Magnetite/titanomagnetic/maghemite data within the Rock Magnetic Bestiary

Magnetite/titanomagnetic/maghemite data within the Rock Magnetic Bestiary#

Import packages#

import pmagpy.rockmag as rmag
import pmagpy.contribution_builder as cb
import pmagpy.ipmag as ipmag
import matplotlib.pyplot as plt
import pandas as pd
pd.set_option("display.max_rows", None)

%config InlineBackend.figure_format = 'retina'
from bokeh.io import output_notebook, output_file, save
output_notebook(hide_banner=True)

Import data#

# set the MagIC ID for the data set here
magic_id = '20354'
# provide the share key for the data set
share_key = '2f33e164-df55-4548-8d28-5b715683ae43'
# set where you want the downloaded data to go
dir_path = 'example_data/titanomagnetite'

result, magic_file = ipmag.download_magic_from_id(magic_id, directory=dir_path, share_key=share_key)
ipmag.unpack_magic(magic_file, dir_path, print_progress=False)

Download successful. File saved to: example_data/titanomagnetite/magic_contribution_20354.txt
1  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/contribution.txt
2  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/locations.txt
2  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/sites.txt
43  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/samples.txt
201  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/specimens.txt
92035  records written to file  /Users/penokean/0000_GitHub/RockmagPy-notebooks/RMB_notebooks/example_data/titanomagnetite/measurements.txt

True

magnetite_contribution = cb.Contribution(dir_path)
measurements = magnetite_contribution.tables['measurements'].df

