.021
Lyon (2016) Nd,0.01,0.01,1,1,0.042983916,0.015124531,1.842
Lyon (2016) Nd,0.05,0.05,1,1,0.042983916,0.020410216,1.106
Lyon (2016) Nd,0.1,0.1,1,1,0.042983916,0.026354332,0.631
Lyon (2016) Nd,0.3,0.3,1,1,0.042983916,0.039290599,0.094
Lyon (2016) Nd,0.01,0.01,1,1,0.005546312,3.16E-05,174.668
Lyon (2016) Nd,0.05,0.05,1,1,0.005546312,0.000451912,11.273
Lyon (2016) Nd,0.1,0.1,1,1,0.005546312,0.001558828,2.558
Lyon (2016) Nd,0.3,0.3,1,1,0.005546312,0.005400498,0.027
Lee (2005) Nd,0.251,0.25,1,1,0.1,0.087622932,0.141253754
Lee (2005) Nd,0.251,0.25,1.5,1.5,0.1,0.07955199,0.257039578
Lee (2005) Nd,0.251,0.25,2,2,0.1,0.074253556,0.34673685
Lee (2005) Nd,0.251,0.25,2.5,2.5,0.1,0.071525275,0.398107171
Lee (2005) Nd,0.251,0.25,3,3,0.1,0.066613942,0.501187234
Lee (2005) Nd,0.134,0.13,1,1,0.1,0.075124079,0.331131121
Lee (2005) Nd,0.0835,0.08,1,1,0.1,0.065582051,0.52480746
Lee (2005) Nd,0.0285,0.03,1,1,0.1,0.059662917,0.676082975
Lee (2005) Nd,0.262,0.26,2,2,0.1,0.079923999,0.251188643
Lee (2005) Nd,0.134,0.13,2,2,0.1,0.061313682,0.630957344
Lee (2005) Nd,0.0835,0.08,2,2,0.1,0.051151089,0.954992586
Lee (2005) Nd,0.0285,0.03,2,2,0.1,0.044837645,1.230268771
Lee (2005) Nd,0.0114,0.01,2,2,0.1,0.041450132,1.412537545
Lee (2005) Nd,0.262,0.26,3,3,0.1,0.074253556,0.34673685
Lee (2005) Nd,0.134,0.13,3,3,0.1,0.048273748,1.071519305
Lee (2005) Nd,0.0835,0.08,3,3,0.1,0.040337083,1.479108388
Lee (2005) Nd,0.0285,0.03,3,3,0.1,0.033900091,1.9498446
Lee (2005) Nd,0.0114,0.01,3,3,0.1,0.030387123,2.290867653
Li (1987) Nd,0.01,0.01,1,1,0.05000119,0.0239,1.0921
Li (1987) Nd,0.01,0.01,1,1,0.09999803,0.0683,0.4641
Li (1987) Nd,0.01,0.01,1,1,0.1500057,0.117,0.2821
Li (1987) Nd,0.01,0.01,1,1,0.200004,0.168,0.1905
Li (1987) Nd,0.01,0.01,1,1,0.30001149,0.2637,0.1377
Li (1987) Nd,0.05,0.05,1,1,0.03453582,0.0201,0.7182
Li (1987) Nd,0.05,0.05,1,1,0.09996185,0.0757,0.3205
Li (1987) Nd,0.05,0.05,1,1,0.19999308,0.1722,0.1614
Li (1987) Nd,0.1,0.1,1,1,0.04999817,0.0389,0.2853
Li (1987) Nd,0.1,0.1,1,1,0.1499974,0.133,0.1278
Li (1987) Nd,0.1,0.1,1,1,0.19999876,0.1807,0.1068
Li (1987) Nd,0.1,0.1,1,1,0.2500032,0.232,0.0776
Li (1987) Nd,0.1,0.1,1,1,0.30001216,0.2807,0.0688
Li (1987) Nd,0.3,0.3,1,1,0.01996974,0.0189,0.0566
Li (1987) Nd,0.3,0.3,1,1,0.04997968,0.0478,0.0456
Li (1987) Nd,0.3,0.3,1,1,0.15000144,0.1464,0.0246
