From e0cdee03fa98899bfea47492cd92d8a1b84431ff Mon Sep 17 00:00:00 2001
From: mdaeron <mathieu@daeron.fr>
Date: Tue, 10 Sep 2024 16:05:51 +0200
Subject: [PATCH] Update changelog and bump version

---
 D47crunch/__init__.py                 |    6 +-
 changelog.md                          |    6 +
 code_examples/virtual_data/output.txt |  124 +-
 docs/D47_plot_Session_01.png          |  Bin 49815 -> 49805 bytes
 docs/D47_plot_Session_02.png          |  Bin 50193 -> 50188 bytes
 docs/D47_plot_Session_03.png          |  Bin 50177 -> 50180 bytes
 docs/D47_plot_Session_04.png          |  Bin 49936 -> 49934 bytes
 docs/D47_plot_Session_05.png          |  Bin 50156 -> 50164 bytes
 docs/D47_plot_Session_06.png          |  Bin 49944 -> 49944 bytes
 docs/D47_plot_Session_07.png          |  Bin 49808 -> 49808 bytes
 docs/D47_plot_Session_08.png          |  Bin 50337 -> 50335 bytes
 docs/D47_plot_Session_09.png          |  Bin 50544 -> 50540 bytes
 docs/D47_plot_Session_10.png          |  Bin 50134 -> 50132 bytes
 docs/index.html                       | 7379 +++++++++++++------------
 docs/residuals.png                    |  Bin 44843 -> 45448 bytes
 docs/time_distribution.png            |  Bin 18057 -> 18171 bytes
 16 files changed, 3799 insertions(+), 3716 deletions(-)

diff --git a/D47crunch/__init__.py b/D47crunch/__init__.py
index c7d5440..2ab2395 100755
--- a/D47crunch/__init__.py
+++ b/D47crunch/__init__.py
@@ -19,10 +19,10 @@
 __docformat__ = "restructuredtext"
 __author__    = 'Mathieu Daëron'
 __contact__   = 'daeron@lsce.ipsl.fr'
-__copyright__ = 'Copyright (c) 2023 Mathieu Daëron'
+__copyright__ = 'Copyright (c) 2024 Mathieu Daëron'
 __license__   = 'Modified BSD License - https://opensource.org/licenses/BSD-3-Clause'
-__date__      = '2023-10-04'
-__version__   = '2.4.0'
+__date__      = '2024-09-10'
+__version__   = '2.4.1'
 
 import os
 import numpy as np
diff --git a/changelog.md b/changelog.md
index d4f9893..6c6d694 100644
--- a/changelog.md
+++ b/changelog.md
@@ -1,5 +1,11 @@
 # Changelog
 
+## v2.4.1
+*Released on 2024-09-10*
+
+### New feature
+* `D4x.plot_single_session()` is now able to return the data to be plotted instead of plotting directly (used by D4Xgui, contributed by Miguel Bernecker).
+
 ### Bugfix
 * Simpler (better?) computation of D4x repeatability at the session level when using pooled regression method.
 
diff --git a/code_examples/virtual_data/output.txt b/code_examples/virtual_data/output.txt
index fea42fe..a6d8f6e 100644
--- a/code_examples/virtual_data/output.txt
+++ b/code_examples/virtual_data/output.txt
@@ -2,10 +2,10 @@
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
 Session     Na  Nu  d13Cwg_VPDB  d18Owg_VSMOW  r_d13C  r_d18O   r_D47         a ± SE   1e3 x b ± SE          c ± SE
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
-Session_01   9   6       -4.000        26.000  0.0205  0.0633  0.0091  1.015 ± 0.015  0.427 ± 0.232  -0.909 ± 0.006
-Session_02   9   6       -4.000        26.000  0.0210  0.0882  0.0100  0.990 ± 0.015  0.484 ± 0.232  -0.905 ± 0.006
-Session_03   9   6       -4.000        26.000  0.0186  0.0505  0.0111  0.997 ± 0.015  0.167 ± 0.233  -0.901 ± 0.006
-Session_04   9   6       -4.000        26.000  0.0192  0.0467  0.0086  1.017 ± 0.015  0.229 ± 0.232  -0.910 ± 0.006
+Session_01   9   6       -4.000        26.000  0.0205  0.0633  0.0075  1.015 ± 0.015  0.427 ± 0.232  -0.909 ± 0.006
+Session_02   9   6       -4.000        26.000  0.0210  0.0882  0.0082  0.990 ± 0.015  0.484 ± 0.232  -0.905 ± 0.006
+Session_03   9   6       -4.000        26.000  0.0186  0.0505  0.0091  0.997 ± 0.015  0.167 ± 0.233  -0.901 ± 0.006
+Session_04   9   6       -4.000        26.000  0.0192  0.0467  0.0070  1.017 ± 0.015  0.229 ± 0.232  -0.910 ± 0.006
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
 
 [table_of_samples] 
@@ -23,65 +23,65 @@ FOO     12      -5.00       28.89  0.3024  0.0031  ± 0.0062  0.0070     0.497
 –––  ––––––––––  ––––––  –––––––––––  ––––––––––––  –––––––––  –––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  –––––––––  –––––––––  –––––––––  ––––––––
 UID     Session  Sample  d13Cwg_VPDB  d18Owg_VSMOW        d45        d46         d47         d48         d49   d13C_VPDB  d18O_VSMOW     D47raw     D48raw     D49raw       D47
 –––  ––––––––––  ––––––  –––––––––––  ––––––––––––  –––––––––  –––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  –––––––––  –––––––––  –––––––––  ––––––––
-1    Session_01   ETH-1       -4.000        26.000   6.049381  10.706856   16.135579   21.196941   27.780042    2.057827   36.937067  -0.685751  -0.324384   0.045870  0.212791
-2    Session_01   ETH-3       -4.000        26.000   5.755174  11.255104   16.792797   22.451660   28.306614    1.723596   37.497816  -0.270825  -0.181089  -0.195908  0.621458
-3    Session_01   ETH-2       -4.000        26.000  -5.982229  -6.110437  -12.827036  -12.492272  -18.023381  -10.166188   19.784916  -0.693555  -0.312598   0.251040  0.217274
-4    Session_01   ETH-1       -4.000        26.000   5.995601  10.755323   16.116087   21.285428   27.780042    1.998631   36.986704  -0.696924  -0.333640   0.008600  0.201787
-5    Session_01     BAR       -4.000        26.000  -9.920507  10.903408    0.065076   21.704075   10.707292  -14.998270   37.174839  -0.307018  -0.216978  -0.026076  0.592818
-6    Session_01     FOO       -4.000        26.000  -0.876454   2.906764    1.341194    5.490264    4.665655   -5.048760   28.984806  -0.608593  -0.329808  -0.114437  0.295055
-7    Session_01     FOO       -4.000        26.000  -0.838118   2.819853    1.310384    5.326005    4.665655   -5.004629   28.895933  -0.593755  -0.319861   0.014956  0.309692
-8    Session_01   ETH-2       -4.000        26.000  -5.974124  -5.955517  -12.668784  -12.208184  -18.023381  -10.163274   19.943159  -0.694902  -0.336672  -0.063946  0.215880
-9    Session_01   ETH-3       -4.000        26.000   5.727341  11.211663   16.713472   22.364770   28.306614    1.695479   37.453503  -0.278056  -0.180158  -0.082015  0.614365
-10   Session_01     FOO       -4.000        26.000  -0.848028   2.874679    1.346196    5.439150    4.665655   -5.017230   28.951964  -0.601502  -0.316664  -0.081898  0.302042
-11   Session_01     BAR       -4.000        26.000  -9.959983  10.926995    0.053806   21.724901   10.707292  -15.041279   37.199026  -0.300066  -0.243252  -0.029371  0.599675
-12   Session_01     BAR       -4.000        26.000  -9.915975  10.968470    0.153453   21.749385   10.707292  -14.995822   37.241294  -0.286638  -0.301325  -0.157376  0.612868
-13   Session_01   ETH-3       -4.000        26.000   5.734896  11.229855   16.740410   22.402091   28.306614    1.702875   37.472070  -0.276998  -0.179635  -0.125368  0.615396
-14   Session_01   ETH-2       -4.000        26.000  -5.991278  -5.995054  -12.741562  -12.184075  -18.023381  -10.180122   19.902809  -0.711697  -0.232746   0.032602  0.199357
-15   Session_01   ETH-1       -4.000        26.000   6.010276  10.840276   16.207960   21.475150   27.780042    2.011176   37.073454  -0.704188  -0.315986  -0.172089  0.194589
-16   Session_02   ETH-3       -4.000        26.000   5.757137  11.232751   16.744567   22.398244   28.306614    1.731295   37.514660  -0.298533  -0.189123  -0.154557  0.604363
-17   Session_02   ETH-1       -4.000        26.000   5.993918  10.617469   15.991900   21.070358   27.780042    2.006934   36.882679  -0.683329  -0.271476   0.278458  0.216152
-18   Session_02   ETH-3       -4.000        26.000   5.719281  11.207303   16.681693   22.370886   28.306614    1.691780   37.488633  -0.296801  -0.165556  -0.065004  0.606143
-19   Session_02   ETH-3       -4.000        26.000   5.716356  11.091821   16.582487   22.123857   28.306614    1.692901   37.370126  -0.279100  -0.178789   0.162540  0.624067
-20   Session_02   ETH-1       -4.000        26.000   6.030532  10.851030   16.245571   21.457100   27.780042    2.037466   37.122284  -0.698413  -0.354920  -0.214443  0.200795
-21   Session_02     BAR       -4.000        26.000  -9.963888  10.865863   -0.023549   21.615868   10.707292  -15.053743   37.174715  -0.313906  -0.229031   0.093637  0.597041
-22   Session_02     FOO       -4.000        26.000  -0.819742   2.826793    1.317044    5.330616    4.665655   -4.986618   28.903335  -0.612871  -0.329113  -0.018244  0.294481
-23   Session_02   ETH-1       -4.000        26.000   6.019963  10.773112   16.163825   21.331060   27.780042    2.029040   37.042346  -0.692234  -0.324161  -0.051788  0.207075
+1    Session_01   ETH-1       -4.000        26.000   5.995601  10.755323   16.116087   21.285428   27.780042    1.998631   36.986704  -0.696924  -0.333640   0.008600  0.201787
+2    Session_01     FOO       -4.000        26.000  -0.848028   2.874679    1.346196    5.439150    4.665655   -5.017230   28.951964  -0.601502  -0.316664  -0.081898  0.302042
+3    Session_01     BAR       -4.000        26.000  -9.920507  10.903408    0.065076   21.704075   10.707292  -14.998270   37.174839  -0.307018  -0.216978  -0.026076  0.592818
+4    Session_01   ETH-1       -4.000        26.000   6.010276  10.840276   16.207960   21.475150   27.780042    2.011176   37.073454  -0.704188  -0.315986  -0.172089  0.194589
+5    Session_01     FOO       -4.000        26.000  -0.838118   2.819853    1.310384    5.326005    4.665655   -5.004629   28.895933  -0.593755  -0.319861   0.014956  0.309692
+6    Session_01   ETH-2       -4.000        26.000  -5.974124  -5.955517  -12.668784  -12.208184  -18.023381  -10.163274   19.943159  -0.694902  -0.336672  -0.063946  0.215880
+7    Session_01     FOO       -4.000        26.000  -0.876454   2.906764    1.341194    5.490264    4.665655   -5.048760   28.984806  -0.608593  -0.329808  -0.114437  0.295055
+8    Session_01   ETH-3       -4.000        26.000   5.727341  11.211663   16.713472   22.364770   28.306614    1.695479   37.453503  -0.278056  -0.180158  -0.082015  0.614365
+9    Session_01     BAR       -4.000        26.000  -9.959983  10.926995    0.053806   21.724901   10.707292  -15.041279   37.199026  -0.300066  -0.243252  -0.029371  0.599675
+10   Session_01   ETH-3       -4.000        26.000   5.734896  11.229855   16.740410   22.402091   28.306614    1.702875   37.472070  -0.276998  -0.179635  -0.125368  0.615396
+11   Session_01     BAR       -4.000        26.000  -9.915975  10.968470    0.153453   21.749385   10.707292  -14.995822   37.241294  -0.286638  -0.301325  -0.157376  0.612868
+12   Session_01   ETH-1       -4.000        26.000   6.049381  10.706856   16.135579   21.196941   27.780042    2.057827   36.937067  -0.685751  -0.324384   0.045870  0.212791
+13   Session_01   ETH-2       -4.000        26.000  -5.991278  -5.995054  -12.741562  -12.184075  -18.023381  -10.180122   19.902809  -0.711697  -0.232746   0.032602  0.199357
+14   Session_01   ETH-2       -4.000        26.000  -5.982229  -6.110437  -12.827036  -12.492272  -18.023381  -10.166188   19.784916  -0.693555  -0.312598   0.251040  0.217274
+15   Session_01   ETH-3       -4.000        26.000   5.755174  11.255104   16.792797   22.451660   28.306614    1.723596   37.497816  -0.270825  -0.181089  -0.195908  0.621458
+16   Session_02   ETH-1       -4.000        26.000   5.993918  10.617469   15.991900   21.070358   27.780042    2.006934   36.882679  -0.683329  -0.271476   0.278458  0.216152
+17   Session_02   ETH-1       -4.000        26.000   6.030532  10.851030   16.245571   21.457100   27.780042    2.037466   37.122284  -0.698413  -0.354920  -0.214443  0.200795
+18   Session_02     BAR       -4.000        26.000  -9.963888  10.865863   -0.023549   21.615868   10.707292  -15.053743   37.174715  -0.313906  -0.229031   0.093637  0.597041
+19   Session_02   ETH-3       -4.000        26.000   5.719281  11.207303   16.681693   22.370886   28.306614    1.691780   37.488633  -0.296801  -0.165556  -0.065004  0.606143
+20   Session_02   ETH-1       -4.000        26.000   6.019963  10.773112   16.163825   21.331060   27.780042    2.029040   37.042346  -0.692234  -0.324161  -0.051788  0.207075
+21   Session_02     BAR       -4.000        26.000  -9.957566  10.903888    0.031785   21.739434   10.707292  -15.048386   37.213724  -0.302139  -0.183327   0.012926  0.608897
+22   Session_02     FOO       -4.000        26.000  -0.848415   2.849823    1.308081    5.427767    4.665655   -5.018107   28.927036  -0.614791  -0.278426  -0.032784  0.292547
+23   Session_02   ETH-2       -4.000        26.000  -5.950370  -5.959974  -12.650784  -12.197864  -18.023381  -10.143809   19.897777  -0.696916  -0.317263  -0.080604  0.216441
 24   Session_02   ETH-2       -4.000        26.000  -5.982371  -6.036210  -12.762399  -12.309944  -18.023381  -10.175178   19.819614  -0.701348  -0.277354   0.104418  0.212021
 25   Session_02     FOO       -4.000        26.000  -0.835046   2.870518    1.355370    5.487896    4.665655   -5.004585   28.948243  -0.601666  -0.259900  -0.087592  0.305777
-26   Session_02   ETH-2       -4.000        26.000  -5.950370  -5.959974  -12.650784  -12.197864  -18.023381  -10.143809   19.897777  -0.696916  -0.317263  -0.080604  0.216441
-27   Session_02     BAR       -4.000        26.000  -9.936020  10.862339    0.024660   21.563307   10.707292  -15.023836   37.171034  -0.291333  -0.273498   0.070452  0.619812
-28   Session_02     FOO       -4.000        26.000  -0.848415   2.849823    1.308081    5.427767    4.665655   -5.018107   28.927036  -0.614791  -0.278426  -0.032784  0.292547
-29   Session_02     BAR       -4.000        26.000  -9.957566  10.903888    0.031785   21.739434   10.707292  -15.048386   37.213724  -0.302139  -0.183327   0.012926  0.608897
-30   Session_02   ETH-2       -4.000        26.000  -5.993476  -5.944866  -12.696865  -12.149754  -18.023381  -10.190430   19.913381  -0.713779  -0.298963  -0.064251  0.199436
-31   Session_03     FOO       -4.000        26.000  -0.800284   2.851299    1.376828    5.379547    4.665655   -4.951581   28.910199  -0.597293  -0.329315  -0.087015  0.304784
-32   Session_03   ETH-3       -4.000        26.000   5.753467  11.206589   16.719131   22.373244   28.306614    1.723960   37.511190  -0.294350  -0.161838  -0.099835  0.606103
-33   Session_03   ETH-2       -4.000        26.000  -5.997147  -5.905858  -12.655382  -12.081612  -18.023381  -10.165400   19.891551  -0.706536  -0.308464  -0.137414  0.197550
-34   Session_03     FOO       -4.000        26.000  -0.873798   2.820799    1.272165    5.370745    4.665655   -5.028782   28.878917  -0.596008  -0.277258   0.051165  0.306090
-35   Session_03     BAR       -4.000        26.000  -9.928709  10.989665    0.148059   21.852677   10.707292  -14.976237   37.324152  -0.299358  -0.242185  -0.184835  0.603855
-36   Session_03   ETH-2       -4.000        26.000  -6.000290  -5.947172  -12.697463  -12.164602  -18.023381  -10.167221   19.848953  -0.705037  -0.309350  -0.052386  0.199061
-37   Session_03   ETH-2       -4.000        26.000  -6.008525  -5.909707  -12.647727  -12.075913  -18.023381  -10.177379   19.887608  -0.683183  -0.294956  -0.117608  0.220975
-38   Session_03   ETH-3       -4.000        26.000   5.748546  11.079879   16.580826   22.120063   28.306614    1.723364   37.380534  -0.302133  -0.158882   0.151641  0.598318
-39   Session_03     FOO       -4.000        26.000  -0.823857   2.761300    1.258060    5.239992    4.665655   -4.973383   28.817444  -0.603327  -0.288652   0.114488  0.298751
-40   Session_03   ETH-1       -4.000        26.000   5.994622  10.743980   16.116098   21.243734   27.780042    1.997857   37.033567  -0.684883  -0.352014   0.031692  0.214449
-41   Session_03   ETH-3       -4.000        26.000   5.718991  11.146227   16.640814   22.243185   28.306614    1.689442   37.449023  -0.277332  -0.169668   0.053997  0.623187
-42   Session_03   ETH-1       -4.000        26.000   6.040566  10.786620   16.205283   21.374963   27.780042    2.045244   37.077432  -0.685706  -0.307909  -0.099869  0.213609
-43   Session_03     BAR       -4.000        26.000  -9.952115  11.034508    0.169809   21.885915   10.707292  -15.002819   37.370451  -0.296804  -0.298351  -0.246731  0.606414
-44   Session_03   ETH-1       -4.000        26.000   6.004078  10.683951   16.045192   21.214355   27.780042    2.010134   36.971642  -0.705956  -0.262026   0.138399  0.193323
-45   Session_03     BAR       -4.000        26.000  -9.957114  10.898997    0.044946   21.602296   10.707292  -15.003175   37.230716  -0.284699  -0.307849   0.021944  0.618578
-46   Session_04   ETH-2       -4.000        26.000  -5.966627  -5.893789  -12.597717  -12.120719  -18.023381  -10.161842   19.911776  -0.691757  -0.372308  -0.193986  0.217132
-47   Session_04   ETH-3       -4.000        26.000   5.751908  11.207110   16.726741   22.380392   28.306614    1.705481   37.480657  -0.285776  -0.155878  -0.099197  0.609567
-48   Session_04     BAR       -4.000        26.000  -9.951025  10.951923    0.089386   21.738926   10.707292  -15.031949   37.254709  -0.298065  -0.278834  -0.087463  0.601230
-49   Session_04     FOO       -4.000        26.000  -0.848192   2.777763    1.251297    5.280272    4.665655   -5.023358   28.822585  -0.601094  -0.281419   0.108186  0.303128
-50   Session_04   ETH-1       -4.000        26.000   6.017312  10.735930   16.123043   21.270597   27.780042    2.005824   36.995214  -0.693479  -0.309795   0.023309  0.208980
-51   Session_04   ETH-2       -4.000        26.000  -5.973623  -5.975018  -12.694278  -12.194472  -18.023381  -10.166297   19.828211  -0.701951  -0.283570  -0.025935  0.207135
-52   Session_04     BAR       -4.000        26.000  -9.931741  10.819830   -0.023748   21.529372   10.707292  -15.006533   37.118743  -0.302866  -0.222623   0.148462  0.596536
-53   Session_04   ETH-1       -4.000        26.000   6.023822  10.730714   16.121184   21.235757   27.780042    2.012958   36.989833  -0.696908  -0.333582   0.026555  0.205610
-54   Session_04     FOO       -4.000        26.000  -0.791191   2.708220    1.256167    5.145784    4.665655   -4.960004   28.750896  -0.586913  -0.276505   0.183674  0.317065
-55   Session_04     FOO       -4.000        26.000  -0.853969   2.805035    1.267571    5.353907    4.665655   -5.030523   28.850660  -0.605611  -0.262571   0.060903  0.298685
-56   Session_04   ETH-2       -4.000        26.000  -5.986501  -5.915157  -12.656583  -12.060382  -18.023381  -10.182247   19.889836  -0.709603  -0.268277  -0.130450  0.199604
-57   Session_04   ETH-3       -4.000        26.000   5.739420  11.128582   16.641344   22.166106   28.306614    1.695046   37.399884  -0.280608  -0.210162   0.066645  0.614665
-58   Session_04     BAR       -4.000        26.000  -9.926078  10.884823    0.060864   21.650722   10.707292  -15.002880   37.185606  -0.287358  -0.232425   0.016044  0.611760
-59   Session_04   ETH-1       -4.000        26.000   6.029937  10.766997   16.151273   21.345479   27.780042    2.018148   37.027152  -0.708855  -0.297953  -0.050465  0.193862
-60   Session_04   ETH-3       -4.000        26.000   5.798016  11.254135   16.832228   22.432473   28.306614    1.752928   37.528936  -0.275047  -0.197935  -0.239408  0.620088
+26   Session_02   ETH-3       -4.000        26.000   5.716356  11.091821   16.582487   22.123857   28.306614    1.692901   37.370126  -0.279100  -0.178789   0.162540  0.624067
+27   Session_02   ETH-3       -4.000        26.000   5.757137  11.232751   16.744567   22.398244   28.306614    1.731295   37.514660  -0.298533  -0.189123  -0.154557  0.604363
+28   Session_02     BAR       -4.000        26.000  -9.936020  10.862339    0.024660   21.563307   10.707292  -15.023836   37.171034  -0.291333  -0.273498   0.070452  0.619812
+29   Session_02   ETH-2       -4.000        26.000  -5.993476  -5.944866  -12.696865  -12.149754  -18.023381  -10.190430   19.913381  -0.713779  -0.298963  -0.064251  0.199436
+30   Session_02     FOO       -4.000        26.000  -0.819742   2.826793    1.317044    5.330616    4.665655   -4.986618   28.903335  -0.612871  -0.329113  -0.018244  0.294481
+31   Session_03     BAR       -4.000        26.000  -9.952115  11.034508    0.169809   21.885915   10.707292  -15.002819   37.370451  -0.296804  -0.298351  -0.246731  0.606414
+32   Session_03   ETH-1       -4.000        26.000   6.004078  10.683951   16.045192   21.214355   27.780042    2.010134   36.971642  -0.705956  -0.262026   0.138399  0.193323
+33   Session_03   ETH-2       -4.000        26.000  -6.000290  -5.947172  -12.697463  -12.164602  -18.023381  -10.167221   19.848953  -0.705037  -0.309350  -0.052386  0.199061
+34   Session_03   ETH-1       -4.000        26.000   6.040566  10.786620   16.205283   21.374963   27.780042    2.045244   37.077432  -0.685706  -0.307909  -0.099869  0.213609
+35   Session_03     FOO       -4.000        26.000  -0.823857   2.761300    1.258060    5.239992    4.665655   -4.973383   28.817444  -0.603327  -0.288652   0.114488  0.298751
+36   Session_03   ETH-3       -4.000        26.000   5.718991  11.146227   16.640814   22.243185   28.306614    1.689442   37.449023  -0.277332  -0.169668   0.053997  0.623187
+37   Session_03   ETH-3       -4.000        26.000   5.748546  11.079879   16.580826   22.120063   28.306614    1.723364   37.380534  -0.302133  -0.158882   0.151641  0.598318
+38   Session_03     FOO       -4.000        26.000  -0.873798   2.820799    1.272165    5.370745    4.665655   -5.028782   28.878917  -0.596008  -0.277258   0.051165  0.306090
+39   Session_03     BAR       -4.000        26.000  -9.928709  10.989665    0.148059   21.852677   10.707292  -14.976237   37.324152  -0.299358  -0.242185  -0.184835  0.603855
+40   Session_03   ETH-2       -4.000        26.000  -5.997147  -5.905858  -12.655382  -12.081612  -18.023381  -10.165400   19.891551  -0.706536  -0.308464  -0.137414  0.197550
