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40
40
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stringlengths
3
38
sio2
float64
0
96.3
sio2_rmsep
float64
5
7.1
sio2_shots_stdev
float64
0
19.5
tio2
float64
0
25
tio2_rmsep
float64
0.2
11.8
tio2_shots_stdev
float64
0
6.05
al2o3
float64
0
37.3
al2o3_rmsep
float64
2.5
4.3
al2o3_shots_stdev
float64
0
6
feot
float64
0
52.9
feot_rmsep
float64
1.6
5
feot_shots_stdev
float64
0
15
mgo
float64
0.2
36.9
mgo_rmsep
float64
1.4
5.5
mgo_shots_stdev
float64
0
7.8
cao
float64
0
51.6
cao_rmsep
float64
0.8
7.3
cao_shots_stdev
float64
0
14.8
na2o
float64
0
42.7
na2o_rmsep
float64
0.28
3.17
na2o_shots_stdev
float64
0
4.85
k2o
float64
0
11.4
k2o_rmsep
float64
0.51
1.53
k2o_shots_stdev
float64
0
1.5
mno
float64
0
24.5
mno_rmsep
float64
0.02
2.55
mno_shots_stdev
float64
0
11.8
sum_of_oxides
float64
33.8
109
distance_m
float64
1.57
7.45
laser_power
stringclasses
4 values
spectrum_total
float64
40,900B
3,080,000B
sol_range_min
int64
0
4.49k
sol_range_max
int64
89
4.61k
CL5_401928245CCS_F0042778CCAM01050P3.CSV
Akaitcho
42.9
5.2
2.1
0.84
0.46
0.18
9.4
3.5
1.7
17.8
3.7
1.1
6.7
2.1
0.7
9.1
2.7
0.9
1.95
0.63
0.58
0.37
0.62
0.18
0.18
0.06
0.02
89.19
2.66078
100A/95A/95A
463,000,000,000,000
0
89
CL5_401928321CCS_F0042778CCAM01050P3.CSV
Akaitcho
42.8
5.2
1.3
1.16
0.53
0.21
10.6
3.5
2.6
19.9
3.9
1.1
5.5
1.9
1.8
6.4
2.1
0.4
2.24
0.62
0.45
0.48
0.66
0.26
0.12
0.05
0.02
89.17
2.66078
100A/95A/95A
569,000,000,000,000
0
89
CL5_401928397CCS_F0042778CCAM01050P3.CSV
Akaitcho
44.3
5.1
1.3
0.99
0.49
0.09
8.6
3.4
0.6
18.7
3.8
0.3
9.9
2.6
0.4
5.5
1.8
0.7
1.88
0.63
0.15
0.14
0.55
0.03
0.12
0.05
0.02
90.02
2.66078
100A/95A/95A
517,000,000,000,000
0
89
CL5_401928508CCS_F0042778CCAM01050P3.CSV
Akaitcho
43.7
5.1
3.5
0.83
0.46
0.11
9.9
3.5
3.9
18.2
3.7
2.2
7.4
2.2
0.8
8.1
2.5
1.2
2.09
0.63
0.73
0.31
0.6
0.08
0.15
0.06
0.03
90.6
2.66078
100A/95A/95A
468,000,000,000,000
0
89
CL5_401928583CCS_F0042778CCAM01050P3.CSV
Akaitcho
45.3
5
4.1
0.96
0.49
0.23
10.1
3.5
1.2
19.9
3.9
0.9
6.3
2
1
7
2.2
0.9
2.5
0.62
0.47
0.4
0.63
0.12
0.15
0.06
0.02
92.52
2.66828
100A/95A/95A
439,000,000,000,000
0
89
CL5_401928761CCS_F0042778CCAM01050P3.CSV
Akaitcho
42.9
5.2
1.3
1.2
0.54
0.21
9.2
3.5
0.9
20.2
3.9
0.7
4.9
1.9
1.5
7.8
2.4
0.9
2.28
0.62
0.26
0.23
0.58
0.07
0.12
0.05
0.02
88.85
2.66828
100A/95A/95A
686,000,000,000,000
0
89
CL5_401928872CCS_F0042778CCAM01050P3.CSV
Akaitcho
48.6
5
3.5
1.12
0.52
0.12
12.3
3.6
2.2
17.4
3.6
1.2
5.5
1.9
0.9
5.3
1.8
0.8
2.87
0.62
0.57
1.28
0.97
0.57
0.1
0.05
0.02
94.52
2.66828
100A/95A/95A
592,000,000,000,000
0
89
CL5_401928948CCS_F0042778CCAM01050P3.CSV
Akaitcho
40.5
5.4
1.6
1.05
0.5
0.15
7.8
3.4
0.9
20.8
4
1.1
5.9
2
1.7
5.8
1.9
1.1
2.17
0.62
0.23
0.48
0.66
0.18
0.14
0.06
0.03
84.65
2.66828
100A/95A/95A
836,000,000,000,000
0
89
CL5_401929025CCS_F0042778CCAM01050P3.CSV
Akaitcho
49.3
5
1.1
1.14
0.52
0.08
12.1
3.6
0.9
17.2
3.6
0.5
6.1
2
0.2
6.2
2
0.4
3.47
0.65
0.32
0.59
0.7
0.08
0.13
0.05
0.01
96.32
2.6601
100A/95A/95A
596,000,000,000,000
0
89
CL5_401839931CCS_F0042644CCAM02049P3.CSV
Anton
53.5
5.1
0.5
1.03
0.5
0.09
16
3.7
0.5
15.3
3.4
0.4
2.6
1.6
0.1
6.1
2
0.5
5
0.86
0.18
1.03
0.88
0.12
0.12
0.05
0.01
100.77
3.08508
100A/95A/95A
524,000,000,000,000
0
89
CL5_401840001CCS_F0042644CCAM02049P3.CSV
Anton
49.7
5
0.4
0.72
0.43