Tabluate specimens and experiments#

experiments = rmag.make_experiment_df(measurements)
experiments
specimen method_codes experiment
0 maghemite_AA_ 39951-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138242
1 maghemite_AA_ 39951-01 LP-CW-SIRM:LP-MC maghemite_AA_ 39951-01-LP-CW-SIRM:LP-MC-DC-9650
2 maghemite_AA_ 39951-01 LP-CW-SIRM:LP-MW maghemite_AA_ 39951-01-LP-CW-SIRM:LP-MW-DC-9650
3 maghemite_AA_ 39951-01 LP-FC maghemite_AA_ 39951-01-LP-FC-DC-9650
4 maghemite_AA_ 39951-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138241
5 maghemite_AA_ 39951-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9650
6 maghemite_AA_ 39951-01 LP-ZFC maghemite_AA_ 39951-01-LP-ZFC-DC-9650
7 maghemite_SkySpring 3315DX-01 LP-CW-SIRM:LP-MC maghemite_SkySpring 3315DX-01-LP-CW-SIRM:LP-MC...
8 maghemite_SkySpring 3315DX-01 LP-CW-SIRM:LP-MW maghemite_SkySpring 3315DX-01-LP-CW-SIRM:LP-MW...
9 maghemite_SkySpring 3315DX-01 LP-FC maghemite_SkySpring 3315DX-01-LP-FC-DC-9703
10 maghemite_SkySpring 3315DX-01 LP-MST maghemite_SkySpring 3315DX-01-LP-MST-DC-9703
11 maghemite_SkySpring 3315DX-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9703
12 maghemite_SkySpring 3315DX-01 LP-ZFC maghemite_SkySpring 3315DX-01-LP-ZFC-DC-9703
13 maghemite_Wright 4200-01 LP-CW-SIRM:LP-MC maghemite_Wright 4200-01-LP-CW-SIRM:LP-MC-DC-9651
14 maghemite_Wright 4200-01 LP-CW-SIRM:LP-MW maghemite_Wright 4200-01-LP-CW-SIRM:LP-MW-DC-9651
15 maghemite_Wright 4200-01 LP-FC maghemite_Wright 4200-01-LP-FC-DC-9651
16 maghemite_Wright 4200-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9651
17 maghemite_Wright 4200-01 LP-ZFC maghemite_Wright 4200-01-LP-ZFC-DC-9651
18 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138373
19 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138374
20 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138375
21 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138376
22 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138377
23 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138378
24 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138379
25 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138380
26 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138381
27 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138382
28 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138383
29 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138384
30 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138385
31 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138386
32 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138387
33 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138388
34 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138389
35 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138390
36 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138391
37 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138392
38 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138393
39 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138394
40 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138395
41 magnetite_Ikon_02 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138396
42 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138343
43 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138344
44 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138345
45 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138346
46 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138347
47 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138348
48 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138349
49 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138350
50 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138351
51 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138352
52 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138353
53 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138354
54 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138355
55 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138356
56 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138357
57 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138358
58 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138359
59 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138360
60 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138361
61 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138362
62 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138363
63 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138364
64 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138365
65 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138366
66 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138367
67 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138368
68 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138369
69 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138370
70 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138371
71 magnetite_Ikon_02 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138372
72 magnetite_Wright 041183-02 LP-CW-SIRM:LP-MC magnetite_Wright 041183-02-LP-CW-SIRM:LP-MC-DC...
73 magnetite_Wright 041183-02 LP-CW-SIRM:LP-MW magnetite_Wright 041183-02-LP-CW-SIRM:LP-MW-DC...
74 magnetite_Wright 041183-02 LP-FC magnetite_Wright 041183-02-LP-FC-DC-9621
75 magnetite_Wright 041183-02 LP-ZFC magnetite_Wright 041183-02-LP-ZFC-DC-9621
76 magnetite_Wright 041183-k(T)-01 LP-X-T IRM-KappaF-LP-X-T-3407
77 magnetite_Wright 112978-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138248
78 magnetite_Wright 112978-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138247
79 magnetite_Wright 112978-k(T)-01 LP-X-T IRM-KappaF-LP-X-T-3408
80 magnetite_Wright 112982-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138250
81 magnetite_Wright 112982-01 LP-CW-SIRM:LP-MC magnetite_Wright 112982-01-LP-CW-SIRM:LP-MC-DC...
82 magnetite_Wright 112982-01 LP-CW-SIRM:LP-MW magnetite_Wright 112982-01-LP-CW-SIRM:LP-MW-DC...
83 magnetite_Wright 112982-01 LP-FC magnetite_Wright 112982-01-LP-FC-DC-9618
84 magnetite_Wright 112982-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138249
85 magnetite_Wright 112982-01 LP-ZFC magnetite_Wright 112982-01-LP-ZFC-DC-9618
86 magnetite_Wright 112982-k(T)-01 LP-X-T IRM-KappaF-LP-X-T-3409
87 magnetite_Wright 112982-k(T)-02 LP-X-T IRM-KappaF-LP-X-T-3410
88 magnetite_Wright 3006-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138244
89 magnetite_Wright 3006-01 LP-CW-SIRM:LP-MC magnetite_Wright 3006-01-LP-CW-SIRM:LP-MC-DC-9617
90 magnetite_Wright 3006-01 LP-CW-SIRM:LP-MW magnetite_Wright 3006-01-LP-CW-SIRM:LP-MW-DC-9617
91 magnetite_Wright 3006-01 LP-FC magnetite_Wright 3006-01-LP-FC-DC-9617