Li (1987) Nd,0.3,0.3,1,1,0.29998765,0.2957,0.0145
Li (1987) Nd,0.5,0.5,1,1,0.04999786,0.0482,0.0373
Li (1987) Nd,0.5,0.5,1,1,0.10000096,0.0976,0.0246
Li (1987) Nd,0.5,0.5,1,1,0.20000784,0.1968,0.0163
1 label Feed H+[M] Feed H+[M] PC88A[M] PC88A[M] Feed Nd[M] Xaq Nd D Nd
2 Lyon (2016) Nd 0.01 0.01 1 1 0.08666112 0.05352756 0.619
3 Lyon (2016) Nd 0.05 0.05 1 1 0.08666112 0.060900295 0.423
4 Lyon (2016) Nd 0.1 0.1 1 1 0.08666112 0.067916239 0.276
5 Lyon (2016) Nd 0.3 0.3 1 1 0.08666112 0.084878668 0.021
6 Lyon (2016) Nd 0.01 0.01 1 1 0.042983916 0.015124531 1.842
7 Lyon (2016) Nd 0.05 0.05 1 1 0.042983916 0.020410216 1.106
8 Lyon (2016) Nd 0.1 0.1 1 1 0.042983916 0.026354332 0.631
9 Lyon (2016) Nd 0.3 0.3 1 1 0.042983916 0.039290599 0.094
10 Lyon (2016) Nd 0.01 0.01 1 1 0.005546312 3.16E-05 174.668
11 Lyon (2016) Nd 0.05 0.05 1 1 0.005546312 0.000451912 11.273
12 Lyon (2016) Nd 0.1 0.1 1 1 0.005546312 0.001558828 2.558
13 Lyon (2016) Nd 0.3 0.3 1 1 0.005546312 0.005400498 0.027
14 Lee (2005) Nd 0.251 0.25 1 1 0.1 0.087622932 0.141253754
15 Lee (2005) Nd 0.251 0.25 1.5 1.5 0.1 0.07955199 0.257039578
16 Lee (2005) Nd 0.251 0.25 2 2 0.1 0.074253556 0.34673685
17 Lee (2005) Nd 0.251 0.25 2.5 2.5 0.1 0.071525275 0.398107171
18 Lee (2005) Nd 0.251 0.25 3 3 0.1 0.066613942 0.501187234
19 Lee (2005) Nd 0.134 0.13 1 1 0.1 0.075124079 0.331131121
20 Lee (2005) Nd 0.0835 0.08 1 1 0.1 0.065582051 0.52480746
21 Lee (2005) Nd 0.0285 0.03 1 1 0.1 0.059662917 0.676082975
22 Lee (2005) Nd 0.262 0.26 2 2 0.1 0.079923999 0.251188643
23 Lee (2005) Nd 0.134 0.13 2 2 0.1 0.061313682 0.630957344
24 Lee (2005) Nd 0.0835 0.08 2 2 0.1 0.051151089 0.954992586
25 Lee (2005) Nd 0.0285 0.03 2 2 0.1 0.044837645 1.230268771
26 Lee (2005) Nd 0.0114 0.01 2 2 0.1 0.041450132 1.412537545
27 Lee (2005) Nd 0.262 0.26 3 3 0.1 0.074253556 0.34673685
28 Lee (2005) Nd 0.134 0.13 3 3 0.1 0.048273748 1.071519305
29 Lee (2005) Nd 0.0835 0.08 3 3 0.1 0.040337083 1.479108388
30 Lee (2005) Nd 0.0285 0.03 3 3 0.1 0.033900091 1.9498446
31 Lee (2005) Nd 0.0114 0.01 3 3 0.1 0.030387123 2.290867653
32 Li (1987) Nd 0.01 0.01 1 1 0.05000119 0.0239 1.0921
33 Li (1987) Nd 0.01 0.01 1 1 0.09999803 0.0683 0.4641
34 Li (1987) Nd 0.01 0.01 1 1 0.1500057 0.117 0.2821
35 Li (1987) Nd 0.01 0.01 1 1 0.200004 0.168 0.1905
36 Li (1987) Nd 0.01 0.01 1 1 0.30001149 0.2637 0.1377