0.04
14.8
3.6
1
13.2
3.1
0.3
10.5
2.7
0.6
6.3
2.1
0.3
2.97
0.62
0.12
0.59
0.7
0.03
0.15
0.06
0.01
99.02
3.08508
100A/95A/95A
540,000,000,000,000
0
89
CL5_401840070CCS_F0042644CCAM02049P3.CSV
Anton
46.9
5
0.6
1.51
0.62
0.06
11.8
3.6
0.3
17.3
3.6
0.4
7.2
2.2
0.2
6.6
2.1
0.3
3.55
0.66
0.08
0.72
0.75
0.03
0.15
0.06
0.01
95.79
3.08508
100A/95A/95A
861,000,000,000,000
0
89
CL5_401840139CCS_F0042644CCAM02049P3.CSV
Anton
48.2
5
1.2
0.87
0.47
0.1
13.8
3.6
1.9
16.6
3.6
1.7
8.3
2.3
0.9
8
2.5
0.5
2.4
0.62
0.28
0.32
0.6
0.08
0.11
0.05
0.03
98.66
3.08508
100A/95A/95A
279,000,000,000,000
0
89
CL5_401840209CCS_F0042644CCAM02049P3.CSV
Anton
53.7
5.1
0.5
0.76
0.44
0.01
18.8
3.7
0.3
11.4
2.9
0.6
0.9
1.5
0.1
6.7
2.2
0.1
6.53
1
0.2
0.56
0.69
0.03
0.07
0.04
0.01
99.33
3.08508
100A/95A/95A
420,000,000,000,000
0
89
CL5_402372930CCS_F0043232CCAM01055P3.CSV
Bathurst
41.2
5.3
1
1.18
0.53
0.11
7.1
3.3
0.3
20.1
3.9
0.2
10.2
2.6
0.5
5.5
1.8
0.7
1.85
0.63
0.09
1.86
1.13
0.14
0.2
0.07
0.01
89.29
2.52397
100A/95A/95A
1,240,000,000,000,000
0
89
CL5_402373071CCS_F0043232CCAM01055P3.CSV
Bathurst
42.8
5.2
0.8
1.31
0.57
0.14
7.3
3.3
0.3
20
3.9
0.2
11.7
2.8
0.8
3.9
1.4
0.6
2.13
0.62
0.1
1.98
1.15
0.16
0.2
0.07
0.01
91.3
2.52397
100A/95A/95A
1,200,000,000,000,000
0
89
CL5_400422236CCS_F0040000CCAM04033P3.CSV
Beaulieu
43
5.2
1.4
0.83
0.46
0.16
8.1
3.4
0.7
18.6
3.8
1
9.1
2.5
0.8
7.6
2.4
0.8
1.88
0.63
0.23
0.18
0.56
0.05
0.12
0.05
0.03
89.45
3.14263
100A/95A/95A
414,000,000,000,000
0
89
CL5_400422333CCS_F0040000CCAM04033P3.CSV
Beaulieu
55.2
5.1
0.5
0.74
0.43
0.01
21
3.7
0.2
2.5
1.8
0.3
2.1
1.6
0.1
9.8
2.8
0.1
6.72
1.01
0.12
1.72
1.11
0.12
0.12
0.05
0.01
99.97
3.14263
100A/95A/95A
500,000,000,000,000
0
89
CL5_400422430CCS_F0040000CCAM04033P3.CSV
Beaulieu
60.5
5.3
0.3
0.69
0.42
0.03
17.6
3.7
1
1.8
1.7
1
1.7
1.6
0.2
4.5
1.6
0.2
6.07
0.97
0.14
3.05
1.16
0.3
0.12
0.05
0.02
96.07
3.14263
100A/95A/95A
455,000,000,000,000
0
89
CL5_400422527CCS_F0040000CCAM04033P3.CSV
Beaulieu
66.1
5.4
1.1
0.64
0.4
0.01
20.4
3.7
0.3
0.5
1.6
0.3
1.2
1.5
0.1
4.8
1.7
0.2
4.11
0.72
0.37
0.38
0.62
0.05
0.06
0.03
0.02
98.16
3.14263
100A/95A/95A
278,000,000,000,000
0
89
CL5_400422624CCS_F0040000CCAM04033P3.CSV
Beaulieu
50.9
5
1.1
1.05
0.5
0.04
13.4
3.6
1.1
20.3
4
0.4
3.6
1.7
0.3
5.8
1.9
0.3
3.32
0.64
0.34
0.33
0.61
0.04
0.07
0.04
0.01
98.78
3.14263
100A/95A/95A
539,000,000,000,000
0
89
CL5_399180779CCS_F0030078CCAM03019P3.CSV
Beechey
47.2
5
1.8
1
0.49
0.09
12.6
3.6
1.4
19.1
3.8
0.7
5.6
2
0.2
7.2
2.3
0.3
3.45
0.65
0.37
0.53
0.68
0.07
0.16
0.06
0.01
96.83
3.5574
100A/95A/95A
469,000,000,000,000
0
89
CL5_399180841CCS_F0030078CCAM03019P3.CSV
Beechey
51.2
5
0.8
0.73
0.43
0.01
20
3.7
0.4
11.4
2.9
0.7
1
1.5
0.1
9.1
2.7
0.2
5.53
0.92
0.11
0.44
0.65
0.05
0.05
0.03
0.02
99.49
3.5574
100A/95A/95A
270,000,000,000,000
0
89
CL5_399180903CCS_F0030078CCAM03019P3.CSV
Beechey
46.9
5
3.5
0.71
0.42
0.12
14.8
3.6
1.5
15.1
3.4
2.7
5.4
1.9
2
8.1
2.5
0.5
3.53
0.66
0.63
0.45
0.65
0.08
0.1
0.05
1.37
95.12
3.5574
100A/95A/95A
79,500,000,000,000
0
89
CL5_399180965CCS_F0030078CCAM03019P3.CSV
Beechey
49.7
5
2.1
0.69
0.42
0.08
18.4
3.7
2.7
14.3
3.3
1.8
5.3
1.9
1
9.5
2.8
0.9
4.27
0.74
0.68
0.61
0.71
0.13
0.14
0.06
0.03
102.87
3.5574
100A/95A/95A
167,000,000,000,000
0
89
CL5_399181027CCS_F0030078CCAM03019P3.CSV
Beechey
56.2
5.2
1
0.74
0.43