+41   Session_03     BAR       -4.000        26.000  -9.957114  10.898997    0.044946   21.602296   10.707292  -15.003175   37.230716  -0.284699  -0.307849   0.021944  0.618578
+42   Session_03   ETH-3       -4.000        26.000   5.753467  11.206589   16.719131   22.373244   28.306614    1.723960   37.511190  -0.294350  -0.161838  -0.099835  0.606103
+43   Session_03     FOO       -4.000        26.000  -0.800284   2.851299    1.376828    5.379547    4.665655   -4.951581   28.910199  -0.597293  -0.329315  -0.087015  0.304784
+44   Session_03   ETH-2       -4.000        26.000  -6.008525  -5.909707  -12.647727  -12.075913  -18.023381  -10.177379   19.887608  -0.683183  -0.294956  -0.117608  0.220975
+45   Session_03   ETH-1       -4.000        26.000   5.994622  10.743980   16.116098   21.243734   27.780042    1.997857   37.033567  -0.684883  -0.352014   0.031692  0.214449
+46   Session_04   ETH-3       -4.000        26.000   5.739420  11.128582   16.641344   22.166106   28.306614    1.695046   37.399884  -0.280608  -0.210162   0.066645  0.614665
+47   Session_04   ETH-1       -4.000        26.000   6.029937  10.766997   16.151273   21.345479   27.780042    2.018148   37.027152  -0.708855  -0.297953  -0.050465  0.193862
+48   Session_04   ETH-1       -4.000        26.000   6.023822  10.730714   16.121184   21.235757   27.780042    2.012958   36.989833  -0.696908  -0.333582   0.026555  0.205610
+49   Session_04   ETH-3       -4.000        26.000   5.798016  11.254135   16.832228   22.432473   28.306614    1.752928   37.528936  -0.275047  -0.197935  -0.239408  0.620088
+50   Session_04   ETH-2       -4.000        26.000  -5.973623  -5.975018  -12.694278  -12.194472  -18.023381  -10.166297   19.828211  -0.701951  -0.283570  -0.025935  0.207135
+51   Session_04   ETH-2       -4.000        26.000  -5.966627  -5.893789  -12.597717  -12.120719  -18.023381  -10.161842   19.911776  -0.691757  -0.372308  -0.193986  0.217132
+52   Session_04     FOO       -4.000        26.000  -0.853969   2.805035    1.267571    5.353907    4.665655   -5.030523   28.850660  -0.605611  -0.262571   0.060903  0.298685
+53   Session_04     BAR       -4.000        26.000  -9.926078  10.884823    0.060864   21.650722   10.707292  -15.002880   37.185606  -0.287358  -0.232425   0.016044  0.611760
+54   Session_04   ETH-2       -4.000        26.000  -5.986501  -5.915157  -12.656583  -12.060382  -18.023381  -10.182247   19.889836  -0.709603  -0.268277  -0.130450  0.199604
+55   Session_04     BAR       -4.000        26.000  -9.951025  10.951923    0.089386   21.738926   10.707292  -15.031949   37.254709  -0.298065  -0.278834  -0.087463  0.601230
+56   Session_04   ETH-3       -4.000        26.000   5.751908  11.207110   16.726741   22.380392   28.306614    1.705481   37.480657  -0.285776  -0.155878  -0.099197  0.609567
+57   Session_04   ETH-1       -4.000        26.000   6.017312  10.735930   16.123043   21.270597   27.780042    2.005824   36.995214  -0.693479  -0.309795   0.023309  0.208980
+58   Session_04     FOO       -4.000        26.000  -0.848192   2.777763    1.251297    5.280272    4.665655   -5.023358   28.822585  -0.601094  -0.281419   0.108186  0.303128
+59   Session_04     BAR       -4.000        26.000  -9.931741  10.819830   -0.023748   21.529372   10.707292  -15.006533   37.118743  -0.302866  -0.222623   0.148462  0.596536
+60   Session_04     FOO       -4.000        26.000  -0.791191   2.708220    1.256167    5.145784    4.665655   -4.960004   28.750896  -0.586913  -0.276505   0.183674  0.317065
 –––  ––––––––––  ––––––  –––––––––––  ––––––––––––  –––––––––  –––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  –––––––––  –––––––––  –––––––––  ––––––––
 
diff --git a/docs/D47_plot_Session_01.png b/docs/D47_plot_Session_01.png
index 4b3c2afb57ff4261511aba4d57557f6376a9ce3a..f9c151db3bca7e0bd03cf5feef2302dae2454df0 100644
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diff --git a/docs/index.html b/docs/index.html
index 9196415..0c697e8 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -924,10 +924,10 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 </span><span id="L-19"><a href="#L-19"><span class="linenos">  19</span></a><span class="n">__docformat__</span> <span class="o">=</span> <span class="s2">&quot;restructuredtext&quot;</span>
 </span><span id="L-20"><a href="#L-20"><span class="linenos">  20</span></a><span class="n">__author__</span>    <span class="o">=</span> <span class="s1">&#39;Mathieu Daëron&#39;</span>
 </span><span id="L-21"><a href="#L-21"><span class="linenos">  21</span></a><span class="n">__contact__</span>   <span class="o">=</span> <span class="s1">&#39;daeron@lsce.ipsl.fr&#39;</span>
-</span><span id="L-22"><a href="#L-22"><span class="linenos">  22</span></a><span class="n">__copyright__</span> <span class="o">=</span> <span class="s1">&#39;Copyright (c) 2023 Mathieu Daëron&#39;</span>
+</span><span id="L-22"><a href="#L-22"><span class="linenos">  22</span></a><span class="n">__copyright__</span> <span class="o">=</span> <span class="s1">&#39;Copyright (c) 2024 Mathieu Daëron&#39;</span>
 </span><span id="L-23"><a href="#L-23"><span class="linenos">  23</span></a><span class="n">__license__</span>   <span class="o">=</span> <span class="s1">&#39;Modified BSD License - https://opensource.org/licenses/BSD-3-Clause&#39;</span>
-</span><span id="L-24"><a href="#L-24"><span class="linenos">  24</span></a><span class="n">__date__</span>      <span class="o">=</span> <span class="s1">&#39;2023-10-04&#39;</span>
-</span><span id="L-25"><a href="#L-25"><span class="linenos">  25</span></a><span class="n">__version__</span>   <span class="o">=</span> <span class="s1">&#39;2.4.0&#39;</span>
+</span><span id="L-24"><a href="#L-24"><span class="linenos">  24</span></a><span class="n">__date__</span>      <span class="o">=</span> <span class="s1">&#39;2024-09-10&#39;</span>
+</span><span id="L-25"><a href="#L-25"><span class="linenos">  25</span></a><span class="n">__version__</span>   <span class="o">=</span> <span class="s1">&#39;2.4.1&#39;</span>
 </span><span id="L-26"><a href="#L-26"><span class="linenos">  26</span></a>
 </span><span id="L-27"><a href="#L-27"><span class="linenos">  27</span></a><span class="kn">import</span> <span class="nn">os</span>
 </span><span id="L-28"><a href="#L-28"><span class="linenos">  28</span></a><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
@@ -2996,1397 +2996,1423 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 </span><span id="L-2091"><a href="#L-2091"><span class="linenos">2091</span></a>			<span class="n">sp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">plot_single_session</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;constant&#39;</span><span class="p">)</span>
 </span><span id="L-2092"><a href="#L-2092"><span class="linenos">2092</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_plot_</span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">.</span><span class="si">{</span><span class="n">filetype</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="o">**</span><span class="p">({</span><span class="s1">&#39;dpi&#39;</span><span class="p">:</span> <span class="n">dpi</span><span class="p">}</span> <span class="k">if</span> <span class="n">filetype</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;png&#39;</span> <span class="k">else</span> <span class="p">{}))</span>
 </span><span id="L-2093"><a href="#L-2093"><span class="linenos">2093</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">sp</span><span class="o">.</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="L-2094"><a href="#L-2094"><span class="linenos">2094</span></a>
+</span><span id="L-2094"><a href="#L-2094"><span class="linenos">2094</span></a>			
 </span><span id="L-2095"><a href="#L-2095"><span class="linenos">2095</span></a>
-</span><span id="L-2096"><a href="#L-2096"><span class="linenos">2096</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="L-2097"><a href="#L-2097"><span class="linenos">2097</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-2098"><a href="#L-2098"><span class="linenos">2098</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2099"><a href="#L-2099"><span class="linenos">2099</span></a><span class="sd">		Compile various statistics for each sample.</span>
-</span><span id="L-2100"><a href="#L-2100"><span class="linenos">2100</span></a>
-</span><span id="L-2101"><a href="#L-2101"><span class="linenos">2101</span></a><span class="sd">		For each anchor sample:</span>
-</span><span id="L-2102"><a href="#L-2102"><span class="linenos">2102</span></a>
-</span><span id="L-2103"><a href="#L-2103"><span class="linenos">2103</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
-</span><span id="L-2104"><a href="#L-2104"><span class="linenos">2104</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
-</span><span id="L-2105"><a href="#L-2105"><span class="linenos">2105</span></a>
-</span><span id="L-2106"><a href="#L-2106"><span class="linenos">2106</span></a><span class="sd">		For each unknown sample:</span>
-</span><span id="L-2107"><a href="#L-2107"><span class="linenos">2107</span></a>
-</span><span id="L-2108"><a href="#L-2108"><span class="linenos">2108</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
-</span><span id="L-2109"><a href="#L-2109"><span class="linenos">2109</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
-</span><span id="L-2110"><a href="#L-2110"><span class="linenos">2110</span></a>
-</span><span id="L-2111"><a href="#L-2111"><span class="linenos">2111</span></a><span class="sd">		For each anchor and unknown:</span>
-</span><span id="L-2112"><a href="#L-2112"><span class="linenos">2112</span></a>
-</span><span id="L-2113"><a href="#L-2113"><span class="linenos">2113</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
-</span><span id="L-2114"><a href="#L-2114"><span class="linenos">2114</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
-</span><span id="L-2115"><a href="#L-2115"><span class="linenos">2115</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
-</span><span id="L-2116"><a href="#L-2116"><span class="linenos">2116</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
-</span><span id="L-2117"><a href="#L-2117"><span class="linenos">2117</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
-</span><span id="L-2118"><a href="#L-2118"><span class="linenos">2118</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
-</span><span id="L-2119"><a href="#L-2119"><span class="linenos">2119</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
-</span><span id="L-2120"><a href="#L-2120"><span class="linenos">2120</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2121"><a href="#L-2121"><span class="linenos">2121</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="L-2122"><a href="#L-2122"><span class="linenos">2122</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
-</span><span id="L-2123"><a href="#L-2123"><span class="linenos">2123</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
-</span><span id="L-2124"><a href="#L-2124"><span class="linenos">2124</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="L-2125"><a href="#L-2125"><span class="linenos">2125</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="L-2126"><a href="#L-2126"><span class="linenos">2126</span></a>
-</span><span id="L-2127"><a href="#L-2127"><span class="linenos">2127</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="L-2128"><a href="#L-2128"><span class="linenos">2128</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="L-2129"><a href="#L-2129"><span class="linenos">2129</span></a>
-</span><span id="L-2130"><a href="#L-2130"><span class="linenos">2130</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="L-2131"><a href="#L-2131"><span class="linenos">2131</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
-</span><span id="L-2132"><a href="#L-2132"><span class="linenos">2132</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="L-2133"><a href="#L-2133"><span class="linenos">2133</span></a>			
-</span><span id="L-2134"><a href="#L-2134"><span class="linenos">2134</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="L-2135"><a href="#L-2135"><span class="linenos">2135</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="L-2136"><a href="#L-2136"><span class="linenos">2136</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="L-2137"><a href="#L-2137"><span class="linenos">2137</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2138"><a href="#L-2138"><span class="linenos">2138</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="L-2139"><a href="#L-2139"><span class="linenos">2139</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2140"><a href="#L-2140"><span class="linenos">2140</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2141"><a href="#L-2141"><span class="linenos">2141</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2142"><a href="#L-2142"><span class="linenos">2142</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2143"><a href="#L-2143"><span class="linenos">2143</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
-</span><span id="L-2144"><a href="#L-2144"><span class="linenos">2144</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
-</span><span id="L-2145"><a href="#L-2145"><span class="linenos">2145</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
-</span><span id="L-2146"><a href="#L-2146"><span class="linenos">2146</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2147"><a href="#L-2147"><span class="linenos">2147</span></a>
-</span><span id="L-2148"><a href="#L-2148"><span class="linenos">2148</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="L-2149"><a href="#L-2149"><span class="linenos">2149</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="L-2150"><a href="#L-2150"><span class="linenos">2150</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="L-2151"><a href="#L-2151"><span class="linenos">2151</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2152"><a href="#L-2152"><span class="linenos">2152</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="L-2153"><a href="#L-2153"><span class="linenos">2153</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2154"><a href="#L-2154"><span class="linenos">2154</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-2155"><a href="#L-2155"><span class="linenos">2155</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-2156"><a href="#L-2156"><span class="linenos">2156</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2157"><a href="#L-2157"><span class="linenos">2157</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
-</span><span id="L-2158"><a href="#L-2158"><span class="linenos">2158</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
-</span><span id="L-2159"><a href="#L-2159"><span class="linenos">2159</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2160"><a href="#L-2160"><span class="linenos">2160</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="L-2161"><a href="#L-2161"><span class="linenos">2161</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="L-2162"><a href="#L-2162"><span class="linenos">2162</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
-</span><span id="L-2163"><a href="#L-2163"><span class="linenos">2163</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
-</span><span id="L-2164"><a href="#L-2164"><span class="linenos">2164</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2165"><a href="#L-2165"><span class="linenos">2165</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
-</span><span id="L-2166"><a href="#L-2166"><span class="linenos">2166</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="L-2167"><a href="#L-2167"><span class="linenos">2167</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
-</span><span id="L-2168"><a href="#L-2168"><span class="linenos">2168</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
-</span><span id="L-2169"><a href="#L-2169"><span class="linenos">2169</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
-</span><span id="L-2170"><a href="#L-2170"><span class="linenos">2170</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
-</span><span id="L-2171"><a href="#L-2171"><span class="linenos">2171</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
-</span><span id="L-2172"><a href="#L-2172"><span class="linenos">2172</span></a>
-</span><span id="L-2173"><a href="#L-2173"><span class="linenos">2173</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="L-2174"><a href="#L-2174"><span class="linenos">2174</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2175"><a href="#L-2175"><span class="linenos">2175</span></a>
+</span><span id="L-2096"><a href="#L-2096"><span class="linenos">2096</span></a>
+</span><span id="L-2097"><a href="#L-2097"><span class="linenos">2097</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="L-2098"><a href="#L-2098"><span class="linenos">2098</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-2099"><a href="#L-2099"><span class="linenos">2099</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2100"><a href="#L-2100"><span class="linenos">2100</span></a><span class="sd">		Compile various statistics for each sample.</span>
+</span><span id="L-2101"><a href="#L-2101"><span class="linenos">2101</span></a>
+</span><span id="L-2102"><a href="#L-2102"><span class="linenos">2102</span></a><span class="sd">		For each anchor sample:</span>
+</span><span id="L-2103"><a href="#L-2103"><span class="linenos">2103</span></a>
+</span><span id="L-2104"><a href="#L-2104"><span class="linenos">2104</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
+</span><span id="L-2105"><a href="#L-2105"><span class="linenos">2105</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
+</span><span id="L-2106"><a href="#L-2106"><span class="linenos">2106</span></a>
+</span><span id="L-2107"><a href="#L-2107"><span class="linenos">2107</span></a><span class="sd">		For each unknown sample:</span>
+</span><span id="L-2108"><a href="#L-2108"><span class="linenos">2108</span></a>
+</span><span id="L-2109"><a href="#L-2109"><span class="linenos">2109</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
+</span><span id="L-2110"><a href="#L-2110"><span class="linenos">2110</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
+</span><span id="L-2111"><a href="#L-2111"><span class="linenos">2111</span></a>
+</span><span id="L-2112"><a href="#L-2112"><span class="linenos">2112</span></a><span class="sd">		For each anchor and unknown:</span>
+</span><span id="L-2113"><a href="#L-2113"><span class="linenos">2113</span></a>
+</span><span id="L-2114"><a href="#L-2114"><span class="linenos">2114</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
+</span><span id="L-2115"><a href="#L-2115"><span class="linenos">2115</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
+</span><span id="L-2116"><a href="#L-2116"><span class="linenos">2116</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
+</span><span id="L-2117"><a href="#L-2117"><span class="linenos">2117</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
+</span><span id="L-2118"><a href="#L-2118"><span class="linenos">2118</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
+</span><span id="L-2119"><a href="#L-2119"><span class="linenos">2119</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
+</span><span id="L-2120"><a href="#L-2120"><span class="linenos">2120</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
+</span><span id="L-2121"><a href="#L-2121"><span class="linenos">2121</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2122"><a href="#L-2122"><span class="linenos">2122</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="L-2123"><a href="#L-2123"><span class="linenos">2123</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
+</span><span id="L-2124"><a href="#L-2124"><span class="linenos">2124</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
+</span><span id="L-2125"><a href="#L-2125"><span class="linenos">2125</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="L-2126"><a href="#L-2126"><span class="linenos">2126</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="L-2127"><a href="#L-2127"><span class="linenos">2127</span></a>
+</span><span id="L-2128"><a href="#L-2128"><span class="linenos">2128</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="L-2129"><a href="#L-2129"><span class="linenos">2129</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="L-2130"><a href="#L-2130"><span class="linenos">2130</span></a>
+</span><span id="L-2131"><a href="#L-2131"><span class="linenos">2131</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="L-2132"><a href="#L-2132"><span class="linenos">2132</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
+</span><span id="L-2133"><a href="#L-2133"><span class="linenos">2133</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="L-2134"><a href="#L-2134"><span class="linenos">2134</span></a>			
+</span><span id="L-2135"><a href="#L-2135"><span class="linenos">2135</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="L-2136"><a href="#L-2136"><span class="linenos">2136</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="L-2137"><a href="#L-2137"><span class="linenos">2137</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="L-2138"><a href="#L-2138"><span class="linenos">2138</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2139"><a href="#L-2139"><span class="linenos">2139</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="L-2140"><a href="#L-2140"><span class="linenos">2140</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2141"><a href="#L-2141"><span class="linenos">2141</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2142"><a href="#L-2142"><span class="linenos">2142</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2143"><a href="#L-2143"><span class="linenos">2143</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2144"><a href="#L-2144"><span class="linenos">2144</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