37 Li (1987) Nd 0.05 0.05 1 1 0.03453582 0.0201 0.7182
38 Li (1987) Nd 0.05 0.05 1 1 0.09996185 0.0757 0.3205
39 Li (1987) Nd 0.05 0.05 1 1 0.19999308 0.1722 0.1614
40 Li (1987) Nd 0.1 0.1 1 1 0.04999817 0.0389 0.2853
41 Li (1987) Nd 0.1 0.1 1 1 0.1499974 0.133 0.1278
42 Li (1987) Nd 0.1 0.1 1 1 0.19999876 0.1807 0.1068
43 Li (1987) Nd 0.1 0.1 1 1 0.2500032 0.232 0.0776
44 Li (1987) Nd 0.1 0.1 1 1 0.30001216 0.2807 0.0688
45 Li (1987) Nd 0.3 0.3 1 1 0.01996974 0.0189 0.0566
46 Li (1987) Nd 0.3 0.3 1 1 0.04997968 0.0478 0.0456
47 Li (1987) Nd 0.3 0.3 1 1 0.15000144 0.1464 0.0246
48 Li (1987) Nd 0.3 0.3 1 1 0.29998765 0.2957 0.0145
49 Li (1987) Nd 0.5 0.5 1 1 0.04999786 0.0482 0.0373
50 Li (1987) Nd 0.5 0.5 1 1 0.10000096 0.0976 0.0246
51 Li (1987) Nd 0.5 0.5 1 1 0.20000784 0.1968 0.0163

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data/csvs/labeled_zeroes_removed_pr.csv Normal file
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label,Feed H+[M],Feed H+[M],PC88A[M],PC88A[M],Feed Pr[M],Xaq Pr,D Pr
Lyon (2016) Pr,0.03,0.03,1,1,0.09296866,0.06556323,0.418
Lyon (2016) Pr,0.05,0.05,1,1,0.09296866,0.066835844,0.391
Lyon (2016) Pr,0.1,0.1,1,1,0.09296866,0.080076365,0.161
Lyon (2016) Pr,0.3,0.3,1,1,0.09296866,0.091957131,0.011
Lyon (2016) Pr,0.03,0.03,1,1,0.047548856,0.02373882,1.003
Lyon (2016) Pr,0.05,0.05,1,1,0.047548856,0.025646632,0.854
Lyon (2016) Pr,0.1,0.1,1,1,0.047548856,0.034988121,0.359
Lyon (2016) Pr,0.3,0.3,1,1,0.047548856,0.045371046,0.048
Lyon (2016) Pr,0.01,0.01,1,1,0.00638716,5.54E-05,114.332
Lyon (2016) Pr,0.05,0.05,1,1,0.00638716,0.000669233,8.544
Lyon (2016) Pr,0.1,0.1,1,1,0.00638716,0.002264147,1.821
Lyon (2016) Pr,0.3,0.3,1,1,0.00638716,0.006323921,0.01
Li (1987) Pr,0.01,0.01,1,1,0.04999995,0.0259,0.9305
Li (1987) Pr,0.01,0.01,1,1,0.09999925,0.0725,0.3793
Li (1987) Pr,0.01,0.01,1,1,0.20000715,0.1673,0.1955
Li (1987) Pr,0.01,0.01,1,1,0.29999192,0.2648,0.1329
Li (1987) Pr,0.03,0.03,1,1,0.05000109,0.0307,0.6287
Li (1987) Pr,0.03,0.03,1,1,0.10009624,0.0776,0.2899
Li (1987) Pr,0.03,0.03,1,1,0.20000456,0.1736,0.1521
Li (1987) Pr,0.03,0.03,1,1,0.2999997,0.273,0.0989
Li (1987) Pr,0.05,0.05,1,1,0.05002915,0.0349,0.4335
Li (1987) Pr,0.05,0.05,1,1,0.09997622,0.0809,0.2358
Li (1987) Pr,0.05,0.05,1,1,0.14999553,0.1299,0.1547
Li (1987) Pr,0.05,0.05,1,1,0.25001088,0.2272,0.1004