0.03
16.4
3.7
0.7
14.2
3.2
1.5
2.8
1.6
0.6
6.7
2.2
0.9
5.38
0.91
0.36
1.26
0.97
0.13
0.09
0.04
0.03
103.8
3.5574
100A/95A/95A
244,000,000,000,000
0
89
CL5_398645626CCS_F0030004CCAM02013P3.CSV
Coronation
45.8
5
0.4
0.97
0.49
0.02
11.6
3.5
0.5
17.9
3.7
0.3
4
1.8
0.1
8.4
2.6
0.2
3.79
0.68
0.18
0.66
0.73
0.03
0.16
0.06
0.01
93.27
2.70011
100A/95A/95A
1,020,000,000,000,000
0
89
CL5_404058450CCS_F0050104CCAM01074P3.CSV
Crestaurum
40
5.5
1
0.73
0.43
0.05
7.6
3.4
0.4
17.5
3.7
0.4
8.9
2.4
0.4
7.2
2.3
0.5
1.49
0.63
0.11
0.13
0.55
0.02
0.08
0.04
0.02
83.56
2.72127
100A/95A/95A
600,000,000,000,000
0
89
CL5_404121613CCS_F0050104CCAM05074P3.CSV
Crestaurum_1
39.5
5.6
1.2
0.78
0.44
0.07
7.6
3.4
0.5
18.3
3.7
0.6
8.1
2.3
0.8
7.1
2.3
0.4
1.59
0.63
0.11
0.15
0.55
0.05
0.09
0.04
0.02
83.31
2.7284
100A/95A/95A
540,000,000,000,000
0
89
CL5_404935691CCS_F0050104CCAM03083P3.CSV
Crestaurum_2
37.9
5.8
1.2
0.76
0.44
0.08
7.8
3.4
0.6
18.1
3.7
0.6
8.8
2.4
0.7
6.9
2.2
0.5
1.55
0.63
0.07
0.12
0.54
0.03
0.1
0.05
0.02
82.14
2.73341
100A/95A/95A
573,000,000,000,000
0
89
CL5_404935808CCS_F0050104CCAM03083P3.CSV
Crestaurum_2
37.1
5.9
1.3
0.75
0.44
0.08
7.7
3.4
0.5
17.9
3.7
0.5
9.2
2.5
0.5
7
2.2
0.4
1.48
0.63
0.08
0.1
0.54
0.02
0.11
0.05
0.01
81.25
2.73341
100A/95A/95A
589,000,000,000,000
0
89
CL5_404936263CCS_F0050104CCAM03083P3.CSV
Crestaurum_2
37.8
5.8
1.4
0.73
0.43
0.12
7.3
3.3
0.8
18.9
3.8
1.2
8
2.3
1.3
7.4
2.3
1.2
1.49
0.63
0.15
0.1
0.54
0.03
0.12
0.05
0.02
81.79
2.73341
100A/95A/95A
547,000,000,000,000
0
89
CL5_404936487CCS_F0050104CCAM03083P3.CSV
Crestaurum_2
38.2
5.7
3
0.74
0.43
0.1
7.9
3.4
1
18
3.7
0.9
8.5
2.4
0.7
7.1
2.3
0.7
1.66
0.64
0.29
0.15
0.55
0.04
0.11
0.05
0.03
82.36
2.73556
100A/95A/95A
459,000,000,000,000
0
89
CL5_403881980CCS_F0050104CCAM02072P3.CSV
Epworth
40.7
5.4
0.3
1.05
0.5
0.02
13.9
3.6
0.6
21.2
4
0.1
6.5
2.1
0.2
3.5
1.3
0.1
3.47
0.65
0.15
0.52
0.67
0.04
0.13
0.05
0.01
91.07
2.26872
100A/60A/60A
534,000,000,000,000
0
89
CL5_403882049CCS_F0050104CCAM02072P3.CSV
Epworth
46.8
5
1.4
1.13
0.52
0.05
15.9
3.6
1.8
20.3
4
0.6
5.2
1.9
0.6
5.5
1.8
0.4
4.03
0.71
0.65
0.49
0.66
0.09
0.1
0.05
0.01
99.42
2.26872
100A/60A/60A
236,000,000,000,000
0
89
CL5_403882117CCS_F0050104CCAM02072P3.CSV
Epworth
50.8
5
3.2
1.18
0.53
0.25
11
3.5
1.9
18.1
3.7
1
8
2.3
1
4
1.4
1.2
2.97
0.62
0.77
0.35
0.61
0.12
0.13
0.05
0.03
96.56
2.26872
100A/60A/60A
188,000,000,000,000
0
89
CL5_403882185CCS_F0050104CCAM02072P3.CSV
Epworth
51.3
5
2.3
0.75
0.44
0.01
10.6
3.5
0.9
23.1
4.2
3.7
4.2
1.8
0.9
2.9
1.2
0.3
2.29
0.62
0.3
0.07
0.53
0.03
0.11
0.05
0.02
95.31
2.26872
100A/60A/60A
342,000,000,000,000
0
89
CL5_403882253CCS_F0050104CCAM02072P3.CSV
Epworth
25.8
7.1
3
0.59
0.39
0.06
6.8
3.3
0.5
12.4
3
0.7
3.4
1.7
0.1
24.1
4.6
1.4
1.16
0.58
0.16
0.1
0.54
0.01
0.2
0.07
0.01
74.55
2.27768
100A/60A/60A
384,000,000,000,000
0
89
CL5_404502343CCS_F0050104CCAM01079P3.CSV
Epworth2
46.7
5
8
0.9
0.47
0.13
9.5
3.5
3.2
18.2
3.7
4.4
5.6
1.9
2.3
6.1
2
2
2.38
0.62
1.56
0.5
0.67
0.52
0.07
0.04
0.05
90.04
2.29127
100A/60A/60A
270,000,000,000,000
0
89
CL5_404502416CCS_F0050104CCAM01079P3.CSV
Epworth2
47.4
5
3
0.72
0.43
0.07
9.6
3.5
1.5
17.4
3.6
1.2
7.1
2.2
1.2
7
2.2
0.9
2.48
0.62
0.64
0.39
0.63
0.11
0.12
0.05
0.04
92.3
2.29127
100A/60A/60A
212,000,000,000,000
0
89
CL5_404502484CCS_F0050104CCAM01079P3.CSV
Epworth2