+</span><span id="L-2145"><a href="#L-2145"><span class="linenos">2145</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
+</span><span id="L-2146"><a href="#L-2146"><span class="linenos">2146</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
+</span><span id="L-2147"><a href="#L-2147"><span class="linenos">2147</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2148"><a href="#L-2148"><span class="linenos">2148</span></a>
+</span><span id="L-2149"><a href="#L-2149"><span class="linenos">2149</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="L-2150"><a href="#L-2150"><span class="linenos">2150</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="L-2151"><a href="#L-2151"><span class="linenos">2151</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="L-2152"><a href="#L-2152"><span class="linenos">2152</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2153"><a href="#L-2153"><span class="linenos">2153</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="L-2154"><a href="#L-2154"><span class="linenos">2154</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2155"><a href="#L-2155"><span class="linenos">2155</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-2156"><a href="#L-2156"><span class="linenos">2156</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-2157"><a href="#L-2157"><span class="linenos">2157</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2158"><a href="#L-2158"><span class="linenos">2158</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
+</span><span id="L-2159"><a href="#L-2159"><span class="linenos">2159</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
+</span><span id="L-2160"><a href="#L-2160"><span class="linenos">2160</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2161"><a href="#L-2161"><span class="linenos">2161</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="L-2162"><a href="#L-2162"><span class="linenos">2162</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="L-2163"><a href="#L-2163"><span class="linenos">2163</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
+</span><span id="L-2164"><a href="#L-2164"><span class="linenos">2164</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
+</span><span id="L-2165"><a href="#L-2165"><span class="linenos">2165</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2166"><a href="#L-2166"><span class="linenos">2166</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
+</span><span id="L-2167"><a href="#L-2167"><span class="linenos">2167</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="L-2168"><a href="#L-2168"><span class="linenos">2168</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
+</span><span id="L-2169"><a href="#L-2169"><span class="linenos">2169</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
+</span><span id="L-2170"><a href="#L-2170"><span class="linenos">2170</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
+</span><span id="L-2171"><a href="#L-2171"><span class="linenos">2171</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
+</span><span id="L-2172"><a href="#L-2172"><span class="linenos">2172</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
+</span><span id="L-2173"><a href="#L-2173"><span class="linenos">2173</span></a>
+</span><span id="L-2174"><a href="#L-2174"><span class="linenos">2174</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="L-2175"><a href="#L-2175"><span class="linenos">2175</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
 </span><span id="L-2176"><a href="#L-2176"><span class="linenos">2176</span></a>
 </span><span id="L-2177"><a href="#L-2177"><span class="linenos">2177</span></a>
-</span><span id="L-2178"><a href="#L-2178"><span class="linenos">2178</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-2179"><a href="#L-2179"><span class="linenos">2179</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2180"><a href="#L-2180"><span class="linenos">2180</span></a><span class="sd">		Compute various statistics for each session.</span>
-</span><span id="L-2181"><a href="#L-2181"><span class="linenos">2181</span></a>
-</span><span id="L-2182"><a href="#L-2182"><span class="linenos">2182</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
-</span><span id="L-2183"><a href="#L-2183"><span class="linenos">2183</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
-</span><span id="L-2184"><a href="#L-2184"><span class="linenos">2184</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
-</span><span id="L-2185"><a href="#L-2185"><span class="linenos">2185</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
-</span><span id="L-2186"><a href="#L-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
-</span><span id="L-2187"><a href="#L-2187"><span class="linenos">2187</span></a><span class="sd">		+ `a`: scrambling factor</span>
-</span><span id="L-2188"><a href="#L-2188"><span class="linenos">2188</span></a><span class="sd">		+ `b`: compositional slope</span>
-</span><span id="L-2189"><a href="#L-2189"><span class="linenos">2189</span></a><span class="sd">		+ `c`: WG offset</span>
-</span><span id="L-2190"><a href="#L-2190"><span class="linenos">2190</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
-</span><span id="L-2191"><a href="#L-2191"><span class="linenos">2191</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
-</span><span id="L-2192"><a href="#L-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
-</span><span id="L-2193"><a href="#L-2193"><span class="linenos">2193</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
-</span><span id="L-2194"><a href="#L-2194"><span class="linenos">2194</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
-</span><span id="L-2195"><a href="#L-2195"><span class="linenos">2195</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
-</span><span id="L-2196"><a href="#L-2196"><span class="linenos">2196</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
-</span><span id="L-2197"><a href="#L-2197"><span class="linenos">2197</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
-</span><span id="L-2198"><a href="#L-2198"><span class="linenos">2198</span></a><span class="sd">		+ `c2`: WG offset drift</span>
-</span><span id="L-2199"><a href="#L-2199"><span class="linenos">2199</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
-</span><span id="L-2200"><a href="#L-2200"><span class="linenos">2200</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
-</span><span id="L-2201"><a href="#L-2201"><span class="linenos">2201</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
-</span><span id="L-2202"><a href="#L-2202"><span class="linenos">2202</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
-</span><span id="L-2203"><a href="#L-2203"><span class="linenos">2203</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2204"><a href="#L-2204"><span class="linenos">2204</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2205"><a href="#L-2205"><span class="linenos">2205</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="L-2206"><a href="#L-2206"><span class="linenos">2206</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
-</span><span id="L-2207"><a href="#L-2207"><span class="linenos">2207</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="L-2208"><a href="#L-2208"><span class="linenos">2208</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
-</span><span id="L-2209"><a href="#L-2209"><span class="linenos">2209</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="L-2210"><a href="#L-2210"><span class="linenos">2210</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="L-2211"><a href="#L-2211"><span class="linenos">2211</span></a>
-</span><span id="L-2212"><a href="#L-2212"><span class="linenos">2212</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2213"><a href="#L-2213"><span class="linenos">2213</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="L-2214"><a href="#L-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="L-2215"><a href="#L-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="L-2216"><a href="#L-2216"><span class="linenos">2216</span></a>
-</span><span id="L-2217"><a href="#L-2217"><span class="linenos">2217</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="L-2218"><a href="#L-2218"><span class="linenos">2218</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2219"><a href="#L-2219"><span class="linenos">2219</span></a>
-</span><span id="L-2220"><a href="#L-2220"><span class="linenos">2220</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2221"><a href="#L-2221"><span class="linenos">2221</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2222"><a href="#L-2222"><span class="linenos">2222</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2223"><a href="#L-2223"><span class="linenos">2223</span></a>
-</span><span id="L-2224"><a href="#L-2224"><span class="linenos">2224</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2225"><a href="#L-2225"><span class="linenos">2225</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2226"><a href="#L-2226"><span class="linenos">2226</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2227"><a href="#L-2227"><span class="linenos">2227</span></a>
-</span><span id="L-2228"><a href="#L-2228"><span class="linenos">2228</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2229"><a href="#L-2229"><span class="linenos">2229</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2230"><a href="#L-2230"><span class="linenos">2230</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2231"><a href="#L-2231"><span class="linenos">2231</span></a>
-</span><span id="L-2232"><a href="#L-2232"><span class="linenos">2232</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2233"><a href="#L-2233"><span class="linenos">2233</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
-</span><span id="L-2234"><a href="#L-2234"><span class="linenos">2234</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2235"><a href="#L-2235"><span class="linenos">2235</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2236"><a href="#L-2236"><span class="linenos">2236</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2237"><a href="#L-2237"><span class="linenos">2237</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2238"><a href="#L-2238"><span class="linenos">2238</span></a>
-</span><span id="L-2239"><a href="#L-2239"><span class="linenos">2239</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2240"><a href="#L-2240"><span class="linenos">2240</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
-</span><span id="L-2241"><a href="#L-2241"><span class="linenos">2241</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2242"><a href="#L-2242"><span class="linenos">2242</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2243"><a href="#L-2243"><span class="linenos">2243</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2244"><a href="#L-2244"><span class="linenos">2244</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2245"><a href="#L-2245"><span class="linenos">2245</span></a>
-</span><span id="L-2246"><a href="#L-2246"><span class="linenos">2246</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2247"><a href="#L-2247"><span class="linenos">2247</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
-</span><span id="L-2248"><a href="#L-2248"><span class="linenos">2248</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2249"><a href="#L-2249"><span class="linenos">2249</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="L-2250"><a href="#L-2250"><span class="linenos">2250</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2251"><a href="#L-2251"><span class="linenos">2251</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="L-2252"><a href="#L-2252"><span class="linenos">2252</span></a>
-</span><span id="L-2253"><a href="#L-2253"><span class="linenos">2253</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2254"><a href="#L-2254"><span class="linenos">2254</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2255"><a href="#L-2255"><span class="linenos">2255</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2256"><a href="#L-2256"><span class="linenos">2256</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="L-2257"><a href="#L-2257"><span class="linenos">2257</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
-</span><span id="L-2258"><a href="#L-2258"><span class="linenos">2258</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2259"><a href="#L-2259"><span class="linenos">2259</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2260"><a href="#L-2260"><span class="linenos">2260</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
-</span><span id="L-2261"><a href="#L-2261"><span class="linenos">2261</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="L-2262"><a href="#L-2262"><span class="linenos">2262</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2263"><a href="#L-2263"><span class="linenos">2263</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2264"><a href="#L-2264"><span class="linenos">2264</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="L-2265"><a href="#L-2265"><span class="linenos">2265</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="L-2266"><a href="#L-2266"><span class="linenos">2266</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2267"><a href="#L-2267"><span class="linenos">2267</span></a>						<span class="k">pass</span>
-</span><span id="L-2268"><a href="#L-2268"><span class="linenos">2268</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2269"><a href="#L-2269"><span class="linenos">2269</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2270"><a href="#L-2270"><span class="linenos">2270</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="L-2271"><a href="#L-2271"><span class="linenos">2271</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="L-2272"><a href="#L-2272"><span class="linenos">2272</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2273"><a href="#L-2273"><span class="linenos">2273</span></a>						<span class="k">pass</span>
-</span><span id="L-2274"><a href="#L-2274"><span class="linenos">2274</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2275"><a href="#L-2275"><span class="linenos">2275</span></a>					<span class="k">pass</span>
-</span><span id="L-2276"><a href="#L-2276"><span class="linenos">2276</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2277"><a href="#L-2277"><span class="linenos">2277</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2278"><a href="#L-2278"><span class="linenos">2278</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
-</span><span id="L-2279"><a href="#L-2279"><span class="linenos">2279</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="L-2280"><a href="#L-2280"><span class="linenos">2280</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2281"><a href="#L-2281"><span class="linenos">2281</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2282"><a href="#L-2282"><span class="linenos">2282</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="L-2283"><a href="#L-2283"><span class="linenos">2283</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="L-2284"><a href="#L-2284"><span class="linenos">2284</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2285"><a href="#L-2285"><span class="linenos">2285</span></a>						<span class="k">pass</span>
-</span><span id="L-2286"><a href="#L-2286"><span class="linenos">2286</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2287"><a href="#L-2287"><span class="linenos">2287</span></a>					<span class="k">pass</span>
-</span><span id="L-2288"><a href="#L-2288"><span class="linenos">2288</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2289"><a href="#L-2289"><span class="linenos">2289</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2290"><a href="#L-2290"><span class="linenos">2290</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
-</span><span id="L-2291"><a href="#L-2291"><span class="linenos">2291</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="L-2292"><a href="#L-2292"><span class="linenos">2292</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2293"><a href="#L-2293"><span class="linenos">2293</span></a>					<span class="k">pass</span>
-</span><span id="L-2294"><a href="#L-2294"><span class="linenos">2294</span></a>
-</span><span id="L-2295"><a href="#L-2295"><span class="linenos">2295</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
-</span><span id="L-2296"><a href="#L-2296"><span class="linenos">2296</span></a>
-</span><span id="L-2297"><a href="#L-2297"><span class="linenos">2297</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="L-2298"><a href="#L-2298"><span class="linenos">2298</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
+</span><span id="L-2178"><a href="#L-2178"><span class="linenos">2178</span></a>
+</span><span id="L-2179"><a href="#L-2179"><span class="linenos">2179</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-2180"><a href="#L-2180"><span class="linenos">2180</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2181"><a href="#L-2181"><span class="linenos">2181</span></a><span class="sd">		Compute various statistics for each session.</span>
+</span><span id="L-2182"><a href="#L-2182"><span class="linenos">2182</span></a>
+</span><span id="L-2183"><a href="#L-2183"><span class="linenos">2183</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
+</span><span id="L-2184"><a href="#L-2184"><span class="linenos">2184</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
+</span><span id="L-2185"><a href="#L-2185"><span class="linenos">2185</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
+</span><span id="L-2186"><a href="#L-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
+</span><span id="L-2187"><a href="#L-2187"><span class="linenos">2187</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
+</span><span id="L-2188"><a href="#L-2188"><span class="linenos">2188</span></a><span class="sd">		+ `a`: scrambling factor</span>
+</span><span id="L-2189"><a href="#L-2189"><span class="linenos">2189</span></a><span class="sd">		+ `b`: compositional slope</span>
+</span><span id="L-2190"><a href="#L-2190"><span class="linenos">2190</span></a><span class="sd">		+ `c`: WG offset</span>
+</span><span id="L-2191"><a href="#L-2191"><span class="linenos">2191</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
+</span><span id="L-2192"><a href="#L-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
+</span><span id="L-2193"><a href="#L-2193"><span class="linenos">2193</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
+</span><span id="L-2194"><a href="#L-2194"><span class="linenos">2194</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
+</span><span id="L-2195"><a href="#L-2195"><span class="linenos">2195</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
+</span><span id="L-2196"><a href="#L-2196"><span class="linenos">2196</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
+</span><span id="L-2197"><a href="#L-2197"><span class="linenos">2197</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
+</span><span id="L-2198"><a href="#L-2198"><span class="linenos">2198</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
+</span><span id="L-2199"><a href="#L-2199"><span class="linenos">2199</span></a><span class="sd">		+ `c2`: WG offset drift</span>
+</span><span id="L-2200"><a href="#L-2200"><span class="linenos">2200</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
+</span><span id="L-2201"><a href="#L-2201"><span class="linenos">2201</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
+</span><span id="L-2202"><a href="#L-2202"><span class="linenos">2202</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
+</span><span id="L-2203"><a href="#L-2203"><span class="linenos">2203</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
+</span><span id="L-2204"><a href="#L-2204"><span class="linenos">2204</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2205"><a href="#L-2205"><span class="linenos">2205</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2206"><a href="#L-2206"><span class="linenos">2206</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="L-2207"><a href="#L-2207"><span class="linenos">2207</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
+</span><span id="L-2208"><a href="#L-2208"><span class="linenos">2208</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="L-2209"><a href="#L-2209"><span class="linenos">2209</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
+</span><span id="L-2210"><a href="#L-2210"><span class="linenos">2210</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="L-2211"><a href="#L-2211"><span class="linenos">2211</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="L-2212"><a href="#L-2212"><span class="linenos">2212</span></a>
+</span><span id="L-2213"><a href="#L-2213"><span class="linenos">2213</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2214"><a href="#L-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="L-2215"><a href="#L-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="L-2216"><a href="#L-2216"><span class="linenos">2216</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="L-2217"><a href="#L-2217"><span class="linenos">2217</span></a>
+</span><span id="L-2218"><a href="#L-2218"><span class="linenos">2218</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="L-2219"><a href="#L-2219"><span class="linenos">2219</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2220"><a href="#L-2220"><span class="linenos">2220</span></a>