Li (1987) Pr,0.07,0.07,1,1,0.04999995,0.0385,0.2987
Li (1987) Pr,0.07,0.07,1,1,0.09999936,0.0864,0.1574
Li (1987) Pr,0.07,0.07,1,1,0.14998624,0.1343,0.1168
Li (1987) Pr,0.07,0.07,1,1,0.24999474,0.2334,0.0711
Li (1987) Pr,0.1,0.1,1,1,0.0499992,0.0415,0.2048
Li (1987) Pr,0.1,0.1,1,1,0.10000199,0.0901,0.1099
Li (1987) Pr,0.1,0.1,1,1,0.1999998,0.189,0.0582
Li (1987) Pr,0.1,0.1,1,1,0.30000544,0.2888,0.0388
1 label Feed H+[M] Feed H+[M] PC88A[M] PC88A[M] Feed Pr[M] Xaq Pr D Pr
2 Lyon (2016) Pr 0.03 0.03 1 1 0.09296866 0.06556323 0.418
3 Lyon (2016) Pr 0.05 0.05 1 1 0.09296866 0.066835844 0.391
4 Lyon (2016) Pr 0.1 0.1 1 1 0.09296866 0.080076365 0.161
5 Lyon (2016) Pr 0.3 0.3 1 1 0.09296866 0.091957131 0.011
6 Lyon (2016) Pr 0.03 0.03 1 1 0.047548856 0.02373882 1.003
7 Lyon (2016) Pr 0.05 0.05 1 1 0.047548856 0.025646632 0.854
8 Lyon (2016) Pr 0.1 0.1 1 1 0.047548856 0.034988121 0.359
9 Lyon (2016) Pr 0.3 0.3 1 1 0.047548856 0.045371046 0.048
10 Lyon (2016) Pr 0.01 0.01 1 1 0.00638716 5.54E-05 114.332
11 Lyon (2016) Pr 0.05 0.05 1 1 0.00638716 0.000669233 8.544
12 Lyon (2016) Pr 0.1 0.1 1 1 0.00638716 0.002264147 1.821
13 Lyon (2016) Pr 0.3 0.3 1 1 0.00638716 0.006323921 0.01
14 Li (1987) Pr 0.01 0.01 1 1 0.04999995 0.0259 0.9305
15 Li (1987) Pr 0.01 0.01 1 1 0.09999925 0.0725 0.3793
16 Li (1987) Pr 0.01 0.01 1 1 0.20000715 0.1673 0.1955
17 Li (1987) Pr 0.01 0.01 1 1 0.29999192 0.2648 0.1329
18 Li (1987) Pr 0.03 0.03 1 1 0.05000109 0.0307 0.6287
19 Li (1987) Pr 0.03 0.03 1 1 0.10009624 0.0776 0.2899
20 Li (1987) Pr 0.03 0.03 1 1 0.20000456 0.1736 0.1521
21 Li (1987) Pr 0.03 0.03 1 1 0.2999997 0.273 0.0989
22 Li (1987) Pr 0.05 0.05 1 1 0.05002915 0.0349 0.4335
23 Li (1987) Pr 0.05 0.05 1 1 0.09997622 0.0809 0.2358
24 Li (1987) Pr 0.05 0.05 1 1 0.14999553 0.1299 0.1547
25 Li (1987) Pr 0.05 0.05 1 1 0.25001088 0.2272 0.1004
26 Li (1987) Pr 0.07 0.07 1 1 0.04999995 0.0385 0.2987
27 Li (1987) Pr 0.07 0.07 1 1 0.09999936 0.0864 0.1574
28 Li (1987) Pr 0.07 0.07 1 1 0.14998624 0.1343 0.1168
29 Li (1987) Pr 0.07 0.07 1 1 0.24999474 0.2334 0.0711
30 Li (1987) Pr 0.1 0.1 1 1 0.0499992 0.0415 0.2048
31 Li (1987) Pr 0.1 0.1 1 1 0.10000199 0.0901 0.1099
32 Li (1987) Pr 0.1 0.1 1 1 0.1999998 0.189 0.0582
33 Li (1987) Pr 0.1 0.1 1 1 0.30000544 0.2888 0.0388

21