53.6
5.1
1.7
0.75
0.44
0.07
15.6
3.6
1.7
16.7
3.6
1.8
5.2
1.9
0.4
5.8
1.9
0.4
3.77
0.68
0.33
0.56
0.69
0.04
0.12
0.05
0.01
101.95
2.29127
100A/60A/60A
231,000,000,000,000
0
89
CL5_404502552CCS_F0050104CCAM01079P3.CSV
Epworth2
44
5.1
2.6
1.16
0.53
0.38
9.5
3.5
0.8
19.7
3.9
1
6.9
2.1
1
6.8
2.2
0.7
2.26
0.62
0.29
0.32
0.6
0.07
0.12
0.05
0.03
90.7
2.29127
100A/60A/60A
169,000,000,000,000
0
89
CL5_404502620CCS_F0050104CCAM01079P3.CSV
Epworth2
44.5
5.1
2.6
0.86
0.46
0.09
9.6
3.5
0.7
21.1
4
1.1
5.9
2
0.7
6
2
0.9
2.36
0.62
0.42
0.34
0.61
0.13
0.12
0.05
0.02
90.74
2.29127
100A/60A/60A
171,000,000,000,000
0
89
CL5_404502688CCS_F0050104CCAM01079P3.CSV
Epworth2
43.8
5.1
3.2
0.66
0.41
0.08
8.4
3.4
1.5
17.9
3.7
1.1
8
2.3
0.7
7.6
2.4
2.2
1.91
0.63
0.52
0.24
0.58
0.1
0.14
0.06
0.04
88.51
2.29634
100A/60A/60A
166,000,000,000,000
0
89
CL5_404502862CCS_F0050104CCAM01079P3.CSV
Epworth2
41.6
5.3
4
0.71
0.42
0.14
10.3
3.5
2
18.5
3.8
1
7.7
2.2
0.7
7
2.2
1.3
2
0.63
0.67
0.21
0.57
0.15
0.14
0.06
0.03
88.15
2.29634
100A/60A/60A
156,000,000,000,000
0
89
CL5_404502930CCS_F0050104CCAM01079P3.CSV
Epworth2
42.3
5.2
1.8
0.76
0.44
0.04
9.5
3.5
1.4
18.9
3.8
0.9
4.1
1.8
2.4
10.8
3
2.8
1.77
0.64
0.29
0.15
0.55
0.07
0.11
0.05
0.03
88.33
2.29634
100A/60A/60A
311,000,000,000,000
0
89
CL5_404502998CCS_F0050104CCAM01079P3.CSV
Epworth2
45.1
5
0.9
1.1
0.52
0.13
8.7
3.5
0.3
18.2
3.7
0.3
8.8
2.4
0.4
5.3
1.8
0.4
2.39
0.62
0.14
0.31
0.6
0.03
0.11
0.05
0.02
90
2.29634
100A/60A/60A
170,000,000,000,000
0
89
CL5_404503066CCS_F0050104CCAM01079P3.CSV
Epworth2
47.7
5
2.3
1.2
0.54
0.23
11.6
3.6
1.8
19.1
3.8
0.8
5.5
1.9
0.9
5.4
1.8
0.7
2.85
0.62
0.56
0.32
0.6
0.06
0.08
0.04
0.02
93.75
2.29634
100A/60A/60A
287,000,000,000,000
0
89
CL5_405024085CCS_F0050104CCAM02084P3.CSV
Epworth_3
36.2
6
2.3
1.55
0.63
0.58
8.1
3.4
0.6
22.1
4.1
3.7
6.7
2.1
1.3
6.4
2.1
0.5
2.07
0.63
0.37
0.22
0.57
0.08
0.21
0.07
0.05
83.45
2.27618
100A/60A/60A
110,000,000,000,000
0
89
CL5_405024165CCS_F0050104CCAM02084P3.CSV
Epworth_3
42.7
5.2
2.3
0.93
0.48
0.15
10.2
3.5
1.9
18.7
3.8
2.3
6.6
2.1
2.4
7.7
2.4
0.9
2.12
0.63
0.63
0.19
0.56
0.04
0.13
0.05
0.02
89.22
2.27618
100A/60A/60A
211,000,000,000,000
0
89
CL5_405024240CCS_F0050104CCAM02084P3.CSV
Epworth_3
41.8
5.3
0.7
0.66
0.41
0.1
5.8
3.2
1.6
16.4
3.5
1.4
5.4
1.9
1.4
14.2
3.3
4.2
1.14
0.58
0.4
0.07
0.53
0.08
0.2
0.07
0.05
85.71
2.27618
100A/60A/60A
223,000,000,000,000
0
89
CL5_405024443CCS_F0050104CCAM02084P3.CSV
Epworth_3
45.5
5
3.1
0.78
0.44
0.08
9.1
3.5
1.5
18.2
3.7
1.8
7.2
2.2
0.7
7.1
2.3
0.8
2.16
0.62
0.57
0.28
0.59
0.08
0.11
0.05
0.03
90.42
2.27618
100A/60A/60A
263,000,000,000,000
0
89
CL5_405024523CCS_F0050104CCAM02084P3.CSV
Epworth_3
39.7
5.5
4.5
0.93
0.48
0.19
8.9
3.5
0.8
19.2
3.8
1.4
7.1
2.1
1.5
7.2
2.3
0.9
2.02
0.63
0.26
0.23
0.58
0.08
0.11
0.05
0.03
85.35
2.27918
100A/60A/60A
155,000,000,000,000
0
89
CL5_405024832CCS_F0050104CCAM02084P3.CSV
Epworth_3
45.5
5
4
0.82
0.45
0.07
11.4
3.5
3
17.6
3.7
2.1
5.8
2
1.9
7.7
2.4
0.6
2.41
0.62
0.94
0.26
0.59
0.11
0.09
0.04
0.02
91.61
2.27918
100A/60A/60A
241,000,000,000,000
0
89
CL5_405024912CCS_F0050104CCAM02084P3.CSV
Epworth_3
47.5
5
3.2
0.8
0.45
0.11
10.9
3.5
2.4
17.4
3.6
2.1
7.7
2.2
1.3
7.7
2.4
1.1
2.51
0.62
0.93
0.36
0.62
0.13
0.13
0.05
0.02
94.99
2.27918
100A/60A/60A
187,000,000,000,000
0
89
CL5_405025115CCS_F0050104CCAM02084P3.CSV