+</span><span id="L-2221"><a href="#L-2221"><span class="linenos">2221</span></a>				<span class="c1"># different (better?) computation of D4x repeatability for each session:</span>
+</span><span id="L-2222"><a href="#L-2222"><span class="linenos">2222</span></a>				<span class="n">sqresiduals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="L-2223"><a href="#L-2223"><span class="linenos">2223</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">sqresiduals</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2224"><a href="#L-2224"><span class="linenos">2224</span></a>
+</span><span id="L-2225"><a href="#L-2225"><span class="linenos">2225</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2226"><a href="#L-2226"><span class="linenos">2226</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2227"><a href="#L-2227"><span class="linenos">2227</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2228"><a href="#L-2228"><span class="linenos">2228</span></a>
+</span><span id="L-2229"><a href="#L-2229"><span class="linenos">2229</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2230"><a href="#L-2230"><span class="linenos">2230</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2231"><a href="#L-2231"><span class="linenos">2231</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2232"><a href="#L-2232"><span class="linenos">2232</span></a>
+</span><span id="L-2233"><a href="#L-2233"><span class="linenos">2233</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2234"><a href="#L-2234"><span class="linenos">2234</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2235"><a href="#L-2235"><span class="linenos">2235</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2236"><a href="#L-2236"><span class="linenos">2236</span></a>
+</span><span id="L-2237"><a href="#L-2237"><span class="linenos">2237</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2238"><a href="#L-2238"><span class="linenos">2238</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
+</span><span id="L-2239"><a href="#L-2239"><span class="linenos">2239</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2240"><a href="#L-2240"><span class="linenos">2240</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2241"><a href="#L-2241"><span class="linenos">2241</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2242"><a href="#L-2242"><span class="linenos">2242</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2243"><a href="#L-2243"><span class="linenos">2243</span></a>
+</span><span id="L-2244"><a href="#L-2244"><span class="linenos">2244</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2245"><a href="#L-2245"><span class="linenos">2245</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
+</span><span id="L-2246"><a href="#L-2246"><span class="linenos">2246</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2247"><a href="#L-2247"><span class="linenos">2247</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2248"><a href="#L-2248"><span class="linenos">2248</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2249"><a href="#L-2249"><span class="linenos">2249</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2250"><a href="#L-2250"><span class="linenos">2250</span></a>
+</span><span id="L-2251"><a href="#L-2251"><span class="linenos">2251</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2252"><a href="#L-2252"><span class="linenos">2252</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
+</span><span id="L-2253"><a href="#L-2253"><span class="linenos">2253</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2254"><a href="#L-2254"><span class="linenos">2254</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="L-2255"><a href="#L-2255"><span class="linenos">2255</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2256"><a href="#L-2256"><span class="linenos">2256</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="L-2257"><a href="#L-2257"><span class="linenos">2257</span></a>
+</span><span id="L-2258"><a href="#L-2258"><span class="linenos">2258</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2259"><a href="#L-2259"><span class="linenos">2259</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2260"><a href="#L-2260"><span class="linenos">2260</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2261"><a href="#L-2261"><span class="linenos">2261</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="L-2262"><a href="#L-2262"><span class="linenos">2262</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
+</span><span id="L-2263"><a href="#L-2263"><span class="linenos">2263</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2264"><a href="#L-2264"><span class="linenos">2264</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2265"><a href="#L-2265"><span class="linenos">2265</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
+</span><span id="L-2266"><a href="#L-2266"><span class="linenos">2266</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="L-2267"><a href="#L-2267"><span class="linenos">2267</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2268"><a href="#L-2268"><span class="linenos">2268</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2269"><a href="#L-2269"><span class="linenos">2269</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="L-2270"><a href="#L-2270"><span class="linenos">2270</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="L-2271"><a href="#L-2271"><span class="linenos">2271</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2272"><a href="#L-2272"><span class="linenos">2272</span></a>						<span class="k">pass</span>
+</span><span id="L-2273"><a href="#L-2273"><span class="linenos">2273</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2274"><a href="#L-2274"><span class="linenos">2274</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2275"><a href="#L-2275"><span class="linenos">2275</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="L-2276"><a href="#L-2276"><span class="linenos">2276</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="L-2277"><a href="#L-2277"><span class="linenos">2277</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2278"><a href="#L-2278"><span class="linenos">2278</span></a>						<span class="k">pass</span>
+</span><span id="L-2279"><a href="#L-2279"><span class="linenos">2279</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2280"><a href="#L-2280"><span class="linenos">2280</span></a>					<span class="k">pass</span>
+</span><span id="L-2281"><a href="#L-2281"><span class="linenos">2281</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2282"><a href="#L-2282"><span class="linenos">2282</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2283"><a href="#L-2283"><span class="linenos">2283</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
+</span><span id="L-2284"><a href="#L-2284"><span class="linenos">2284</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="L-2285"><a href="#L-2285"><span class="linenos">2285</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2286"><a href="#L-2286"><span class="linenos">2286</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2287"><a href="#L-2287"><span class="linenos">2287</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="L-2288"><a href="#L-2288"><span class="linenos">2288</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="L-2289"><a href="#L-2289"><span class="linenos">2289</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2290"><a href="#L-2290"><span class="linenos">2290</span></a>						<span class="k">pass</span>
+</span><span id="L-2291"><a href="#L-2291"><span class="linenos">2291</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2292"><a href="#L-2292"><span class="linenos">2292</span></a>					<span class="k">pass</span>
+</span><span id="L-2293"><a href="#L-2293"><span class="linenos">2293</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2294"><a href="#L-2294"><span class="linenos">2294</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2295"><a href="#L-2295"><span class="linenos">2295</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
+</span><span id="L-2296"><a href="#L-2296"><span class="linenos">2296</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="L-2297"><a href="#L-2297"><span class="linenos">2297</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2298"><a href="#L-2298"><span class="linenos">2298</span></a>					<span class="k">pass</span>
 </span><span id="L-2299"><a href="#L-2299"><span class="linenos">2299</span></a>
-</span><span id="L-2300"><a href="#L-2300"><span class="linenos">2300</span></a>
-</span><span id="L-2301"><a href="#L-2301"><span class="linenos">2301</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="L-2302"><a href="#L-2302"><span class="linenos">2302</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-2303"><a href="#L-2303"><span class="linenos">2303</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2304"><a href="#L-2304"><span class="linenos">2304</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
-</span><span id="L-2305"><a href="#L-2305"><span class="linenos">2305</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
-</span><span id="L-2306"><a href="#L-2306"><span class="linenos">2306</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2307"><a href="#L-2307"><span class="linenos">2307</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
-</span><span id="L-2308"><a href="#L-2308"><span class="linenos">2308</span></a>
-</span><span id="L-2309"><a href="#L-2309"><span class="linenos">2309</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="L-2310"><a href="#L-2310"><span class="linenos">2310</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="L-2311"><a href="#L-2311"><span class="linenos">2311</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="L-2312"><a href="#L-2312"><span class="linenos">2312</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
-</span><span id="L-2313"><a href="#L-2313"><span class="linenos">2313</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
-</span><span id="L-2314"><a href="#L-2314"><span class="linenos">2314</span></a>
-</span><span id="L-2315"><a href="#L-2315"><span class="linenos">2315</span></a>
-</span><span id="L-2316"><a href="#L-2316"><span class="linenos">2316</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="L-2317"><a href="#L-2317"><span class="linenos">2317</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="L-2318"><a href="#L-2318"><span class="linenos">2318</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2319"><a href="#L-2319"><span class="linenos">2319</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
-</span><span id="L-2320"><a href="#L-2320"><span class="linenos">2320</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2321"><a href="#L-2321"><span class="linenos">2321</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
-</span><span id="L-2322"><a href="#L-2322"><span class="linenos">2322</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
-</span><span id="L-2323"><a href="#L-2323"><span class="linenos">2323</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
-</span><span id="L-2324"><a href="#L-2324"><span class="linenos">2324</span></a>
-</span><span id="L-2325"><a href="#L-2325"><span class="linenos">2325</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
-</span><span id="L-2326"><a href="#L-2326"><span class="linenos">2326</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
-</span><span id="L-2327"><a href="#L-2327"><span class="linenos">2327</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
-</span><span id="L-2328"><a href="#L-2328"><span class="linenos">2328</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
-</span><span id="L-2329"><a href="#L-2329"><span class="linenos">2329</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
-</span><span id="L-2330"><a href="#L-2330"><span class="linenos">2330</span></a>
-</span><span id="L-2331"><a href="#L-2331"><span class="linenos">2331</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
-</span><span id="L-2332"><a href="#L-2332"><span class="linenos">2332</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
-</span><span id="L-2333"><a href="#L-2333"><span class="linenos">2333</span></a>
-</span><span id="L-2334"><a href="#L-2334"><span class="linenos">2334</span></a>
-</span><span id="L-2335"><a href="#L-2335"><span class="linenos">2335</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="L-2336"><a href="#L-2336"><span class="linenos">2336</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="L-2337"><a href="#L-2337"><span class="linenos">2337</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
-</span><span id="L-2338"><a href="#L-2338"><span class="linenos">2338</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
-</span><span id="L-2339"><a href="#L-2339"><span class="linenos">2339</span></a>		<span class="p">):</span>
-</span><span id="L-2340"><a href="#L-2340"><span class="linenos">2340</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2341"><a href="#L-2341"><span class="linenos">2341</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
-</span><span id="L-2342"><a href="#L-2342"><span class="linenos">2342</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
-</span><span id="L-2343"><a href="#L-2343"><span class="linenos">2343</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
-</span><span id="L-2344"><a href="#L-2344"><span class="linenos">2344</span></a><span class="sd">		</span>
-</span><span id="L-2345"><a href="#L-2345"><span class="linenos">2345</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
-</span><span id="L-2346"><a href="#L-2346"><span class="linenos">2346</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2347"><a href="#L-2347"><span class="linenos">2347</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="L-2348"><a href="#L-2348"><span class="linenos">2348</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="L-2349"><a href="#L-2349"><span class="linenos">2349</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="L-2350"><a href="#L-2350"><span class="linenos">2350</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="L-2351"><a href="#L-2351"><span class="linenos">2351</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="L-2352"><a href="#L-2352"><span class="linenos">2352</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="L-2353"><a href="#L-2353"><span class="linenos">2353</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2354"><a href="#L-2354"><span class="linenos">2354</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="L-2355"><a href="#L-2355"><span class="linenos">2355</span></a>
-</span><span id="L-2356"><a href="#L-2356"><span class="linenos">2356</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="L-2357"><a href="#L-2357"><span class="linenos">2357</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="L-2358"><a href="#L-2358"><span class="linenos">2358</span></a>
-</span><span id="L-2359"><a href="#L-2359"><span class="linenos">2359</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="L-2360"><a href="#L-2360"><span class="linenos">2360</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="L-2361"><a href="#L-2361"><span class="linenos">2361</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="L-2362"><a href="#L-2362"><span class="linenos">2362</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="L-2363"><a href="#L-2363"><span class="linenos">2363</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="L-2364"><a href="#L-2364"><span class="linenos">2364</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="L-2365"><a href="#L-2365"><span class="linenos">2365</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="L-2366"><a href="#L-2366"><span class="linenos">2366</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="L-2367"><a href="#L-2367"><span class="linenos">2367</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="L-2368"><a href="#L-2368"><span class="linenos">2368</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
-</span><span id="L-2369"><a href="#L-2369"><span class="linenos">2369</span></a>
-</span><span id="L-2370"><a href="#L-2370"><span class="linenos">2370</span></a>	
-</span><span id="L-2371"><a href="#L-2371"><span class="linenos">2371</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="L-2372"><a href="#L-2372"><span class="linenos">2372</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
-</span><span id="L-2373"><a href="#L-2373"><span class="linenos">2373</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2374"><a href="#L-2374"><span class="linenos">2374</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
-</span><span id="L-2375"><a href="#L-2375"><span class="linenos">2375</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2376"><a href="#L-2376"><span class="linenos">2376</span></a>
-</span><span id="L-2377"><a href="#L-2377"><span class="linenos">2377</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="L-2378"><a href="#L-2378"><span class="linenos">2378</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="L-2379"><a href="#L-2379"><span class="linenos">2379</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="L-2380"><a href="#L-2380"><span class="linenos">2380</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="L-2381"><a href="#L-2381"><span class="linenos">2381</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="L-2382"><a href="#L-2382"><span class="linenos">2382</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="L-2383"><a href="#L-2383"><span class="linenos">2383</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2384"><a href="#L-2384"><span class="linenos">2384</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="L-2385"><a href="#L-2385"><span class="linenos">2385</span></a>
-</span><span id="L-2386"><a href="#L-2386"><span class="linenos">2386</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="L-2387"><a href="#L-2387"><span class="linenos">2387</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="L-2388"><a href="#L-2388"><span class="linenos">2388</span></a>
-</span><span id="L-2389"><a href="#L-2389"><span class="linenos">2389</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
-</span><span id="L-2390"><a href="#L-2390"><span class="linenos">2390</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
-</span><span id="L-2391"><a href="#L-2391"><span class="linenos">2391</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
-</span><span id="L-2392"><a href="#L-2392"><span class="linenos">2392</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
-</span><span id="L-2393"><a href="#L-2393"><span class="linenos">2393</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
-</span><span id="L-2394"><a href="#L-2394"><span class="linenos">2394</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
-</span><span id="L-2395"><a href="#L-2395"><span class="linenos">2395</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="L-2396"><a href="#L-2396"><span class="linenos">2396</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
-</span><span id="L-2397"><a href="#L-2397"><span class="linenos">2397</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2398"><a href="#L-2398"><span class="linenos">2398</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
-</span><span id="L-2399"><a href="#L-2399"><span class="linenos">2399</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
-</span><span id="L-2400"><a href="#L-2400"><span class="linenos">2400</span></a>					<span class="k">if</span> <span class="p">(</span>
-</span><span id="L-2401"><a href="#L-2401"><span class="linenos">2401</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
-</span><span id="L-2402"><a href="#L-2402"><span class="linenos">2402</span></a>						<span class="ow">and</span> <span class="p">(</span>
-</span><span id="L-2403"><a href="#L-2403"><span class="linenos">2403</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="L-2404"><a href="#L-2404"><span class="linenos">2404</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="L-2405"><a href="#L-2405"><span class="linenos">2405</span></a>							<span class="p">)</span>
-</span><span id="L-2406"><a href="#L-2406"><span class="linenos">2406</span></a>						<span class="p">)</span>
-</span><span id="L-2407"><a href="#L-2407"><span class="linenos">2407</span></a>					<span class="p">])</span>
-</span><span id="L-2408"><a href="#L-2408"><span class="linenos">2408</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
-</span><span id="L-2409"><a href="#L-2409"><span class="linenos">2409</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
-</span><span id="L-2410"><a href="#L-2410"><span class="linenos">2410</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
-</span><span id="L-2411"><a href="#L-2411"><span class="linenos">2411</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
-</span><span id="L-2412"><a href="#L-2412"><span class="linenos">2412</span></a>					<span class="p">})</span>
-</span><span id="L-2413"><a href="#L-2413"><span class="linenos">2413</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
-</span><span id="L-2414"><a href="#L-2414"><span class="linenos">2414</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
-</span><span id="L-2415"><a href="#L-2415"><span class="linenos">2415</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
-</span><span id="L-2416"><a href="#L-2416"><span class="linenos">2416</span></a>
-</span><span id="L-2417"><a href="#L-2417"><span class="linenos">2417</span></a><span class="c1"># 			for sample in mysamples :</span>