data/csvs/labeled_zeroes_removed_sm.csv Normal file
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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed Sm[M],Xaq Sm,D Sm
Li (1987) Sm,0.01,0.01,1,1,0.050050300000000006,0.0115,3.3522
Li (1987) Sm,0.01,0.01,1,1,0.09997919999999999,0.048,1.0829
Li (1987) Sm,0.01,0.01,1,1,0.1500016,0.0944,0.589
Li (1987) Sm,0.01,0.01,1,1,0.24999968,0.1864,0.3412
Li (1987) Sm,0.01,0.01,1,1,0.30000263,0.2371,0.2653
Li (1987) Sm,0.05,0.05,1,1,0.05032248,0.0156,2.2258
Li (1987) Sm,0.05,0.05,1,1,0.10000216,0.0556,0.7986
Li (1987) Sm,0.05,0.05,1,1,0.15000255,0.1035,0.4493
Li (1987) Sm,0.05,0.05,1,1,0.30392343,0.1997,0.5219
Li (1987) Sm,0.05,0.05,1,1,0.30000411,0.2471,0.2141
Li (1987) Sm,0.1,0.1,1,1,0.04999989,0.0219,1.2831
Li (1987) Sm,0.1,0.1,1,1,0.09999773,0.0623,0.6051
Li (1987) Sm,0.1,0.1,1,1,0.15000375,0.1105,0.3575
Li (1987) Sm,0.1,0.1,1,1,0.2500038,0.2073,0.20600000000000002
Li (1987) Sm,0.1,0.1,1,1,0.30061536,0.2572,0.1688
Li (1987) Sm,0.3,0.3,1,1,0.0502452,0.0408,0.2315
Li (1987) Sm,0.3,0.3,1,1,0.09999592,0.0842,0.1876
Li (1987) Sm,0.3,0.3,1,1,0.14999496,0.1334,0.1244
Li (1987) Sm,0.3,0.3,1,1,0.1999935,0.1814,0.1025
Li (1987) Sm,0.3,0.3,1,1,0.30001088,0.2782,0.0784
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed Sm[M] Xaq Sm D Sm
2 Li (1987) Sm 0.01 0.01 1 1 0.050050300000000006 0.0115 3.3522
3 Li (1987) Sm 0.01 0.01 1 1 0.09997919999999999 0.048 1.0829
4 Li (1987) Sm 0.01 0.01 1 1 0.1500016 0.0944 0.589
5 Li (1987) Sm 0.01 0.01 1 1 0.24999968 0.1864 0.3412
6 Li (1987) Sm 0.01 0.01 1 1 0.30000263 0.2371 0.2653
7 Li (1987) Sm 0.05 0.05 1 1 0.05032248 0.0156 2.2258
8 Li (1987) Sm 0.05 0.05 1 1 0.10000216 0.0556 0.7986
9 Li (1987) Sm 0.05 0.05 1 1 0.15000255 0.1035 0.4493
10 Li (1987) Sm 0.05 0.05 1 1 0.30392343 0.1997 0.5219
11 Li (1987) Sm 0.05 0.05 1 1 0.30000411 0.2471 0.2141
12 Li (1987) Sm 0.1 0.1 1 1 0.04999989 0.0219 1.2831
13 Li (1987) Sm 0.1 0.1 1 1 0.09999773 0.0623 0.6051
14 Li (1987) Sm 0.1 0.1 1 1 0.15000375 0.1105 0.3575
15 Li (1987) Sm 0.1 0.1 1 1 0.2500038 0.2073 0.20600000000000002
16 Li (1987) Sm 0.1 0.1 1 1 0.30061536 0.2572 0.1688
17 Li (1987) Sm 0.3 0.3 1 1 0.0502452 0.0408 0.2315
18 Li (1987) Sm 0.3 0.3 1 1 0.09999592 0.0842 0.1876
19 Li (1987) Sm 0.3 0.3 1 1 0.14999496 0.1334 0.1244
20 Li (1987) Sm 0.3 0.3 1 1 0.1999935 0.1814 0.1025