Epworth_3
42.6
5.2
1.8
0.89
0.47
0.04
9.2
3.5
1.3
19.5
3.9
0.7
6.9
2.1
0.8
6.7
2.2
0.5
2.34
0.62
0.87
0.25
0.58
0.11
0.11
0.05
0.03
88.43
2.27918
100A/60A/60A
245,000,000,000,000
0
89
CL5_405025349CCS_F0050104CCAM02084P3.CSV
Epworth_3
46.8
5
3.3
0.76
0.44
0.1
10.6
3.5
1.5
18.5
3.8
2
8.3
2.3
0.9
6.8
2.2
1.1
2.72
0.62
0.6
0.25
0.58
0.09
0.13
0.05
0.03
94.72
2.27818
100A/60A/60A
169,000,000,000,000
0
89
CL5_405025429CCS_F0050104CCAM02084P3.CSV
Epworth_3
39.8
5.5
2.1
0.83
0.46
0.1
8.2
3.4
1
20.6
4
0.9
9.2
2.5
1.2
5.1
1.7
1.9
1.63
0.64
0.2
0.24
0.58
0.06
0.12
0.05
0.04
85.79
2.27818
100A/60A/60A
354,000,000,000,000
0
89
CL5_405025650CCS_F0050104CCAM02084P3.CSV
Epworth_3
45
5
1.6
0.87
0.47
0.07
11.5
3.5
1.3
18.6
3.8
0.7
5.6
1.9
0.9
8.7
2.6
1
2.56
0.62
0.34
0.15
0.55
0.04
0.16
0.06
0.03
93.02
2.27618
100A/60A/60A
200,000,000,000,000
0
89
CL5_405025722CCS_F0050104CCAM02084P3.CSV
Epworth_3
39.1
5.6
5.5
0.6
0.39
0.12
9
3.5
1.1
16.7
3.6
1.5
8.5
2.4
1
7.6
2.4
0.8
1.87
0.63
0.54
0.18
0.56
0.07
0.13
0.05
0.56
83.65
2.27618
100A/60A/60A
109,000,000,000,000
0
89
CL5_405025790CCS_F0050104CCAM02084P3.CSV
Epworth_3
49.9
5
2.8
0.63
0.4
0.08
14.4
3.6
1.6
15.1
3.4
1.4
8.2
2.3
2.2
5.2
1.8
1
3.12
0.63
0.4
0.34
0.61
0.06
0.14
0.06
1.57
97.08
2.27618
100A/60A/60A
65,800,000,000,000
0
89
CL5_405025858CCS_F0050104CCAM02084P3.CSV
Epworth_3
39.5
5.6
4.4
0.66
0.41
0.16
8.8
3.5
1
17.4
3.6
1.9
8.1
2.3
1.1
8.2
2.5
2.3
1.98
0.63
0.42
0.2
0.57
0.05
0.13
0.05
0.04
85.04
2.27618
100A/60A/60A
120,000,000,000,000
0
89
CL5_405025926CCS_F0050104CCAM02084P3.CSV
Epworth_3
47.6
5
5.7
0.86
0.46
0.1
14.1
3.6
3.5
16.4
3.5
2.4
5.5
1.9
1.1
6.5
2.1
0.8
3.58
0.66
0.96
0.24
0.58
0.06
0.14
0.06
0.02
94.83
2.27618
100A/60A/60A
124,000,000,000,000
0
89
CL5_398737278CCS_F0030004CCAM02014P3.CSV
Goulburn_3
47.4
5
3.5
7.24
3.29
4.15
22.3
3.8
2.5
15.9
3.5
3.8
4.4
1.8
0.3
3.7
1.4
0.6
3.31
0.64
0.25
0.97
0.85
0.19
0
0.02
0.35
105.26
5.95906
100A/95A/95A
210,000,000,000,000
0
89
CL5_398825061CCS_F0030004CCAM01015P3.CSV
Goulburn_4
45.7
5
1.4
0.98
0.49
0.18
19.1
3.7
3.8
26.4
4.4
6.4
1.4
1.5
0.6
4.4
1.5
1.5
4.86
0.84
0.97
0.59
0.7
0.16
0.05
0.03
0.03
103.39
5.81117
100A/95A/95A
517,000,000,000,000
0
89
CL5_399179536CCS_F0030078CCAM02019P3.CSV
Goulburn_7
50.3
5
0.8
1.05
0.5
0.1
21.7
3.8
0.7
5.8
2.1
1
2.6
1.6
0.3
4.7
1.6
0.9
4.22
0.73
0.31
1.3
0.98
0.13
0.07
0.04
0.77
91.81
5.02842
100A/95A/95A
137,000,000,000,000
0
89
CL5_399179597CCS_F0030078CCAM02019P3.CSV
Goulburn_7
53.8
5.1
2.7
0.49
0.35
0.06
18.5
3.7
1.3
8.1
2.4
3.2
5.7
2
1.6
4.1
1.5
0.7
3.41
0.65
0.77
0.77
0.77
0.13
0.21
0.07
0.24
95.08
5.02842
100A/95A/95A
191,000,000,000,000
0
89
CL5_399179658CCS_F0030078CCAM02019P3.CSV
Goulburn_7
53.1
5.1
1.1
0.86
0.46
0.16
22.6
3.8
1
4.5
2
1.3
1.6
1.5
0.3
6.9
2.2
0.9
5.35
0.9
0.16
2.03
1.16
0.39
0.1
0.05
2
97.06
5.02842
100A/95A/95A
122,000,000,000,000
0
89
CL5_399179780CCS_F0030078CCAM02019P3.CSV
Goulburn_7
47.7
5
1.3
0.74
0.43
0.02
26.9
4
1.3
2.2
1.8
2
0.8
1.5
0.4
10.3
2.9
0.3
6.34
0.99
0.16
1.22
0.95
0.14
6.41
0.87
2.53
102.54
5.02842
100A/95A/95A
92,300,000,000,000
0
89
CL5_399181483CCS_F0030078CCAM04019P3.CSV
Goulburn_8
54
5.1
1.9
1.92
0.73
2.06
21.1
3.7
1.1
7.8
2.4
1.2
3.2
1.7
0.3
8.2
2.5
2.2
2.69
0.62
0.33
0.28
0.59
0.06
0.09
0.04
0.03
99.26
4.95266
100A/95A/95A
330,000,000,000,000
0
89