-</span><span id="L-2418"><a href="#L-2418"><span class="linenos">2418</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
-</span><span id="L-2419"><a href="#L-2419"><span class="linenos">2419</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
-</span><span id="L-2420"><a href="#L-2420"><span class="linenos">2420</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
-</span><span id="L-2421"><a href="#L-2421"><span class="linenos">2421</span></a><span class="c1"># 					if sample in self.unknowns:</span>
-</span><span id="L-2422"><a href="#L-2422"><span class="linenos">2422</span></a><span class="c1"># 						Nf += len(X) - 1</span>
-</span><span id="L-2423"><a href="#L-2423"><span class="linenos">2423</span></a><span class="c1"># 					else:</span>
-</span><span id="L-2424"><a href="#L-2424"><span class="linenos">2424</span></a><span class="c1"># 						Nf += len(X)</span>
-</span><span id="L-2425"><a href="#L-2425"><span class="linenos">2425</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
-</span><span id="L-2426"><a href="#L-2426"><span class="linenos">2426</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
-</span><span id="L-2427"><a href="#L-2427"><span class="linenos">2427</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="L-2428"><a href="#L-2428"><span class="linenos">2428</span></a>
-</span><span id="L-2429"><a href="#L-2429"><span class="linenos">2429</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
-</span><span id="L-2430"><a href="#L-2430"><span class="linenos">2430</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="L-2431"><a href="#L-2431"><span class="linenos">2431</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="L-2432"><a href="#L-2432"><span class="linenos">2432</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="L-2433"><a href="#L-2433"><span class="linenos">2433</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="L-2434"><a href="#L-2434"><span class="linenos">2434</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
-</span><span id="L-2435"><a href="#L-2435"><span class="linenos">2435</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
-</span><span id="L-2436"><a href="#L-2436"><span class="linenos">2436</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="L-2437"><a href="#L-2437"><span class="linenos">2437</span></a>
-</span><span id="L-2438"><a href="#L-2438"><span class="linenos">2438</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="L-2439"><a href="#L-2439"><span class="linenos">2439</span></a>		<span class="k">return</span> <span class="n">r</span>
-</span><span id="L-2440"><a href="#L-2440"><span class="linenos">2440</span></a>
-</span><span id="L-2441"><a href="#L-2441"><span class="linenos">2441</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="L-2442"><a href="#L-2442"><span class="linenos">2442</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2443"><a href="#L-2443"><span class="linenos">2443</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
-</span><span id="L-2444"><a href="#L-2444"><span class="linenos">2444</span></a>
-</span><span id="L-2445"><a href="#L-2445"><span class="linenos">2445</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
-</span><span id="L-2446"><a href="#L-2446"><span class="linenos">2446</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
-</span><span id="L-2447"><a href="#L-2447"><span class="linenos">2447</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
-</span><span id="L-2448"><a href="#L-2448"><span class="linenos">2448</span></a>
-</span><span id="L-2449"><a href="#L-2449"><span class="linenos">2449</span></a><span class="sd">		**Examples**</span>
-</span><span id="L-2450"><a href="#L-2450"><span class="linenos">2450</span></a>
-</span><span id="L-2451"><a href="#L-2451"><span class="linenos">2451</span></a><span class="sd">		```python</span>
-</span><span id="L-2452"><a href="#L-2452"><span class="linenos">2452</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
-</span><span id="L-2453"><a href="#L-2453"><span class="linenos">2453</span></a><span class="sd">		```</span>
-</span><span id="L-2454"><a href="#L-2454"><span class="linenos">2454</span></a>
-</span><span id="L-2455"><a href="#L-2455"><span class="linenos">2455</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
-</span><span id="L-2456"><a href="#L-2456"><span class="linenos">2456</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
-</span><span id="L-2457"><a href="#L-2457"><span class="linenos">2457</span></a><span class="sd">		values of samples X and Y, respectively.</span>
-</span><span id="L-2458"><a href="#L-2458"><span class="linenos">2458</span></a>
-</span><span id="L-2459"><a href="#L-2459"><span class="linenos">2459</span></a><span class="sd">		```python</span>
-</span><span id="L-2460"><a href="#L-2460"><span class="linenos">2460</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
-</span><span id="L-2461"><a href="#L-2461"><span class="linenos">2461</span></a><span class="sd">		```</span>
-</span><span id="L-2462"><a href="#L-2462"><span class="linenos">2462</span></a>
-</span><span id="L-2463"><a href="#L-2463"><span class="linenos">2463</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
-</span><span id="L-2464"><a href="#L-2464"><span class="linenos">2464</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2465"><a href="#L-2465"><span class="linenos">2465</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
-</span><span id="L-2466"><a href="#L-2466"><span class="linenos">2466</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
+</span><span id="L-2300"><a href="#L-2300"><span class="linenos">2300</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
+</span><span id="L-2301"><a href="#L-2301"><span class="linenos">2301</span></a>
+</span><span id="L-2302"><a href="#L-2302"><span class="linenos">2302</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="L-2303"><a href="#L-2303"><span class="linenos">2303</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
+</span><span id="L-2304"><a href="#L-2304"><span class="linenos">2304</span></a>
+</span><span id="L-2305"><a href="#L-2305"><span class="linenos">2305</span></a>
+</span><span id="L-2306"><a href="#L-2306"><span class="linenos">2306</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="L-2307"><a href="#L-2307"><span class="linenos">2307</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-2308"><a href="#L-2308"><span class="linenos">2308</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2309"><a href="#L-2309"><span class="linenos">2309</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
+</span><span id="L-2310"><a href="#L-2310"><span class="linenos">2310</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
+</span><span id="L-2311"><a href="#L-2311"><span class="linenos">2311</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2312"><a href="#L-2312"><span class="linenos">2312</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
+</span><span id="L-2313"><a href="#L-2313"><span class="linenos">2313</span></a>
+</span><span id="L-2314"><a href="#L-2314"><span class="linenos">2314</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="L-2315"><a href="#L-2315"><span class="linenos">2315</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="L-2316"><a href="#L-2316"><span class="linenos">2316</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="L-2317"><a href="#L-2317"><span class="linenos">2317</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
+</span><span id="L-2318"><a href="#L-2318"><span class="linenos">2318</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
+</span><span id="L-2319"><a href="#L-2319"><span class="linenos">2319</span></a>
+</span><span id="L-2320"><a href="#L-2320"><span class="linenos">2320</span></a>
+</span><span id="L-2321"><a href="#L-2321"><span class="linenos">2321</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="L-2322"><a href="#L-2322"><span class="linenos">2322</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="L-2323"><a href="#L-2323"><span class="linenos">2323</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2324"><a href="#L-2324"><span class="linenos">2324</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
+</span><span id="L-2325"><a href="#L-2325"><span class="linenos">2325</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2326"><a href="#L-2326"><span class="linenos">2326</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
+</span><span id="L-2327"><a href="#L-2327"><span class="linenos">2327</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
+</span><span id="L-2328"><a href="#L-2328"><span class="linenos">2328</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
+</span><span id="L-2329"><a href="#L-2329"><span class="linenos">2329</span></a>
+</span><span id="L-2330"><a href="#L-2330"><span class="linenos">2330</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
+</span><span id="L-2331"><a href="#L-2331"><span class="linenos">2331</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
+</span><span id="L-2332"><a href="#L-2332"><span class="linenos">2332</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
+</span><span id="L-2333"><a href="#L-2333"><span class="linenos">2333</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
+</span><span id="L-2334"><a href="#L-2334"><span class="linenos">2334</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
+</span><span id="L-2335"><a href="#L-2335"><span class="linenos">2335</span></a>
+</span><span id="L-2336"><a href="#L-2336"><span class="linenos">2336</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
+</span><span id="L-2337"><a href="#L-2337"><span class="linenos">2337</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
+</span><span id="L-2338"><a href="#L-2338"><span class="linenos">2338</span></a>
+</span><span id="L-2339"><a href="#L-2339"><span class="linenos">2339</span></a>
+</span><span id="L-2340"><a href="#L-2340"><span class="linenos">2340</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="L-2341"><a href="#L-2341"><span class="linenos">2341</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="L-2342"><a href="#L-2342"><span class="linenos">2342</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
+</span><span id="L-2343"><a href="#L-2343"><span class="linenos">2343</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
+</span><span id="L-2344"><a href="#L-2344"><span class="linenos">2344</span></a>		<span class="p">):</span>
+</span><span id="L-2345"><a href="#L-2345"><span class="linenos">2345</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2346"><a href="#L-2346"><span class="linenos">2346</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
+</span><span id="L-2347"><a href="#L-2347"><span class="linenos">2347</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
+</span><span id="L-2348"><a href="#L-2348"><span class="linenos">2348</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
+</span><span id="L-2349"><a href="#L-2349"><span class="linenos">2349</span></a><span class="sd">		</span>
+</span><span id="L-2350"><a href="#L-2350"><span class="linenos">2350</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
+</span><span id="L-2351"><a href="#L-2351"><span class="linenos">2351</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2352"><a href="#L-2352"><span class="linenos">2352</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="L-2353"><a href="#L-2353"><span class="linenos">2353</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="L-2354"><a href="#L-2354"><span class="linenos">2354</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="L-2355"><a href="#L-2355"><span class="linenos">2355</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="L-2356"><a href="#L-2356"><span class="linenos">2356</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="L-2357"><a href="#L-2357"><span class="linenos">2357</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="L-2358"><a href="#L-2358"><span class="linenos">2358</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2359"><a href="#L-2359"><span class="linenos">2359</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="L-2360"><a href="#L-2360"><span class="linenos">2360</span></a>
+</span><span id="L-2361"><a href="#L-2361"><span class="linenos">2361</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="L-2362"><a href="#L-2362"><span class="linenos">2362</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="L-2363"><a href="#L-2363"><span class="linenos">2363</span></a>
+</span><span id="L-2364"><a href="#L-2364"><span class="linenos">2364</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="L-2365"><a href="#L-2365"><span class="linenos">2365</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="L-2366"><a href="#L-2366"><span class="linenos">2366</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="L-2367"><a href="#L-2367"><span class="linenos">2367</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="L-2368"><a href="#L-2368"><span class="linenos">2368</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="L-2369"><a href="#L-2369"><span class="linenos">2369</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="L-2370"><a href="#L-2370"><span class="linenos">2370</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="L-2371"><a href="#L-2371"><span class="linenos">2371</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="L-2372"><a href="#L-2372"><span class="linenos">2372</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="L-2373"><a href="#L-2373"><span class="linenos">2373</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
+</span><span id="L-2374"><a href="#L-2374"><span class="linenos">2374</span></a>
+</span><span id="L-2375"><a href="#L-2375"><span class="linenos">2375</span></a>	
+</span><span id="L-2376"><a href="#L-2376"><span class="linenos">2376</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="L-2377"><a href="#L-2377"><span class="linenos">2377</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
+</span><span id="L-2378"><a href="#L-2378"><span class="linenos">2378</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2379"><a href="#L-2379"><span class="linenos">2379</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
+</span><span id="L-2380"><a href="#L-2380"><span class="linenos">2380</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2381"><a href="#L-2381"><span class="linenos">2381</span></a>
+</span><span id="L-2382"><a href="#L-2382"><span class="linenos">2382</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="L-2383"><a href="#L-2383"><span class="linenos">2383</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="L-2384"><a href="#L-2384"><span class="linenos">2384</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="L-2385"><a href="#L-2385"><span class="linenos">2385</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="L-2386"><a href="#L-2386"><span class="linenos">2386</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="L-2387"><a href="#L-2387"><span class="linenos">2387</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="L-2388"><a href="#L-2388"><span class="linenos">2388</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2389"><a href="#L-2389"><span class="linenos">2389</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="L-2390"><a href="#L-2390"><span class="linenos">2390</span></a>
+</span><span id="L-2391"><a href="#L-2391"><span class="linenos">2391</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="L-2392"><a href="#L-2392"><span class="linenos">2392</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="L-2393"><a href="#L-2393"><span class="linenos">2393</span></a>
+</span><span id="L-2394"><a href="#L-2394"><span class="linenos">2394</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
+</span><span id="L-2395"><a href="#L-2395"><span class="linenos">2395</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
+</span><span id="L-2396"><a href="#L-2396"><span class="linenos">2396</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
+</span><span id="L-2397"><a href="#L-2397"><span class="linenos">2397</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</span><span id="L-2398"><a href="#L-2398"><span class="linenos">2398</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
+</span><span id="L-2399"><a href="#L-2399"><span class="linenos">2399</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
+</span><span id="L-2400"><a href="#L-2400"><span class="linenos">2400</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="L-2401"><a href="#L-2401"><span class="linenos">2401</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
+</span><span id="L-2402"><a href="#L-2402"><span class="linenos">2402</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2403"><a href="#L-2403"><span class="linenos">2403</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
+</span><span id="L-2404"><a href="#L-2404"><span class="linenos">2404</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
+</span><span id="L-2405"><a href="#L-2405"><span class="linenos">2405</span></a>					<span class="k">if</span> <span class="p">(</span>
+</span><span id="L-2406"><a href="#L-2406"><span class="linenos">2406</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+</span><span id="L-2407"><a href="#L-2407"><span class="linenos">2407</span></a>						<span class="ow">and</span> <span class="p">(</span>
+</span><span id="L-2408"><a href="#L-2408"><span class="linenos">2408</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="L-2409"><a href="#L-2409"><span class="linenos">2409</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="L-2410"><a href="#L-2410"><span class="linenos">2410</span></a>							<span class="p">)</span>
+</span><span id="L-2411"><a href="#L-2411"><span class="linenos">2411</span></a>						<span class="p">)</span>
+</span><span id="L-2412"><a href="#L-2412"><span class="linenos">2412</span></a>					<span class="p">])</span>
+</span><span id="L-2413"><a href="#L-2413"><span class="linenos">2413</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
+</span><span id="L-2414"><a href="#L-2414"><span class="linenos">2414</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
+</span><span id="L-2415"><a href="#L-2415"><span class="linenos">2415</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
+</span><span id="L-2416"><a href="#L-2416"><span class="linenos">2416</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
+</span><span id="L-2417"><a href="#L-2417"><span class="linenos">2417</span></a>					<span class="p">})</span>
+</span><span id="L-2418"><a href="#L-2418"><span class="linenos">2418</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
+</span><span id="L-2419"><a href="#L-2419"><span class="linenos">2419</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
+</span><span id="L-2420"><a href="#L-2420"><span class="linenos">2420</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
+</span><span id="L-2421"><a href="#L-2421"><span class="linenos">2421</span></a>
+</span><span id="L-2422"><a href="#L-2422"><span class="linenos">2422</span></a><span class="c1"># 			for sample in mysamples :</span>
+</span><span id="L-2423"><a href="#L-2423"><span class="linenos">2423</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
+</span><span id="L-2424"><a href="#L-2424"><span class="linenos">2424</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
+</span><span id="L-2425"><a href="#L-2425"><span class="linenos">2425</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
+</span><span id="L-2426"><a href="#L-2426"><span class="linenos">2426</span></a><span class="c1"># 					if sample in self.unknowns:</span>
+</span><span id="L-2427"><a href="#L-2427"><span class="linenos">2427</span></a><span class="c1"># 						Nf += len(X) - 1</span>
+</span><span id="L-2428"><a href="#L-2428"><span class="linenos">2428</span></a><span class="c1"># 					else:</span>
+</span><span id="L-2429"><a href="#L-2429"><span class="linenos">2429</span></a><span class="c1"># 						Nf += len(X)</span>
+</span><span id="L-2430"><a href="#L-2430"><span class="linenos">2430</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
+</span><span id="L-2431"><a href="#L-2431"><span class="linenos">2431</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
+</span><span id="L-2432"><a href="#L-2432"><span class="linenos">2432</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="L-2433"><a href="#L-2433"><span class="linenos">2433</span></a>
+</span><span id="L-2434"><a href="#L-2434"><span class="linenos">2434</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
+</span><span id="L-2435"><a href="#L-2435"><span class="linenos">2435</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="L-2436"><a href="#L-2436"><span class="linenos">2436</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="L-2437"><a href="#L-2437"><span class="linenos">2437</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="L-2438"><a href="#L-2438"><span class="linenos">2438</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="L-2439"><a href="#L-2439"><span class="linenos">2439</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+</span><span id="L-2440"><a href="#L-2440"><span class="linenos">2440</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
+</span><span id="L-2441"><a href="#L-2441"><span class="linenos">2441</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="L-2442"><a href="#L-2442"><span class="linenos">2442</span></a>
+</span><span id="L-2443"><a href="#L-2443"><span class="linenos">2443</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="L-2444"><a href="#L-2444"><span class="linenos">2444</span></a>		<span class="k">return</span> <span class="n">r</span>