21 Li (1987) Sm 0.3 0.3 1 1 0.30001088 0.2782 0.0784

21
data/csvs/labeled_zeroes_removed_y.csv Normal file
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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed Y[M],Xaq Y,D Y
Li (1987) Y,0.1,0.1,1,1,0.1500005,0.047,2.1915
Li (1987) Y,0.1,0.1,1,1,0.19999809,0.0857,1.3337
Li (1987) Y,0.1,0.1,1,1,0.2999996,0.1772,0.693
Li (1987) Y,0.5,0.5,1,1,0.05,0.016,2.125
Li (1987) Y,0.5,0.5,1,1,0.10000039999999999,0.0445,1.2472
Li (1987) Y,0.5,0.5,1,1,0.15000048,0.0828,0.8116
Li (1987) Y,0.5,0.5,1,1,0.19999436,0.1214,0.6474
Li (1987) Y,0.5,0.5,1,1,0.29999366,0.2083,0.4402
Li (1987) Y,1.0,1.0,1,1,0.04999995,0.0333,0.5015
Li (1987) Y,1.0,1.0,1,1,0.09999846,0.0694,0.4409
Li (1987) Y,1.0,1.0,1,1,0.15000104,0.1108,0.3538
Li (1987) Y,1.0,1.0,1,1,0.19999756,0.1526,0.3106
Li (1987) Y,1.0,1.0,1,1,0.29999472,0.2416,0.2417
Li (1987) Y,1.0,1.0,1,1,0.25000384,0.1984,0.2601
Li (1987) Y,1.5,1.5,1,1,0.050001300000000005,0.0405,0.2346
Li (1987) Y,1.5,1.5,1,1,0.09999854,0.0838,0.1933
Li (1987) Y,1.5,1.5,1,1,0.19999977,0.1753,0.1409
Li (1987) Y,2.0,2.0,1,1,0.09999804,0.0908,0.1013
Li (1987) Y,2.0,2.0,1,1,0.19992651,0.1851,0.0801
Li (1987) Y,2.0,2.0,1,1,0.30001335,0.2821,0.0635
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed Y[M] Xaq Y D Y
2 Li (1987) Y 0.1 0.1 1 1 0.1500005 0.047 2.1915
3 Li (1987) Y 0.1 0.1 1 1 0.19999809 0.0857 1.3337
4 Li (1987) Y 0.1 0.1 1 1 0.2999996 0.1772 0.693
5 Li (1987) Y 0.5 0.5 1 1 0.05 0.016 2.125
6 Li (1987) Y 0.5 0.5 1 1 0.10000039999999999 0.0445 1.2472
7 Li (1987) Y 0.5 0.5 1 1 0.15000048 0.0828 0.8116
8 Li (1987) Y 0.5 0.5 1 1 0.19999436 0.1214 0.6474
9 Li (1987) Y 0.5 0.5 1 1 0.29999366 0.2083 0.4402
10 Li (1987) Y 1.0 1.0 1 1 0.04999995 0.0333 0.5015
11 Li (1987) Y 1.0 1.0 1 1 0.09999846 0.0694 0.4409
12 Li (1987) Y 1.0 1.0 1 1 0.15000104 0.1108 0.3538
13 Li (1987) Y 1.0 1.0 1 1 0.19999756 0.1526 0.3106
14 Li (1987) Y 1.0 1.0 1 1 0.29999472 0.2416 0.2417
15 Li (1987) Y 1.0 1.0 1 1 0.25000384 0.1984 0.2601
16 Li (1987) Y 1.5 1.5 1 1 0.050001300000000005 0.0405 0.2346
17 Li (1987) Y 1.5 1.5 1 1 0.09999854 0.0838 0.1933
18 Li (1987) Y 1.5 1.5 1 1 0.19999977 0.1753 0.1409
19 Li (1987) Y 2.0 2.0 1 1 0.09999804 0.0908 0.1013
20 Li (1987) Y 2.0 2.0 1 1 0.19992651 0.1851 0.0801
21 Li (1987) Y 2.0 2.0 1 1 0.30001335 0.2821 0.0635