92 magnetite_Wright 3006-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138243
93 magnetite_Wright 3006-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9617
94 magnetite_Wright 3006-01 LP-ZFC magnetite_Wright 3006-01-LP-ZFC-DC-9617
95 magnetite_Wright 3006-k(T)-01 LP-X-T IRM-KappaF-LP-X-T-3411
96 magnetite_Wright 3006-k(T)-02 LP-X-T IRM-KappaF-LP-X-T-3412
97 magnetite_Wright 4000-01 LP-CW-SIRM:LP-MC magnetite_Wright 4000-01-LP-CW-SIRM:LP-MC-DC-9619
98 magnetite_Wright 4000-01 LP-FC magnetite_Wright 4000-01-LP-FC-DC-9619
99 magnetite_Wright 4000-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9619
100 magnetite_Wright 4000-01 LP-ZFC magnetite_Wright 4000-01-LP-ZFC-DC-9619
101 magnetite_Wright 5000-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138246
102 magnetite_Wright 5000-01 LP-CW-SIRM:LP-MC magnetite_Wright 5000-01-LP-CW-SIRM:LP-MC-DC-9620
103 magnetite_Wright 5000-01 LP-CW-SIRM:LP-MW magnetite_Wright 5000-01-LP-CW-SIRM:LP-MW-DC-9620
104 magnetite_Wright 5000-01 LP-FC magnetite_Wright 5000-01-LP-FC-DC-9620
105 magnetite_Wright 5000-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138245
106 magnetite_Wright 5000-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9620
107 magnetite_Wright 5000-01 LP-ZFC magnetite_Wright 5000-01-LP-ZFC-DC-9620
108 titanomagnetite_TM05 Purdue-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9749
109 titanomagnetite_TM16BJW-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9759
110 titanomagnetite_TM16BJW-02 LP-FC titanomagnetite_TM16BJW-02-LP-FC-DC-9760
111 titanomagnetite_TM16BJW-02 LP-ZFC titanomagnetite_TM16BJW-02-LP-ZFC-DC-9760
112 titanomagnetite_TM20 NC-01 LP-CW-SIRM:LP-MC titanomagnetite_TM20 NC-01-LP-CW-SIRM:LP-MC-DC...
113 titanomagnetite_TM20 NC-01 LP-CW-SIRM:LP-MW titanomagnetite_TM20 NC-01-LP-CW-SIRM:LP-MW-DC...
114 titanomagnetite_TM20 NC-01 LP-FC titanomagnetite_TM20 NC-01-LP-FC-DC-9741
115 titanomagnetite_TM20 NC-01 LP-MST titanomagnetite_TM20 NC-01-LP-MST-DC-9741
116 titanomagnetite_TM20 NC-01 LP-X:LP-X-T:LP-X-F IRM-OldBlue-LP-X:LP-X-T:LP-X-F-9740
117 titanomagnetite_TM20 NC-01 LP-ZFC titanomagnetite_TM20 NC-01-LP-ZFC-DC-9741
118 titanomagnetite_TM28 Purdue-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-OldBlue-LP-X:LP-X-T:LP-X-F:LP-X-H-9751
119 titanomagnetite_TM30 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139525
120 titanomagnetite_TM30 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139526
121 titanomagnetite_TM30 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139527
122 titanomagnetite_TM30 NC-01 LP-CW-SIRM:LP-MC titanomagnetite_TM30 NC-01-LP-CW-SIRM:LP-MC-DC...
123 titanomagnetite_TM30 NC-01 LP-CW-SIRM:LP-MW titanomagnetite_TM30 NC-01-LP-CW-SIRM:LP-MW-DC...
124 titanomagnetite_TM30 NC-01 LP-FC titanomagnetite_TM30 NC-01-LP-FC-DC-9744
125 titanomagnetite_TM30 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139520
126 titanomagnetite_TM30 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139521
127 titanomagnetite_TM30 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139522
128 titanomagnetite_TM30 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139523
129 titanomagnetite_TM30 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139524
130 titanomagnetite_TM30 NC-01 LP-MST titanomagnetite_TM30 NC-01-LP-MST-DC-9744
131 titanomagnetite_TM30 NC-01 LP-ZFC titanomagnetite_TM30 NC-01-LP-ZFC-DC-9744
132 titanomagnetite_TM35BJW-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9761
133 titanomagnetite_TM35BJW-02 LP-CW-SIRM:LP-MC titanomagnetite_TM35BJW-02-LP-CW-SIRM:LP-MC-DC...
134 titanomagnetite_TM35BJW-02 LP-CW-SIRM:LP-MW titanomagnetite_TM35BJW-02-LP-CW-SIRM:LP-MW-DC...
135 titanomagnetite_TM35BJW-02 LP-FC titanomagnetite_TM35BJW-02-LP-FC-DC-9762
136 titanomagnetite_TM35BJW-02 LP-ZFC titanomagnetite_TM35BJW-02-LP-ZFC-DC-9762
137 titanomagnetite_TM40 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139517
138 titanomagnetite_TM40 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139518
139 titanomagnetite_TM40 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139519
140 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139511
141 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139512
142 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139513
143 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139514
144 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139515
145 titanomagnetite_TM40 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139516
146 titanomagnetite_TM41 Purdue-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-OldBlue-LP-X:LP-X-T:LP-X-F:LP-X-H-9763
147 titanomagnetite_TM50 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139534
148 titanomagnetite_TM50 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139535
149 titanomagnetite_TM50 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139536
150 titanomagnetite_TM50 NC-01 LP-CW-SIRM:LP-MC titanomagnetite_TM50 NC-01-LP-CW-SIRM:LP-MC-DC...
151 titanomagnetite_TM50 NC-01 LP-CW-SIRM:LP-MC titanomagnetite_TM50 NC-01-LP-CW-SIRM:LP-MC-DC...
152 titanomagnetite_TM50 NC-01 LP-CW-SIRM:LP-MW titanomagnetite_TM50 NC-01-LP-CW-SIRM:LP-MW-DC...
153 titanomagnetite_TM50 NC-01 LP-CW-SIRM:LP-MW titanomagnetite_TM50 NC-01-LP-CW-SIRM:LP-MW-DC...
154 titanomagnetite_TM50 NC-01 LP-FC titanomagnetite_TM50 NC-01-LP-FC-DC-9746
155 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139528
156 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139529
157 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139530
158 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139531
159 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139532
160 titanomagnetite_TM50 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139533
161 titanomagnetite_TM50 NC-01 LP-MST titanomagnetite_TM50 NC-01-LP-MST-DC-9746
162 titanomagnetite_TM50 NC-01 LP-ZFC titanomagnetite_TM50 NC-01-LP-ZFC-DC-9746
163 titanomagnetite_TM55 Purdue-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9765
164 titanomagnetite_TM60 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139544
165 titanomagnetite_TM60 NC-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-139545
166 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139537
167 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139538
168 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139539
169 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139540
170 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139541
171 titanomagnetite_TM60 NC-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-139542
172 titanomagnetite_TM78 Purdue-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-OldBlue-LP-X:LP-X-T:LP-X-F:LP-X-H-9764