+</span><span id="L-2445"><a href="#L-2445"><span class="linenos">2445</span></a>
+</span><span id="L-2446"><a href="#L-2446"><span class="linenos">2446</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="L-2447"><a href="#L-2447"><span class="linenos">2447</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2448"><a href="#L-2448"><span class="linenos">2448</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
+</span><span id="L-2449"><a href="#L-2449"><span class="linenos">2449</span></a>
+</span><span id="L-2450"><a href="#L-2450"><span class="linenos">2450</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
+</span><span id="L-2451"><a href="#L-2451"><span class="linenos">2451</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
+</span><span id="L-2452"><a href="#L-2452"><span class="linenos">2452</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
+</span><span id="L-2453"><a href="#L-2453"><span class="linenos">2453</span></a>
+</span><span id="L-2454"><a href="#L-2454"><span class="linenos">2454</span></a><span class="sd">		**Examples**</span>
+</span><span id="L-2455"><a href="#L-2455"><span class="linenos">2455</span></a>
+</span><span id="L-2456"><a href="#L-2456"><span class="linenos">2456</span></a><span class="sd">		```python</span>
+</span><span id="L-2457"><a href="#L-2457"><span class="linenos">2457</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
+</span><span id="L-2458"><a href="#L-2458"><span class="linenos">2458</span></a><span class="sd">		```</span>
+</span><span id="L-2459"><a href="#L-2459"><span class="linenos">2459</span></a>
+</span><span id="L-2460"><a href="#L-2460"><span class="linenos">2460</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
+</span><span id="L-2461"><a href="#L-2461"><span class="linenos">2461</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
+</span><span id="L-2462"><a href="#L-2462"><span class="linenos">2462</span></a><span class="sd">		values of samples X and Y, respectively.</span>
+</span><span id="L-2463"><a href="#L-2463"><span class="linenos">2463</span></a>
+</span><span id="L-2464"><a href="#L-2464"><span class="linenos">2464</span></a><span class="sd">		```python</span>
+</span><span id="L-2465"><a href="#L-2465"><span class="linenos">2465</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
+</span><span id="L-2466"><a href="#L-2466"><span class="linenos">2466</span></a><span class="sd">		```</span>
 </span><span id="L-2467"><a href="#L-2467"><span class="linenos">2467</span></a>
-</span><span id="L-2468"><a href="#L-2468"><span class="linenos">2468</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
-</span><span id="L-2469"><a href="#L-2469"><span class="linenos">2469</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
-</span><span id="L-2470"><a href="#L-2470"><span class="linenos">2470</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
-</span><span id="L-2471"><a href="#L-2471"><span class="linenos">2471</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="L-2468"><a href="#L-2468"><span class="linenos">2468</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
+</span><span id="L-2469"><a href="#L-2469"><span class="linenos">2469</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2470"><a href="#L-2470"><span class="linenos">2470</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
+</span><span id="L-2471"><a href="#L-2471"><span class="linenos">2471</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
 </span><span id="L-2472"><a href="#L-2472"><span class="linenos">2472</span></a>
-</span><span id="L-2473"><a href="#L-2473"><span class="linenos">2473</span></a>		<span class="k">try</span><span class="p">:</span>
-</span><span id="L-2474"><a href="#L-2474"><span class="linenos">2474</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
-</span><span id="L-2475"><a href="#L-2475"><span class="linenos">2475</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
-</span><span id="L-2476"><a href="#L-2476"><span class="linenos">2476</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
-</span><span id="L-2477"><a href="#L-2477"><span class="linenos">2477</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
-</span><span id="L-2478"><a href="#L-2478"><span class="linenos">2478</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
-</span><span id="L-2479"><a href="#L-2479"><span class="linenos">2479</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="L-2480"><a href="#L-2480"><span class="linenos">2480</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
-</span><span id="L-2481"><a href="#L-2481"><span class="linenos">2481</span></a>
-</span><span id="L-2482"><a href="#L-2482"><span class="linenos">2482</span></a>
-</span><span id="L-2483"><a href="#L-2483"><span class="linenos">2483</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="L-2484"><a href="#L-2484"><span class="linenos">2484</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2485"><a href="#L-2485"><span class="linenos">2485</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
+</span><span id="L-2473"><a href="#L-2473"><span class="linenos">2473</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
+</span><span id="L-2474"><a href="#L-2474"><span class="linenos">2474</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
+</span><span id="L-2475"><a href="#L-2475"><span class="linenos">2475</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
+</span><span id="L-2476"><a href="#L-2476"><span class="linenos">2476</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="L-2477"><a href="#L-2477"><span class="linenos">2477</span></a>
+</span><span id="L-2478"><a href="#L-2478"><span class="linenos">2478</span></a>		<span class="k">try</span><span class="p">:</span>
+</span><span id="L-2479"><a href="#L-2479"><span class="linenos">2479</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
+</span><span id="L-2480"><a href="#L-2480"><span class="linenos">2480</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
+</span><span id="L-2481"><a href="#L-2481"><span class="linenos">2481</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
+</span><span id="L-2482"><a href="#L-2482"><span class="linenos">2482</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
+</span><span id="L-2483"><a href="#L-2483"><span class="linenos">2483</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
+</span><span id="L-2484"><a href="#L-2484"><span class="linenos">2484</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="L-2485"><a href="#L-2485"><span class="linenos">2485</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
 </span><span id="L-2486"><a href="#L-2486"><span class="linenos">2486</span></a>
-</span><span id="L-2487"><a href="#L-2487"><span class="linenos">2487</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
-</span><span id="L-2488"><a href="#L-2488"><span class="linenos">2488</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
-</span><span id="L-2489"><a href="#L-2489"><span class="linenos">2489</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
-</span><span id="L-2490"><a href="#L-2490"><span class="linenos">2490</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2491"><a href="#L-2491"><span class="linenos">2491</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2492"><a href="#L-2492"><span class="linenos">2492</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
-</span><span id="L-2493"><a href="#L-2493"><span class="linenos">2493</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="L-2494"><a href="#L-2494"><span class="linenos">2494</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2495"><a href="#L-2495"><span class="linenos">2495</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-2496"><a href="#L-2496"><span class="linenos">2496</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
-</span><span id="L-2497"><a href="#L-2497"><span class="linenos">2497</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="L-2498"><a href="#L-2498"><span class="linenos">2498</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
-</span><span id="L-2499"><a href="#L-2499"><span class="linenos">2499</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="L-2500"><a href="#L-2500"><span class="linenos">2500</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2501"><a href="#L-2501"><span class="linenos">2501</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="L-2502"><a href="#L-2502"><span class="linenos">2502</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2503"><a href="#L-2503"><span class="linenos">2503</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
-</span><span id="L-2504"><a href="#L-2504"><span class="linenos">2504</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
-</span><span id="L-2505"><a href="#L-2505"><span class="linenos">2505</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
-</span><span id="L-2506"><a href="#L-2506"><span class="linenos">2506</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
-</span><span id="L-2507"><a href="#L-2507"><span class="linenos">2507</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
-</span><span id="L-2508"><a href="#L-2508"><span class="linenos">2508</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
-</span><span id="L-2509"><a href="#L-2509"><span class="linenos">2509</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="L-2510"><a href="#L-2510"><span class="linenos">2510</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="L-2511"><a href="#L-2511"><span class="linenos">2511</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="L-2512"><a href="#L-2512"><span class="linenos">2512</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="L-2513"><a href="#L-2513"><span class="linenos">2513</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
-</span><span id="L-2514"><a href="#L-2514"><span class="linenos">2514</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="L-2515"><a href="#L-2515"><span class="linenos">2515</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="L-2516"><a href="#L-2516"><span class="linenos">2516</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
-</span><span id="L-2517"><a href="#L-2517"><span class="linenos">2517</span></a>							<span class="o">@</span> <span class="n">CM</span>
-</span><span id="L-2518"><a href="#L-2518"><span class="linenos">2518</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
-</span><span id="L-2519"><a href="#L-2519"><span class="linenos">2519</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="L-2520"><a href="#L-2520"><span class="linenos">2520</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
-</span><span id="L-2521"><a href="#L-2521"><span class="linenos">2521</span></a>
-</span><span id="L-2522"><a href="#L-2522"><span class="linenos">2522</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="L-2523"><a href="#L-2523"><span class="linenos">2523</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2524"><a href="#L-2524"><span class="linenos">2524</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
-</span><span id="L-2525"><a href="#L-2525"><span class="linenos">2525</span></a>
-</span><span id="L-2526"><a href="#L-2526"><span class="linenos">2526</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
-</span><span id="L-2527"><a href="#L-2527"><span class="linenos">2527</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2528"><a href="#L-2528"><span class="linenos">2528</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
-</span><span id="L-2529"><a href="#L-2529"><span class="linenos">2529</span></a>			<span class="k">return</span> <span class="mf">1.</span>
-</span><span id="L-2530"><a href="#L-2530"><span class="linenos">2530</span></a>		<span class="k">return</span> <span class="p">(</span>
-</span><span id="L-2531"><a href="#L-2531"><span class="linenos">2531</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
-</span><span id="L-2532"><a href="#L-2532"><span class="linenos">2532</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2533"><a href="#L-2533"><span class="linenos">2533</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-2534"><a href="#L-2534"><span class="linenos">2534</span></a>			<span class="p">)</span>
-</span><span id="L-2535"><a href="#L-2535"><span class="linenos">2535</span></a>
-</span><span id="L-2536"><a href="#L-2536"><span class="linenos">2536</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="L-2537"><a href="#L-2537"><span class="linenos">2537</span></a>		<span class="n">session</span><span class="p">,</span>
-</span><span id="L-2538"><a href="#L-2538"><span class="linenos">2538</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="L-2539"><a href="#L-2539"><span class="linenos">2539</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="L-2540"><a href="#L-2540"><span class="linenos">2540</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="L-2541"><a href="#L-2541"><span class="linenos">2541</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="L-2542"><a href="#L-2542"><span class="linenos">2542</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
-</span><span id="L-2543"><a href="#L-2543"><span class="linenos">2543</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
-</span><span id="L-2544"><a href="#L-2544"><span class="linenos">2544</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2545"><a href="#L-2545"><span class="linenos">2545</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2546"><a href="#L-2546"><span class="linenos">2546</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
-</span><span id="L-2547"><a href="#L-2547"><span class="linenos">2547</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
-</span><span id="L-2548"><a href="#L-2548"><span class="linenos">2548</span></a>		<span class="p">):</span>
-</span><span id="L-2549"><a href="#L-2549"><span class="linenos">2549</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2550"><a href="#L-2550"><span class="linenos">2550</span></a><span class="sd">		Generate plot for a single session</span>
-</span><span id="L-2551"><a href="#L-2551"><span class="linenos">2551</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2552"><a href="#L-2552"><span class="linenos">2552</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2553"><a href="#L-2553"><span class="linenos">2553</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="L-2554"><a href="#L-2554"><span class="linenos">2554</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2555"><a href="#L-2555"><span class="linenos">2555</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="L-2556"><a href="#L-2556"><span class="linenos">2556</span></a>
-</span><span id="L-2557"><a href="#L-2557"><span class="linenos">2557</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
-</span><span id="L-2558"><a href="#L-2558"><span class="linenos">2558</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
-</span><span id="L-2559"><a href="#L-2559"><span class="linenos">2559</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
-</span><span id="L-2560"><a href="#L-2560"><span class="linenos">2560</span></a>		
-</span><span id="L-2561"><a href="#L-2561"><span class="linenos">2561</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
-</span><span id="L-2562"><a href="#L-2562"><span class="linenos">2562</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="L-2563"><a href="#L-2563"><span class="linenos">2563</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
-</span><span id="L-2564"><a href="#L-2564"><span class="linenos">2564</span></a>
-</span><span id="L-2565"><a href="#L-2565"><span class="linenos">2565</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="L-2566"><a href="#L-2566"><span class="linenos">2566</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="L-2567"><a href="#L-2567"><span class="linenos">2567</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="L-2568"><a href="#L-2568"><span class="linenos">2568</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
-</span><span id="L-2569"><a href="#L-2569"><span class="linenos">2569</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="L-2570"><a href="#L-2570"><span class="linenos">2570</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="L-2571"><a href="#L-2571"><span class="linenos">2571</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="L-2572"><a href="#L-2572"><span class="linenos">2572</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
-</span><span id="L-2573"><a href="#L-2573"><span class="linenos">2573</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="L-2574"><a href="#L-2574"><span class="linenos">2574</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+</span><span id="L-2487"><a href="#L-2487"><span class="linenos">2487</span></a>
+</span><span id="L-2488"><a href="#L-2488"><span class="linenos">2488</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="L-2489"><a href="#L-2489"><span class="linenos">2489</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2490"><a href="#L-2490"><span class="linenos">2490</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
+</span><span id="L-2491"><a href="#L-2491"><span class="linenos">2491</span></a>
+</span><span id="L-2492"><a href="#L-2492"><span class="linenos">2492</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
+</span><span id="L-2493"><a href="#L-2493"><span class="linenos">2493</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
+</span><span id="L-2494"><a href="#L-2494"><span class="linenos">2494</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
+</span><span id="L-2495"><a href="#L-2495"><span class="linenos">2495</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2496"><a href="#L-2496"><span class="linenos">2496</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2497"><a href="#L-2497"><span class="linenos">2497</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
+</span><span id="L-2498"><a href="#L-2498"><span class="linenos">2498</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="L-2499"><a href="#L-2499"><span class="linenos">2499</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2500"><a href="#L-2500"><span class="linenos">2500</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="L-2501"><a href="#L-2501"><span class="linenos">2501</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
+</span><span id="L-2502"><a href="#L-2502"><span class="linenos">2502</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="L-2503"><a href="#L-2503"><span class="linenos">2503</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
+</span><span id="L-2504"><a href="#L-2504"><span class="linenos">2504</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="L-2505"><a href="#L-2505"><span class="linenos">2505</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2506"><a href="#L-2506"><span class="linenos">2506</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="L-2507"><a href="#L-2507"><span class="linenos">2507</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2508"><a href="#L-2508"><span class="linenos">2508</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
+</span><span id="L-2509"><a href="#L-2509"><span class="linenos">2509</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
+</span><span id="L-2510"><a href="#L-2510"><span class="linenos">2510</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
+</span><span id="L-2511"><a href="#L-2511"><span class="linenos">2511</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
+</span><span id="L-2512"><a href="#L-2512"><span class="linenos">2512</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
+</span><span id="L-2513"><a href="#L-2513"><span class="linenos">2513</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
+</span><span id="L-2514"><a href="#L-2514"><span class="linenos">2514</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="L-2515"><a href="#L-2515"><span class="linenos">2515</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="L-2516"><a href="#L-2516"><span class="linenos">2516</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="L-2517"><a href="#L-2517"><span class="linenos">2517</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="L-2518"><a href="#L-2518"><span class="linenos">2518</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
+</span><span id="L-2519"><a href="#L-2519"><span class="linenos">2519</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="L-2520"><a href="#L-2520"><span class="linenos">2520</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="L-2521"><a href="#L-2521"><span class="linenos">2521</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
+</span><span id="L-2522"><a href="#L-2522"><span class="linenos">2522</span></a>							<span class="o">@</span> <span class="n">CM</span>
+</span><span id="L-2523"><a href="#L-2523"><span class="linenos">2523</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
+</span><span id="L-2524"><a href="#L-2524"><span class="linenos">2524</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="L-2525"><a href="#L-2525"><span class="linenos">2525</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
+</span><span id="L-2526"><a href="#L-2526"><span class="linenos">2526</span></a>
+</span><span id="L-2527"><a href="#L-2527"><span class="linenos">2527</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="L-2528"><a href="#L-2528"><span class="linenos">2528</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2529"><a href="#L-2529"><span class="linenos">2529</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
+</span><span id="L-2530"><a href="#L-2530"><span class="linenos">2530</span></a>
+</span><span id="L-2531"><a href="#L-2531"><span class="linenos">2531</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