CL5_401484238CCS_F0042002CCAM01045P3.CSV
Jake
48.9
5
0.7
0.64
0.4
0.01
16.5
3.7
1.5
21.4
4.1
0.3
7.3
2.2
0.6
1.8
1
0.3
4.97
0.85
0.41
0.92
0.83
0.08
2.31
0.72
0.14
104.67
3.88307
100A/95A/95A
581,000,000,000,000
0
89
CL5_401484309CCS_F0042002CCAM01045P3.CSV
Jake
36.5
6
0.7
4.4
1.93
0.49
7
3.3
0.3
30.9
4.5
0.9
3.2
1.7
0.1
5.3
1.8
0.6
2.2
0.62
0.11
0.38
0.62
0.04
0.17
0.06
0.01
90
3.88307
100A/95A/95A
2,110,000,000,000,000
0
89
CL5_401484379CCS_F0042002CCAM01045P3.CSV
Jake
53
5.1
0.6
1
0.49
0.06
18.9
3.7
0.2
13.9
3.2
1.2
1.2
1.5
0.1
5.3
1.8
0.2
6.66
1.01
0.47
1.39
1.01
0.2
0.06
0.03
0.02
101.48
3.87303
100A/95A/95A
559,000,000,000,000
0
89
CL5_401484552CCS_F0042002CCAM01045P3.CSV
Jake
51.9
5
0.9
0.84
0.46
0.02
16.5
3.7
0.5
17.1
3.6
0.7
5
1.9
0.5
5.3
1.8
0.7
4.13
0.72
0.3
1.11
0.91
0.1
0.2
0.07
0.02
102.13
3.87303
100A/95A/95A
569,000,000,000,000
0
89
CL5_401484623CCS_F0042002CCAM01045P3.CSV
Jake
46.2
5
0.8
0.83
0.46
0.02
12.6
3.6
0.9
18.3
3.7
0.4
5.6
1.9
0.1
9.4
2.8
0.7
3.07
0.63
0.22
0.67
0.73
0.06
0.18
0.06
0.01
96.89
3.8759
100A/95A/95A
729,000,000,000,000
0
89
CL5_401752504CCS_F0042106CCAM01048P3.CSV
Jake_1
50.3
5
0.7
0.84
0.46
0.04
17.2
3.7
0.3
14.1
3.2
0.6
2.8
1.6
0.2
8.7
2.6
0.7
5.64
0.93
0.23
1.21
0.95
0.2
0.14
0.06
0.01
100.95
3.19452
100A/95A/95A
605,000,000,000,000
0
89
CL5_401752575CCS_F0042106CCAM01048P3.CSV
Jake_1
41
5.4
0.5
1.77
0.69
0.1
12.8
3.6
0.8
21.4
4
0.7
3
1.7
0.1
6.8
2.2
0.4
4.47
0.77
0.16
0.81
0.79
0.12
0.15
0.06
0.01
92.27
3.19452
100A/95A/95A
1,110,000,000,000,000
0
89
CL5_401752644CCS_F0042106CCAM01048P3.CSV
Jake_1
51.1
5
0.7
0.95
0.48
0.14
16.9
3.7
0.5
17.6
3.7
1.2
2.9
1.7
0.8
5.9
2
1.4
4.95
0.85
0.38
1.49
1.05
0.16
0.12
0.05
0.04
101.91
3.19452
100A/95A/95A
660,000,000,000,000
0
89
CL5_401752758CCS_F0042106CCAM01048P3.CSV
Jake_1
43.4
5.1
1.3
0.88
0.47
0.1
10.7
3.5
1
18.5
3.8
0.8
4.5
1.8
0.3
11.4
3.1
0.5
3.47
0.65
0.31
0.64
0.72
0.07
0.2
0.07
0.02
93.73
3.19452
100A/95A/95A
819,000,000,000,000
0
89
CL5_401752827CCS_F0042106CCAM01048P3.CSV
Jake_1
55
5.1
0.3
0.81
0.45
0.01
18.1
3.7
0.6
10.4
2.7
0.9
1.3
1.5
0.2
4.4
1.5
0.9
7.53
1.06
0.66
2.59
1.18
0.16
0.09
0.04
0.01
100.1
3.20137
100A/95A/95A
518,000,000,000,000
0
89
CL5_401752999CCS_F0042106CCAM01048P3.CSV
Jake_1
41.4
5.3
0.5
1.39
0.59
0.06
13.7
3.6
1
21.3
4
0.6
3.1
1.7
0.1
9
2.7
0.5
4.32
0.75
0.32
0.57
0.69
0.1
0.16
0.06
0.01
94.91
3.20137
100A/95A/95A
1,100,000,000,000,000
0
89
CL5_401753117CCS_F0042106CCAM01048P3.CSV
Jake_1
46.8
5
0.7
1.3
0.56
0.07
16.9
3.7
0.5
18.8
3.8
0.4
2.5
1.6
0.3
6.8
2.2
0.4
4.98
0.85
0.16
1.42
1.02
0.12
0.1
0.05
0.01
99.55
3.20137
100A/95A/95A
778,000,000,000,000
0
89
CL5_401753186CCS_F0042106CCAM01048P3.CSV
Jake_1
41
5.4
1
1.27
0.56
0.05
11.7
3.6
0.6
20.4
4
0.3
4.1
1.8
0.1
9.2
2.7
0.6
3.94
0.69
0.22
0.5
0.67
0.06
0.16
0.06
0.01
92.31
3.20137
100A/95A/95A
954,000,000,000,000
0
89
CL5_401753255CCS_F0042106CCAM01048P3.CSV
Jake_1
44.6
5.1
0.6
0.72
0.43
0.01
9
3.5
2.6
16.7
3.6
0.4
5.3
1.9
0.4
15.8
3.5
1.4
2.74
0.62
0.65
0.49
0.66
0.18
0.21
0.07
0.01
95.66
3.21812
100A/95A/95A
462,000,000,000,000
0
89
CL5_401308018CCS_F0041632CCAM03043P3.CSV
Kam
53.9
5.1
0.5
0.78
0.44
0.01
17.4
3.7
0.7
9.6
2.6
0.9
2.9
1.7
0.2
10.8
3
0.4
5.33
0.9
0.29
0.69
0.74
0.05
0.14
0.06
0.02
101.49
3.47127
100A/95A/95A
555,000,000,000,000
0
89
CL5_401308095CCS_F0041632CCAM03043P3.CSV