maghemite#

maghemite_AA_ 39951-01#

maghemAA_specimen = 'maghemite_AA_ 39951-01'
maghemAA_data = measurements[(measurements['specimen']==maghemAA_specimen)].reset_index(drop=1)
maghemAA_experiments = rmag.make_experiment_df(maghemAA_data)
maghemAA_experiments
specimen method_codes experiment
0 maghemite_AA_ 39951-01 LP-BCR-BF IRM-VSM3-LP-BCR-BF-138242
1 maghemite_AA_ 39951-01 LP-CW-SIRM:LP-MC maghemite_AA_ 39951-01-LP-CW-SIRM:LP-MC-DC-9650
2 maghemite_AA_ 39951-01 LP-CW-SIRM:LP-MW maghemite_AA_ 39951-01-LP-CW-SIRM:LP-MW-DC-9650
3 maghemite_AA_ 39951-01 LP-FC maghemite_AA_ 39951-01-LP-FC-DC-9650
4 maghemite_AA_ 39951-01 LP-HYS:LP-HYS-T IRM-VSM3-LP-HYS:LP-HYS-T-138241
5 maghemite_AA_ 39951-01 LP-X:LP-X-T:LP-X-F IRM-BigRed-LP-X:LP-X-T:LP-X-F-9650
6 maghemite_AA_ 39951-01 LP-ZFC maghemite_AA_ 39951-01-LP-ZFC-DC-9650 
fc_data, zfc_data, rtsirm_cool_data, rtsirm_warm_data = rmag.extract_mpms_data_dc(maghemAA_data, maghemAA_specimen)
rmag.plot_mpms_dc(fc_data, zfc_data, rtsirm_cool_data, rtsirm_warm_data,
                  plot_derivative=True,interactive=True)

experiment_name = 'IRM-BigRed-LP-X:LP-X-T:LP-X-F-9650'
maghemAA_ac_data = measurements[measurements['experiment'].str.contains(experiment_name, na=False)]
rmag.plot_mpms_ac(maghemAA_ac_data,
                  interactive=True, phase='both')

experiment_name = 'IRM-VSM3-LP-HYS:LP-HYS-T-138241'
maghemAA_hyst = measurements[measurements['experiment'].str.contains(experiment_name, na=False)]
maghemAA_hyst_cleaned = maghemAA_hyst.iloc[:-1].reset_index(drop=True)