+</span><span id="L-2532"><a href="#L-2532"><span class="linenos">2532</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2533"><a href="#L-2533"><span class="linenos">2533</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
+</span><span id="L-2534"><a href="#L-2534"><span class="linenos">2534</span></a>			<span class="k">return</span> <span class="mf">1.</span>
+</span><span id="L-2535"><a href="#L-2535"><span class="linenos">2535</span></a>		<span class="k">return</span> <span class="p">(</span>
+</span><span id="L-2536"><a href="#L-2536"><span class="linenos">2536</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
+</span><span id="L-2537"><a href="#L-2537"><span class="linenos">2537</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2538"><a href="#L-2538"><span class="linenos">2538</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-2539"><a href="#L-2539"><span class="linenos">2539</span></a>			<span class="p">)</span>
+</span><span id="L-2540"><a href="#L-2540"><span class="linenos">2540</span></a>
+</span><span id="L-2541"><a href="#L-2541"><span class="linenos">2541</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="L-2542"><a href="#L-2542"><span class="linenos">2542</span></a>		<span class="n">session</span><span class="p">,</span>
+</span><span id="L-2543"><a href="#L-2543"><span class="linenos">2543</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="L-2544"><a href="#L-2544"><span class="linenos">2544</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="L-2545"><a href="#L-2545"><span class="linenos">2545</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="L-2546"><a href="#L-2546"><span class="linenos">2546</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="L-2547"><a href="#L-2547"><span class="linenos">2547</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
+</span><span id="L-2548"><a href="#L-2548"><span class="linenos">2548</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
+</span><span id="L-2549"><a href="#L-2549"><span class="linenos">2549</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2550"><a href="#L-2550"><span class="linenos">2550</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2551"><a href="#L-2551"><span class="linenos">2551</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
+</span><span id="L-2552"><a href="#L-2552"><span class="linenos">2552</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
+</span><span id="L-2553"><a href="#L-2553"><span class="linenos">2553</span></a>		<span class="p">):</span>
+</span><span id="L-2554"><a href="#L-2554"><span class="linenos">2554</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2555"><a href="#L-2555"><span class="linenos">2555</span></a><span class="sd">		Generate plot for a single session</span>
+</span><span id="L-2556"><a href="#L-2556"><span class="linenos">2556</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2557"><a href="#L-2557"><span class="linenos">2557</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2558"><a href="#L-2558"><span class="linenos">2558</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="L-2559"><a href="#L-2559"><span class="linenos">2559</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2560"><a href="#L-2560"><span class="linenos">2560</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="L-2561"><a href="#L-2561"><span class="linenos">2561</span></a>
+</span><span id="L-2562"><a href="#L-2562"><span class="linenos">2562</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
+</span><span id="L-2563"><a href="#L-2563"><span class="linenos">2563</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
+</span><span id="L-2564"><a href="#L-2564"><span class="linenos">2564</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
+</span><span id="L-2565"><a href="#L-2565"><span class="linenos">2565</span></a>		<span class="n">anchors_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="L-2566"><a href="#L-2566"><span class="linenos">2566</span></a>		<span class="n">anchors_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="L-2567"><a href="#L-2567"><span class="linenos">2567</span></a>		<span class="n">unknowns_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="L-2568"><a href="#L-2568"><span class="linenos">2568</span></a>		<span class="n">unknowns_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="L-2569"><a href="#L-2569"><span class="linenos">2569</span></a>		<span class="n">anchor_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+</span><span id="L-2570"><a href="#L-2570"><span class="linenos">2570</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="L-2571"><a href="#L-2571"><span class="linenos">2571</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
+</span><span id="L-2572"><a href="#L-2572"><span class="linenos">2572</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="L-2573"><a href="#L-2573"><span class="linenos">2573</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="L-2574"><a href="#L-2574"><span class="linenos">2574</span></a>		<span class="n">unknown_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
 </span><span id="L-2575"><a href="#L-2575"><span class="linenos">2575</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
 </span><span id="L-2576"><a href="#L-2576"><span class="linenos">2576</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="L-2577"><a href="#L-2577"><span class="linenos">2577</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="L-2578"><a href="#L-2578"><span class="linenos">2578</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="L-2579"><a href="#L-2579"><span class="linenos">2579</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
-</span><span id="L-2580"><a href="#L-2580"><span class="linenos">2580</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="L-2581"><a href="#L-2581"><span class="linenos">2581</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
-</span><span id="L-2582"><a href="#L-2582"><span class="linenos">2582</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="L-2583"><a href="#L-2583"><span class="linenos">2583</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="L-2584"><a href="#L-2584"><span class="linenos">2584</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="L-2585"><a href="#L-2585"><span class="linenos">2585</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="L-2586"><a href="#L-2586"><span class="linenos">2586</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
-</span><span id="L-2587"><a href="#L-2587"><span class="linenos">2587</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
-</span><span id="L-2588"><a href="#L-2588"><span class="linenos">2588</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="L-2589"><a href="#L-2589"><span class="linenos">2589</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="L-2590"><a href="#L-2590"><span class="linenos">2590</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
-</span><span id="L-2591"><a href="#L-2591"><span class="linenos">2591</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
-</span><span id="L-2592"><a href="#L-2592"><span class="linenos">2592</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="L-2593"><a href="#L-2593"><span class="linenos">2593</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="L-2594"><a href="#L-2594"><span class="linenos">2594</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="L-2595"><a href="#L-2595"><span class="linenos">2595</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="L-2596"><a href="#L-2596"><span class="linenos">2596</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
-</span><span id="L-2597"><a href="#L-2597"><span class="linenos">2597</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
-</span><span id="L-2598"><a href="#L-2598"><span class="linenos">2598</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="L-2599"><a href="#L-2599"><span class="linenos">2599</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2600"><a href="#L-2600"><span class="linenos">2600</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
-</span><span id="L-2601"><a href="#L-2601"><span class="linenos">2601</span></a>				
-</span><span id="L-2602"><a href="#L-2602"><span class="linenos">2602</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="L-2603"><a href="#L-2603"><span class="linenos">2603</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
-</span><span id="L-2604"><a href="#L-2604"><span class="linenos">2604</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
-</span><span id="L-2605"><a href="#L-2605"><span class="linenos">2605</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
-</span><span id="L-2606"><a href="#L-2606"><span class="linenos">2606</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
-</span><span id="L-2607"><a href="#L-2607"><span class="linenos">2607</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
-</span><span id="L-2608"><a href="#L-2608"><span class="linenos">2608</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
-</span><span id="L-2609"><a href="#L-2609"><span class="linenos">2609</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
-</span><span id="L-2610"><a href="#L-2610"><span class="linenos">2610</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
-</span><span id="L-2611"><a href="#L-2611"><span class="linenos">2611</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
-</span><span id="L-2612"><a href="#L-2612"><span class="linenos">2612</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
-</span><span id="L-2613"><a href="#L-2613"><span class="linenos">2613</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
-</span><span id="L-2614"><a href="#L-2614"><span class="linenos">2614</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
-</span><span id="L-2615"><a href="#L-2615"><span class="linenos">2615</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
-</span><span id="L-2616"><a href="#L-2616"><span class="linenos">2616</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
-</span><span id="L-2617"><a href="#L-2617"><span class="linenos">2617</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
-</span><span id="L-2618"><a href="#L-2618"><span class="linenos">2618</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2619"><a href="#L-2619"><span class="linenos">2619</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
-</span><span id="L-2620"><a href="#L-2620"><span class="linenos">2620</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2621"><a href="#L-2621"><span class="linenos">2621</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
-</span><span id="L-2622"><a href="#L-2622"><span class="linenos">2622</span></a>
-</span><span id="L-2623"><a href="#L-2623"><span class="linenos">2623</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
-</span><span id="L-2624"><a href="#L-2624"><span class="linenos">2624</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
-</span><span id="L-2625"><a href="#L-2625"><span class="linenos">2625</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
-</span><span id="L-2626"><a href="#L-2626"><span class="linenos">2626</span></a>
-</span><span id="L-2627"><a href="#L-2627"><span class="linenos">2627</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
-</span><span id="L-2628"><a href="#L-2628"><span class="linenos">2628</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
-</span><span id="L-2629"><a href="#L-2629"><span class="linenos">2629</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="L-2630"><a href="#L-2630"><span class="linenos">2630</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
-</span><span id="L-2631"><a href="#L-2631"><span class="linenos">2631</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
-</span><span id="L-2632"><a href="#L-2632"><span class="linenos">2632</span></a>
-</span><span id="L-2633"><a href="#L-2633"><span class="linenos">2633</span></a>		<span class="k">return</span> <span class="n">out</span>
+</span><span id="L-2577"><a href="#L-2577"><span class="linenos">2577</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="L-2578"><a href="#L-2578"><span class="linenos">2578</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="L-2579"><a href="#L-2579"><span class="linenos">2579</span></a>		
+</span><span id="L-2580"><a href="#L-2580"><span class="linenos">2580</span></a>		
+</span><span id="L-2581"><a href="#L-2581"><span class="linenos">2581</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
+</span><span id="L-2582"><a href="#L-2582"><span class="linenos">2582</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="L-2583"><a href="#L-2583"><span class="linenos">2583</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
+</span><span id="L-2584"><a href="#L-2584"><span class="linenos">2584</span></a>
+</span><span id="L-2585"><a href="#L-2585"><span class="linenos">2585</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="L-2586"><a href="#L-2586"><span class="linenos">2586</span></a>			<span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="L-2587"><a href="#L-2587"><span class="linenos">2587</span></a>			<span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="L-2588"><a href="#L-2588"><span class="linenos">2588</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
+</span><span id="L-2589"><a href="#L-2589"><span class="linenos">2589</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="L-2590"><a href="#L-2590"><span class="linenos">2590</span></a>			<span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="L-2591"><a href="#L-2591"><span class="linenos">2591</span></a>			<span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="L-2592"><a href="#L-2592"><span class="linenos">2592</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
+</span><span id="L-2593"><a href="#L-2593"><span class="linenos">2593</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="L-2594"><a href="#L-2594"><span class="linenos">2594</span></a>			<span class="o">*</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="L-2595"><a href="#L-2595"><span class="linenos">2595</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
+</span><span id="L-2596"><a href="#L-2596"><span class="linenos">2596</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="L-2597"><a href="#L-2597"><span class="linenos">2597</span></a>			<span class="o">*</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="L-2598"><a href="#L-2598"><span class="linenos">2598</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
+</span><span id="L-2599"><a href="#L-2599"><span class="linenos">2599</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
+</span><span id="L-2600"><a href="#L-2600"><span class="linenos">2600</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="L-2601"><a href="#L-2601"><span class="linenos">2601</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="L-2602"><a href="#L-2602"><span class="linenos">2602</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+</span><span id="L-2603"><a href="#L-2603"><span class="linenos">2603</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
+</span><span id="L-2604"><a href="#L-2604"><span class="linenos">2604</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="L-2605"><a href="#L-2605"><span class="linenos">2605</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="L-2606"><a href="#L-2606"><span class="linenos">2606</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="L-2607"><a href="#L-2607"><span class="linenos">2607</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="L-2608"><a href="#L-2608"><span class="linenos">2608</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
+</span><span id="L-2609"><a href="#L-2609"><span class="linenos">2609</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
+</span><span id="L-2610"><a href="#L-2610"><span class="linenos">2610</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="L-2611"><a href="#L-2611"><span class="linenos">2611</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2612"><a href="#L-2612"><span class="linenos">2612</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
+</span><span id="L-2613"><a href="#L-2613"><span class="linenos">2613</span></a>				
+</span><span id="L-2614"><a href="#L-2614"><span class="linenos">2614</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="L-2615"><a href="#L-2615"><span class="linenos">2615</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
+</span><span id="L-2616"><a href="#L-2616"><span class="linenos">2616</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
+</span><span id="L-2617"><a href="#L-2617"><span class="linenos">2617</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
+</span><span id="L-2618"><a href="#L-2618"><span class="linenos">2618</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
+</span><span id="L-2619"><a href="#L-2619"><span class="linenos">2619</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
+</span><span id="L-2620"><a href="#L-2620"><span class="linenos">2620</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
+</span><span id="L-2621"><a href="#L-2621"><span class="linenos">2621</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
+</span><span id="L-2622"><a href="#L-2622"><span class="linenos">2622</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
+</span><span id="L-2623"><a href="#L-2623"><span class="linenos">2623</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
+</span><span id="L-2624"><a href="#L-2624"><span class="linenos">2624</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
+</span><span id="L-2625"><a href="#L-2625"><span class="linenos">2625</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
+</span><span id="L-2626"><a href="#L-2626"><span class="linenos">2626</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
+</span><span id="L-2627"><a href="#L-2627"><span class="linenos">2627</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
+</span><span id="L-2628"><a href="#L-2628"><span class="linenos">2628</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
+</span><span id="L-2629"><a href="#L-2629"><span class="linenos">2629</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
+</span><span id="L-2630"><a href="#L-2630"><span class="linenos">2630</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2631"><a href="#L-2631"><span class="linenos">2631</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
+</span><span id="L-2632"><a href="#L-2632"><span class="linenos">2632</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2633"><a href="#L-2633"><span class="linenos">2633</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
 </span><span id="L-2634"><a href="#L-2634"><span class="linenos">2634</span></a>
-</span><span id="L-2635"><a href="#L-2635"><span class="linenos">2635</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
-</span><span id="L-2636"><a href="#L-2636"><span class="linenos">2636</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="L-2637"><a href="#L-2637"><span class="linenos">2637</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-2638"><a href="#L-2638"><span class="linenos">2638</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-2639"><a href="#L-2639"><span class="linenos">2639</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="L-2640"><a href="#L-2640"><span class="linenos">2640</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="L-2641"><a href="#L-2641"><span class="linenos">2641</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2642"><a href="#L-2642"><span class="linenos">2642</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
-</span><span id="L-2643"><a href="#L-2643"><span class="linenos">2643</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2644"><a href="#L-2644"><span class="linenos">2644</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2645"><a href="#L-2645"><span class="linenos">2645</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="L-2646"><a href="#L-2646"><span class="linenos">2646</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2647"><a href="#L-2647"><span class="linenos">2647</span></a>		<span class="p">):</span>
-</span><span id="L-2648"><a href="#L-2648"><span class="linenos">2648</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2649"><a href="#L-2649"><span class="linenos">2649</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
-</span><span id="L-2650"><a href="#L-2650"><span class="linenos">2650</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
-</span><span id="L-2651"><a href="#L-2651"><span class="linenos">2651</span></a>
-</span><span id="L-2652"><a href="#L-2652"><span class="linenos">2652</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
-</span><span id="L-2653"><a href="#L-2653"><span class="linenos">2653</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
-</span><span id="L-2654"><a href="#L-2654"><span class="linenos">2654</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
-</span><span id="L-2655"><a href="#L-2655"><span class="linenos">2655</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="L-2656"><a href="#L-2656"><span class="linenos">2656</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
-</span><span id="L-2657"><a href="#L-2657"><span class="linenos">2657</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
-</span><span id="L-2658"><a href="#L-2658"><span class="linenos">2658</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="L-2659"><a href="#L-2659"><span class="linenos">2659</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="L-2660"><a href="#L-2660"><span class="linenos">2660</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