Kam
43
5.2
1.7
1.08
0.51
0.18
9.6
3.5
1
19.2
3.8
0.4
6.3
2
1.6
7.6
2.4
0.9
1.97
0.63
0.33
0.22
0.57
0.08
0.11
0.05
0.03
89.08
3.47127
100A/95A/95A
534,000,000,000,000
0
89
CL5_401308172CCS_F0041632CCAM03043P3.CSV
Kam
50.6
5
1
0.92
0.48
0.1
18.7
3.7
1.8
15.8
3.5
1
6.3
2
0.5
9.3
2.7
0.3
3.08
0.63
0.33
0.41
0.63
0.09
0.15
0.06
0.02
105.24
3.47127
100A/95A/95A
208,000,000,000,000
0
89
CL5_401308287CCS_F0041632CCAM03043P3.CSV
Kam
46
5
0.6
1.2
0.54
0.03
10.6
3.5
0.3
20.4
4
0.4
5
1.9
0.1
7
2.2
0.1
3.13
0.63
0.08
0.4
0.63
0.02
0.16
0.06
0.01
94.03
3.47127
100A/95A/95A
709,000,000,000,000
0
89
CL5_401308364CCS_F0041632CCAM03043P3.CSV
Kam
55.6
5.1
0.5
0.23
0.26
0.27
22.4
3.8
0.2
0.2
1.6
0.5
2.1
1.6
0.1
10.1
2.9
0.1
6.33
0.99
0.13
0.56
0.69
0.04
0.09
0.04
0.02
97.58
3.47127
100A/95A/95A
399,000,000,000,000
0
89
CL5_401308441CCS_F0041632CCAM03043P3.CSV
Kam
52.1
5
1.6
0.77
0.44
0.07
18.7
3.7
1.4
13.3
3.1
1.8
3.2
1.7
0.6
9
2.7
0.6
4.35
0.75
0.68
0.35
0.61
0.04
0.13
0.05
0.03
101.88
3.47127
100A/95A/95A
253,000,000,000,000
0
89
CL5_401308557CCS_F0041632CCAM03043P3.CSV
Kam
52.7
5
0.5
0
0.2
0.1
27.7
4
0.5
0
1.6
0
0.3
1.5
0.1
11
3
0.1
6.77
1.01
0.17
1.32
0.99
0.07
1.16
0.63
1.5
100.98
3.47127
100A/95A/95A
146,000,000,000,000
0
89
CL5_401308634CCS_F0041632CCAM03043P3.CSV
Kam
40.5
5.4
5
0.91
0.47
0.31
9.3
3.5
0.9
21.1
4
1
7.8
2.3
0.8
6.1
2
0.6
2.12
0.63
0.37
0.4
0.63
0.15
0.19
0.06
1.98
88.44
3.47127
100A/95A/95A
97,400,000,000,000
0
89
CL5_401308712CCS_F0041632CCAM03043P3.CSV
Kam
55
5.1
0.4
0.92
0.48
0.02
21.3
3.7
0.5
10.2
2.7
0.8
0.8
1.5
0.1
7.7
2.4
0.1
6.96
1.02
0.1
1.37
1.01
0.09
0.08
0.04
0.02
104.34
3.47127
100A/95A/95A
277,000,000,000,000
0
89
CL5_404758205CCS_F0050104CCAM01081P3.CSV
Kenyon
40.4
5.4
1.7
0.76
0.44
0.07
8
3.4
0.7
18.8
3.8
0.6
7.4
2.2
0.6
7.1
2.3
0.5
1.63
0.64
0.2
0.16
0.56
0.05
0.07
0.04
0.03
84.29
2.28672
100A/60A/60A
226,000,000,000,000
0
89
CL5_404758282CCS_F0050104CCAM01081P3.CSV
Kenyon
39.7
5.5
1.7
0.74
0.43
0.07
7.2
3.3
1.3
18.6
3.8
0.6
8.8
2.4
2.6
6.7
2.2
1.1
1.51
0.63
0.26
0.14
0.55
0.05
0.09
0.04
0.04
83.52
2.28672
100A/60A/60A
210,000,000,000,000
0
89
CL5_404758358CCS_F0050104CCAM01081P3.CSV
Kenyon
43.4
5.1
1.9
0.8
0.45
0.07
7.9
3.4
1.7
18.6
3.8
0.9
6.9
2.1
0.8
8.9
2.7
1.7
1.49
0.63
0.47
0.15
0.55
0.1
0.1
0.05
0.04
88.2
2.28672
100A/60A/60A
265,000,000,000,000
0
89
CL5_404758434CCS_F0050104CCAM01081P3.CSV
Kenyon
43.2
5.2
1.8
0.93
0.48
0.18
10.4
3.5
1.8
18.4
3.8
2
6.3
2
1.1
8.2
2.5
2.4
2.25
0.62
0.46
0.4
0.63
0.26
0.12
0.05
0.03
90.25
2.28722
100A/60A/60A
325,000,000,000,000
0
89
CL5_404758740CCS_F0050104CCAM01081P3.CSV
Kenyon
42.7
5.2
1
1.34
0.57
0.12
6.7
3.3
0.7
21.3
4
0.2
10.6
2.7
1.7
3
1.2
0.9
1.57
0.63
0.13
0.59
0.7
0.13
0.17
0.06
0.03
87.95
2.28722
100A/60A/60A
529,000,000,000,000
0
89
CL5_404758817CCS_F0050104CCAM01081P3.CSV
Kenyon
43
5.2
5.5
0.63
0.4
0.06
15.2
3.6
2.1
16.5
3.5
3.4
4.8
1.8
1.5
10.9
3
1.2
1.96
0.63
0.47
0.21
0.57
0.15
0.11
0.05
0.03
93.23
2.28722
100A/60A/60A
177,000,000,000,000
0
89
CL5_404758893CCS_F0050104CCAM01081P3.CSV
Kenyon
42.9
5.2
1.2
0.77
0.44
0.11
8.6
3.4
0.6
18.7
3.8
1.1
7.8
2.3
0.4
8
2.5
1.1
1.9
0.63
0.29
0.21
0.57
0.05
0.12
0.05
0.04
89.04
2.28219
100A/60A/60A
233,000,000,000,000
0
89
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Mars ChemCam LIBS Oxide Compositions