maghemAA_hyst_process_result = rmag.process_hyst_loop(maghemAA_hyst_cleaned['meas_field_dc'].values, 
                                                      maghemAA_hyst_cleaned['magn_mass'].values, 'maghemAA')

experiment_name = 'IRM-VSM3-LP-BCR-BF-138242'
maghemAA_backfield = measurements[measurements['experiment'].str.contains(experiment_name, na=False)]
maghemAA_backfield_processed, maghemAA_Bcr = rmag.backfield_data_processing(maghemAA_backfield)
rmag.plot_backfield_data(maghemAA_backfield_processed,interactive=True,plot_spectrum=True)

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
Cell In[17], line 3
      1 experiment_name = 'IRM-VSM3-LP-BCR-BF-138242'
      2 maghemAA_backfield = measurements[measurements['experiment'].str.contains(experiment_name, na=False)]
----> 3 maghemAA_backfield_processed, maghemAA_Bcr = rmag.backfield_data_processing(maghemAA_backfield)
      4 rmag.plot_backfield_data(maghemAA_backfield_processed,interactive=True,plot_spectrum=True)

File ~/0000_GitHub/PmagPy/pmagpy/rockmag.py:3606, in backfield_data_processing(experiment, field, magnetization, smooth_mode, smooth_frac, drop_first)
   3603     experiment['smoothed_log_dc_field'] = x
   3604 elif smooth_mode == 'lowess':
   3605     # loess smoothing
-> 3606     spl = lowess(experiment['magn_mass_shift'], experiment['log_dc_field'], frac=smooth_frac)
   3607     experiment['smoothed_magn_mass_shift'] = spl[:, 1]
   3608     experiment['smoothed_log_dc_field'] = spl[:, 0]

TypeError: 'NoneType' object is not callable

maghemAA_backfield
analysts aniso_s aniso_type citations contribution_id derived_value description dir_csd dir_dec dir_inc ... treat_dc_field_theta treat_mw_integral treat_mw_power treat_mw_step treat_mw_time treat_step_num treat_temp treat_temp_dc_off treat_temp_dc_on treat_temp_decay_rate
measurement name
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382421 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382422 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382423 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382424 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382425 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382426 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382427 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382428 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-1382429 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824210 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824211 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824212 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824213 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824214 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824215 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824216 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824217 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824218 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824219 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824220 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None
maghemite_AA_ 39951-01IRM-VSM3-LP-BCR-BF-13824221 NaN NaN NaN This study NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN None None None None

21 rows × 91 columns

magnetite#

magnetite_Wright 041183-02#

wright041183_specimen = 'magnetite_Wright 041183-02'
wright041183_data = measurements[(measurements['specimen']==wright041183_specimen)].reset_index(drop=1)
wright041183_experiments = rmag.make_experiment_df(wright041183_data)
wright041183_experiments
specimen method_codes experiment
0 magnetite_Wright 041183-02 LP-CW-SIRM:LP-MC magnetite_Wright 041183-02-LP-CW-SIRM:LP-MC-DC...
1 magnetite_Wright 041183-02 LP-CW-SIRM:LP-MW magnetite_Wright 041183-02-LP-CW-SIRM:LP-MW-DC...
2 magnetite_Wright 041183-02 LP-FC magnetite_Wright 041183-02-LP-FC-DC-9621
3 magnetite_Wright 041183-02 LP-ZFC magnetite_Wright 041183-02-LP-ZFC-DC-9621 
fc_data, zfc_data, rtsirm_cool_data, rtsirm_warm_data = rmag.extract_mpms_data_dc(wright041183_data, wright041183_specimen)
rmag.plot_mpms_dc(fc_data, zfc_data, rtsirm_cool_data, rtsirm_warm_data,
                  plot_derivative=True,interactive=True)

wright041183_bokeh = rmag.plot_mpms_dc(fc_data, zfc_data,
                  plot_derivative=True,interactive=True,
                  return_figure=True)
output_file('../book/images/wright041183_LTSIRM_bokeh.html')
save(wright041183_bokeh)

'/Users/penokean/0000_GitHub/RockmagPy-notebooks/book/images/wright041183_LTSIRM_bokeh.html'

wright041183_matplotlib = rmag.plot_mpms_dc(fc_data, zfc_data,
                  plot_derivative=True,interactive=True,
                  return_figure=True)
output_file('../book/images/wright041183_bokeh.html')
save(wright041183_bokeh)

'/Users/penokean/0000_GitHub/RockmagPy-notebooks/book/images/wright041183_bokeh.html'

magnetite_Wright 3006-k(T)-02#

specimen = 'magnetite_Wright 3006-k(T)-02'
experiment = 'IRM-KappaF-LP-X-T-3412'
selected_experiment = measurements[(measurements['specimen']==specimen) & 
                                      (measurements['experiment']==experiment)].reset_index(drop=1)
selected_experiment = rmag.clean_out_na(selected_experiment)
selected_experiment.head()
citations experiment instrument_codes meas_temp measurement method_codes quality sequence specimen standard susc_chi_mass timestamp
0 This study IRM-KappaF-LP-X-T-3412 IRM-OldBlue 296.1 magnetite_Wright 3006-k(T)-02-IRM-KappaF-LP-X-... LP-X-T g 724 magnetite_Wright 3006-k(T)-02 u 0.000344 2015:08:21:10:21:49.00
1 This study IRM-KappaF-LP-X-T-3412 IRM-OldBlue 297.4 magnetite_Wright 3006-k(T)-02-IRM-KappaF-LP-X-... LP-X-T g 724 magnetite_Wright 3006-k(T)-02 u 0.000345 2015:08:21:10:21:49.00
2 This study IRM-KappaF-LP-X-T-3412 IRM-OldBlue 303.1 magnetite_Wright 3006-k(T)-02-IRM-KappaF-LP-X-... LP-X-T g 724 magnetite_Wright 3006-k(T)-02 u 0.000347 2015:08:21:10:21:49.00
3 This study IRM-KappaF-LP-X-T-3412 IRM-OldBlue 310.6 magnetite_Wright 3006-k(T)-02-IRM-KappaF-LP-X-... LP-X-T g 724 magnetite_Wright 3006-k(T)-02 u 0.000349 2015:08:21:10:21:49.00
4 This study IRM-KappaF-LP-X-T-3412 IRM-OldBlue 318.9 magnetite_Wright 3006-k(T)-02-IRM-KappaF-LP-X-... LP-X-T g 724 magnetite_Wright 3006-k(T)-02 u 0.000352 2015:08:21:10:21:49.00

titanomagnetite#

titanomagnetite_TM16BJW#

titanomagnetite_TM16BJW-01 titanomagnetite_TM16BJW-02

specimens = ['titanomagnetite_TM16BJW-01', 'titanomagnetite_TM16BJW-02']
TM16BJW_data = measurements[measurements['specimen'].isin(specimens)].reset_index(drop=True)
TM16BJW_experiments = rmag.make_experiment_df(TM16BJW_data)
TM16BJW_experiments
specimen method_codes experiment
0 titanomagnetite_TM16BJW-01 LP-X:LP-X-T:LP-X-F:LP-X-H IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9759
1 titanomagnetite_TM16BJW-02 LP-FC titanomagnetite_TM16BJW-02-LP-FC-DC-9760
2 titanomagnetite_TM16BJW-02 LP-ZFC titanomagnetite_TM16BJW-02-LP-ZFC-DC-9760 
fc_data, zfc_data, rtsirm_cool_data, rtsirm_warm_data = rmag.extract_mpms_data_dc(TM16BJW_data, 'titanomagnetite_TM16BJW-02')
rmag.plot_mpms_dc(fc_data, zfc_data, plot_derivative=True,interactive=True,symbol_size=6)

experiment_name = 'IRM-BigRed-LP-X:LP-X-T:LP-X-F:LP-X-H-9759'
TM16BJW_ac_data = measurements[measurements['experiment'].str.contains(experiment_name, na=False)]
rmag.plot_mpms_ac(TM16BJW_ac_data,
                  interactive=True, phase='both')
Contents