Part of the Planetary Science Datasets collection on Hugging Face.

Major oxide compositions of Mars surface rock and soil targets analyzed by the Chemistry and Camera (ChemCam) Laser-Induced Breakdown Spectroscopy (LIBS) instrument aboard the Curiosity rover. Currently 30,458 individual point analyses across 4,184 named targets, spanning sols 0 to 4612.

Dataset description

ChemCam fires a focused laser pulse at rock and soil targets up to ~7 meters away, creating a plasma whose emission spectrum reveals elemental composition. The Major Oxide Compositions (MOC) data product provides predicted weight percentages for nine major oxides (SiO2, TiO2, Al2O3, FeOT, MgO, CaO, Na2O, K2O, MnO) derived from the LIBS spectra using a combined PLS+ICA multivariate model.

Each row represents a single LIBS analysis point. Multiple points are typically measured per target to characterize compositional variability. Uncertainty estimates (RMSEP and shot-to-shot standard deviation) are provided for each oxide.

Schema

Column Type Description
file string Source spectrum filename
target string Named target on the Martian surface
sio2 float64 Silicon dioxide (wt%)
sio2_rmsep float64 SiO2 RMSEP uncertainty from calibration model
sio2_shots_stdev float64 SiO2 shot-to-shot standard deviation
tio2 float64 Titanium dioxide (wt%)
tio2_rmsep float64 TiO2 RMSEP uncertainty from calibration model
tio2_shots_stdev float64 TiO2 shot-to-shot standard deviation
al2o3 float64 Aluminum oxide (wt%)
al2o3_rmsep float64 Al2O3 RMSEP uncertainty from calibration model
al2o3_shots_stdev float64 Al2O3 shot-to-shot standard deviation
feot float64 Total iron as FeO (wt%)
feot_rmsep float64 FeOT RMSEP uncertainty from calibration model
feot_shots_stdev float64 FeOT shot-to-shot standard deviation
mgo float64 Magnesium oxide (wt%)
mgo_rmsep float64 MgO RMSEP uncertainty from calibration model
mgo_shots_stdev float64 MgO shot-to-shot standard deviation
cao float64 Calcium oxide (wt%)
cao_rmsep float64 CaO RMSEP uncertainty from calibration model
cao_shots_stdev float64 CaO shot-to-shot standard deviation
na2o float64 Sodium oxide (wt%)
na2o_rmsep float64 Na2O RMSEP uncertainty from calibration model
na2o_shots_stdev float64 Na2O shot-to-shot standard deviation
k2o float64 Potassium oxide (wt%)
k2o_rmsep float64 K2O RMSEP uncertainty from calibration model
k2o_shots_stdev float64 K2O shot-to-shot standard deviation
mno float64 Manganese oxide (wt%)
mno_rmsep float64 MnO RMSEP uncertainty from calibration model
mno_shots_stdev float64 MnO shot-to-shot standard deviation
sum_of_oxides float64 Sum of all oxide compositions (wt%)
distance_m float64 Distance from rover to target (meters)
laser_power string Laser power settings
spectrum_total string Total spectrum intensity
sol_range_min int64 Start of sol range for this data file
sol_range_max int64 End of sol range for this data file

Quick stats

  • 30,458 LIBS point analyses across 4,184 targets
  • Sols 0 to 4612 of Curiosity's traverse
  • Mean SiO2: 47.6 wt% | Mean FeOT: 18.0 wt%

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/mars-chemcam-compositions", split="train")
df = ds.to_pandas()

# Average oxide composition per target
target_avg = df.groupby("target")[
    ["sio2", "tio2", "al2o3", "feot", "mgo", "cao", "na2o", "k2o"]
].mean()

# High-silica targets (possible felsic rocks)
felsic = target_avg[target_avg["sio2"] > 60].sort_values("sio2", ascending=False)

# Iron-rich targets
iron_rich = df[df["feot"] > 25].sort_values("feot", ascending=False)

# Composition variability within a single target
target_std = df.groupby("target")[["sio2", "feot", "mgo"]].std()

Data source

PDS Geosciences Node — MSL ChemCam LIBS RDR, Washington University in St. Louis. Major Oxide Compositions (MOC) derived using the combined PLS+ICA multivariate model (sPDL Tool v2.5).

Related datasets

Pipeline

Source code: juliensimon/space-datasets

Citation

@dataset{mars_chemcam_compositions,
  author = {Simon, Julien},
  title = {Mars ChemCam LIBS Oxide Compositions},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/juliensimon/mars-chemcam-compositions},
  note = {Based on MSL ChemCam LIBS MOC data from the PDS Geosciences Node}
}

License

CC-BY-4.0

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