-</span><span id="L-2661"><a href="#L-2661"><span class="linenos">2661</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
-</span><span id="L-2662"><a href="#L-2662"><span class="linenos">2662</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2663"><a href="#L-2663"><span class="linenos">2663</span></a>		
-</span><span id="L-2664"><a href="#L-2664"><span class="linenos">2664</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
-</span><span id="L-2665"><a href="#L-2665"><span class="linenos">2665</span></a>
-</span><span id="L-2666"><a href="#L-2666"><span class="linenos">2666</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2667"><a href="#L-2667"><span class="linenos">2667</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2668"><a href="#L-2668"><span class="linenos">2668</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
-</span><span id="L-2669"><a href="#L-2669"><span class="linenos">2669</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2670"><a href="#L-2670"><span class="linenos">2670</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
-</span><span id="L-2671"><a href="#L-2671"><span class="linenos">2671</span></a>		
-</span><span id="L-2672"><a href="#L-2672"><span class="linenos">2672</span></a>		<span class="c1"># Layout</span>
-</span><span id="L-2673"><a href="#L-2673"><span class="linenos">2673</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="L-2674"><a href="#L-2674"><span class="linenos">2674</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2675"><a href="#L-2675"><span class="linenos">2675</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
-</span><span id="L-2676"><a href="#L-2676"><span class="linenos">2676</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
-</span><span id="L-2677"><a href="#L-2677"><span class="linenos">2677</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2678"><a href="#L-2678"><span class="linenos">2678</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
-</span><span id="L-2679"><a href="#L-2679"><span class="linenos">2679</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="L-2680"><a href="#L-2680"><span class="linenos">2680</span></a>		
-</span><span id="L-2681"><a href="#L-2681"><span class="linenos">2681</span></a>		<span class="c1"># Colors</span>
-</span><span id="L-2682"><a href="#L-2682"><span class="linenos">2682</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
-</span><span id="L-2683"><a href="#L-2683"><span class="linenos">2683</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2684"><a href="#L-2684"><span class="linenos">2684</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-2685"><a href="#L-2685"><span class="linenos">2685</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
-</span><span id="L-2686"><a href="#L-2686"><span class="linenos">2686</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="L-2687"><a href="#L-2687"><span class="linenos">2687</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
-</span><span id="L-2688"><a href="#L-2688"><span class="linenos">2688</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="L-2689"><a href="#L-2689"><span class="linenos">2689</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="L-2690"><a href="#L-2690"><span class="linenos">2690</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="L-2691"><a href="#L-2691"><span class="linenos">2691</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="L-2692"><a href="#L-2692"><span class="linenos">2692</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2693"><a href="#L-2693"><span class="linenos">2693</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
-</span><span id="L-2694"><a href="#L-2694"><span class="linenos">2694</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2695"><a href="#L-2695"><span class="linenos">2695</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="L-2696"><a href="#L-2696"><span class="linenos">2696</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="L-2697"><a href="#L-2697"><span class="linenos">2697</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="L-2698"><a href="#L-2698"><span class="linenos">2698</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="L-2699"><a href="#L-2699"><span class="linenos">2699</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2700"><a href="#L-2700"><span class="linenos">2700</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
-</span><span id="L-2701"><a href="#L-2701"><span class="linenos">2701</span></a>
-</span><span id="L-2702"><a href="#L-2702"><span class="linenos">2702</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="L-2703"><a href="#L-2703"><span class="linenos">2703</span></a>		
-</span><span id="L-2704"><a href="#L-2704"><span class="linenos">2704</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
-</span><span id="L-2705"><a href="#L-2705"><span class="linenos">2705</span></a>
-</span><span id="L-2706"><a href="#L-2706"><span class="linenos">2706</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
-</span><span id="L-2707"><a href="#L-2707"><span class="linenos">2707</span></a>
-</span><span id="L-2708"><a href="#L-2708"><span class="linenos">2708</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="L-2709"><a href="#L-2709"><span class="linenos">2709</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="L-2710"><a href="#L-2710"><span class="linenos">2710</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
-</span><span id="L-2711"><a href="#L-2711"><span class="linenos">2711</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-2712"><a href="#L-2712"><span class="linenos">2712</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="L-2713"><a href="#L-2713"><span class="linenos">2713</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="L-2714"><a href="#L-2714"><span class="linenos">2714</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
-</span><span id="L-2715"><a href="#L-2715"><span class="linenos">2715</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-2716"><a href="#L-2716"><span class="linenos">2716</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
-</span><span id="L-2717"><a href="#L-2717"><span class="linenos">2717</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
-</span><span id="L-2718"><a href="#L-2718"><span class="linenos">2718</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="L-2719"><a href="#L-2719"><span class="linenos">2719</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="L-2720"><a href="#L-2720"><span class="linenos">2720</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="L-2721"><a href="#L-2721"><span class="linenos">2721</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="L-2722"><a href="#L-2722"><span class="linenos">2722</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
-</span><span id="L-2723"><a href="#L-2723"><span class="linenos">2723</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="L-2724"><a href="#L-2724"><span class="linenos">2724</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
-</span><span id="L-2725"><a href="#L-2725"><span class="linenos">2725</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="L-2726"><a href="#L-2726"><span class="linenos">2726</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="L-2727"><a href="#L-2727"><span class="linenos">2727</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="L-2728"><a href="#L-2728"><span class="linenos">2728</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2729"><a href="#L-2729"><span class="linenos">2729</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="L-2730"><a href="#L-2730"><span class="linenos">2730</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
-</span><span id="L-2731"><a href="#L-2731"><span class="linenos">2731</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
-</span><span id="L-2732"><a href="#L-2732"><span class="linenos">2732</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
-</span><span id="L-2733"><a href="#L-2733"><span class="linenos">2733</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="L-2734"><a href="#L-2734"><span class="linenos">2734</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
-</span><span id="L-2735"><a href="#L-2735"><span class="linenos">2735</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="L-2736"><a href="#L-2736"><span class="linenos">2736</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="L-2737"><a href="#L-2737"><span class="linenos">2737</span></a>				<span class="p">)</span>
-</span><span id="L-2738"><a href="#L-2738"><span class="linenos">2738</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
-</span><span id="L-2739"><a href="#L-2739"><span class="linenos">2739</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
-</span><span id="L-2740"><a href="#L-2740"><span class="linenos">2740</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="L-2741"><a href="#L-2741"><span class="linenos">2741</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="L-2742"><a href="#L-2742"><span class="linenos">2742</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="L-2743"><a href="#L-2743"><span class="linenos">2743</span></a>
-</span><span id="L-2744"><a href="#L-2744"><span class="linenos">2744</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="L-2745"><a href="#L-2745"><span class="linenos">2745</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="L-2746"><a href="#L-2746"><span class="linenos">2746</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
-</span><span id="L-2747"><a href="#L-2747"><span class="linenos">2747</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="L-2748"><a href="#L-2748"><span class="linenos">2748</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="L-2749"><a href="#L-2749"><span class="linenos">2749</span></a>
-</span><span id="L-2750"><a href="#L-2750"><span class="linenos">2750</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="L-2751"><a href="#L-2751"><span class="linenos">2751</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="L-2752"><a href="#L-2752"><span class="linenos">2752</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="L-2753"><a href="#L-2753"><span class="linenos">2753</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
-</span><span id="L-2754"><a href="#L-2754"><span class="linenos">2754</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="L-2755"><a href="#L-2755"><span class="linenos">2755</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
-</span><span id="L-2756"><a href="#L-2756"><span class="linenos">2756</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
-</span><span id="L-2757"><a href="#L-2757"><span class="linenos">2757</span></a>				<span class="n">s</span><span class="p">,</span>
-</span><span id="L-2758"><a href="#L-2758"><span class="linenos">2758</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
-</span><span id="L-2759"><a href="#L-2759"><span class="linenos">2759</span></a>				<span class="o">**</span><span class="p">(</span>
-</span><span id="L-2760"><a href="#L-2760"><span class="linenos">2760</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="L-2761"><a href="#L-2761"><span class="linenos">2761</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
-</span><span id="L-2762"><a href="#L-2762"><span class="linenos">2762</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
-</span><span id="L-2763"><a href="#L-2763"><span class="linenos">2763</span></a>					<span class="p">)</span>
-</span><span id="L-2764"><a href="#L-2764"><span class="linenos">2764</span></a>				<span class="p">)</span>
-</span><span id="L-2765"><a href="#L-2765"><span class="linenos">2765</span></a>
-</span><span id="L-2766"><a href="#L-2766"><span class="linenos">2766</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2767"><a href="#L-2767"><span class="linenos">2767</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="L-2768"><a href="#L-2768"><span class="linenos">2768</span></a>
-</span><span id="L-2769"><a href="#L-2769"><span class="linenos">2769</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
-</span><span id="L-2770"><a href="#L-2770"><span class="linenos">2770</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="L-2771"><a href="#L-2771"><span class="linenos">2771</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
-</span><span id="L-2772"><a href="#L-2772"><span class="linenos">2772</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
-</span><span id="L-2773"><a href="#L-2773"><span class="linenos">2773</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
-</span><span id="L-2774"><a href="#L-2774"><span class="linenos">2774</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="L-2775"><a href="#L-2775"><span class="linenos">2775</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="L-2776"><a href="#L-2776"><span class="linenos">2776</span></a>
-</span><span id="L-2777"><a href="#L-2777"><span class="linenos">2777</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="L-2778"><a href="#L-2778"><span class="linenos">2778</span></a>
-</span><span id="L-2779"><a href="#L-2779"><span class="linenos">2779</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
-</span><span id="L-2780"><a href="#L-2780"><span class="linenos">2780</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
-</span><span id="L-2781"><a href="#L-2781"><span class="linenos">2781</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="L-2782"><a href="#L-2782"><span class="linenos">2782</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
-</span><span id="L-2783"><a href="#L-2783"><span class="linenos">2783</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="L-2784"><a href="#L-2784"><span class="linenos">2784</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="L-2785"><a href="#L-2785"><span class="linenos">2785</span></a>
-</span><span id="L-2786"><a href="#L-2786"><span class="linenos">2786</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
-</span><span id="L-2787"><a href="#L-2787"><span class="linenos">2787</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="L-2788"><a href="#L-2788"><span class="linenos">2788</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="L-2789"><a href="#L-2789"><span class="linenos">2789</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="L-2790"><a href="#L-2790"><span class="linenos">2790</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="L-2791"><a href="#L-2791"><span class="linenos">2791</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="L-2792"><a href="#L-2792"><span class="linenos">2792</span></a>
-</span><span id="L-2793"><a href="#L-2793"><span class="linenos">2793</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2794"><a href="#L-2794"><span class="linenos">2794</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
-</span><span id="L-2795"><a href="#L-2795"><span class="linenos">2795</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2796"><a href="#L-2796"><span class="linenos">2796</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
-</span><span id="L-2797"><a href="#L-2797"><span class="linenos">2797</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
-</span><span id="L-2798"><a href="#L-2798"><span class="linenos">2798</span></a>
-</span><span id="L-2799"><a href="#L-2799"><span class="linenos">2799</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="L-2800"><a href="#L-2800"><span class="linenos">2800</span></a>
-</span><span id="L-2801"><a href="#L-2801"><span class="linenos">2801</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
-</span><span id="L-2802"><a href="#L-2802"><span class="linenos">2802</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="L-2803"><a href="#L-2803"><span class="linenos">2803</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+</span><span id="L-2635"><a href="#L-2635"><span class="linenos">2635</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="L-2636"><a href="#L-2636"><span class="linenos">2636</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
+</span><span id="L-2637"><a href="#L-2637"><span class="linenos">2637</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
+</span><span id="L-2638"><a href="#L-2638"><span class="linenos">2638</span></a>			<span class="n">contour</span> <span class="o">=</span> <span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="L-2639"><a href="#L-2639"><span class="linenos">2639</span></a>
+</span><span id="L-2640"><a href="#L-2640"><span class="linenos">2640</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2641"><a href="#L-2641"><span class="linenos">2641</span></a>			<span class="k">return</span> <span class="p">{</span>
+</span><span id="L-2642"><a href="#L-2642"><span class="linenos">2642</span></a>			<span class="s1">&#39;anchors&#39;</span><span class="p">:</span><span class="n">anchors</span><span class="p">,</span>
+</span><span id="L-2643"><a href="#L-2643"><span class="linenos">2643</span></a>			<span class="s1">&#39;unknowns&#39;</span><span class="p">:</span><span class="n">unknowns</span><span class="p">,</span>
+</span><span id="L-2644"><a href="#L-2644"><span class="linenos">2644</span></a>			<span class="s1">&#39;anchors_d&#39;</span><span class="p">:</span><span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="L-2645"><a href="#L-2645"><span class="linenos">2645</span></a>			<span class="s1">&#39;anchors_D&#39;</span><span class="p">:</span><span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="L-2646"><a href="#L-2646"><span class="linenos">2646</span></a>			<span class="s1">&#39;unknowns_d&#39;</span><span class="p">:</span><span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="L-2647"><a href="#L-2647"><span class="linenos">2647</span></a>			<span class="s1">&#39;unknowns_D&#39;</span><span class="p">:</span><span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="L-2648"><a href="#L-2648"><span class="linenos">2648</span></a>			<span class="s1">&#39;anchor_avg&#39;</span><span class="p">:</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="L-2649"><a href="#L-2649"><span class="linenos">2649</span></a>			<span class="s1">&#39;unknown_avg&#39;</span><span class="p">:</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="L-2650"><a href="#L-2650"><span class="linenos">2650</span></a>			<span class="s1">&#39;contour&#39;</span><span class="p">:</span><span class="n">contour</span><span class="p">,</span>
+</span><span id="L-2651"><a href="#L-2651"><span class="linenos">2651</span></a>			<span class="p">}</span>
+</span><span id="L-2652"><a href="#L-2652"><span class="linenos">2652</span></a>
+</span><span id="L-2653"><a href="#L-2653"><span class="linenos">2653</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
+</span><span id="L-2654"><a href="#L-2654"><span class="linenos">2654</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
+</span><span id="L-2655"><a href="#L-2655"><span class="linenos">2655</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="L-2656"><a href="#L-2656"><span class="linenos">2656</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
+</span><span id="L-2657"><a href="#L-2657"><span class="linenos">2657</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
+</span><span id="L-2658"><a href="#L-2658"><span class="linenos">2658</span></a>
+</span><span id="L-2659"><a href="#L-2659"><span class="linenos">2659</span></a>		<span class="k">return</span> <span class="n">out</span>
+</span><span id="L-2660"><a href="#L-2660"><span class="linenos">2660</span></a>
+</span><span id="L-2661"><a href="#L-2661"><span class="linenos">2661</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
+</span><span id="L-2662"><a href="#L-2662"><span class="linenos">2662</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="L-2663"><a href="#L-2663"><span class="linenos">2663</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-2664"><a href="#L-2664"><span class="linenos">2664</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-2665"><a href="#L-2665"><span class="linenos">2665</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="L-2666"><a href="#L-2666"><span class="linenos">2666</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="L-2667"><a href="#L-2667"><span class="linenos">2667</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2668"><a href="#L-2668"><span class="linenos">2668</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
+</span><span id="L-2669"><a href="#L-2669"><span class="linenos">2669</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2670"><a href="#L-2670"><span class="linenos">2670</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2671"><a href="#L-2671"><span class="linenos">2671</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="L-2672"><a href="#L-2672"><span class="linenos">2672</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2673"><a href="#L-2673"><span class="linenos">2673</span></a>		<span class="p">):</span>
+</span><span id="L-2674"><a href="#L-2674"><span class="linenos">2674</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2675"><a href="#L-2675"><span class="linenos">2675</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
+</span><span id="L-2676"><a href="#L-2676"><span class="linenos">2676</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
+</span><span id="L-2677"><a href="#L-2677"><span class="linenos">2677</span></a>
+</span><span id="L-2678"><a href="#L-2678"><span class="linenos">2678</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
+</span><span id="L-2679"><a href="#L-2679"><span class="linenos">2679</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
+</span><span id="L-2680"><a href="#L-2680"><span class="linenos">2680</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
+</span><span id="L-2681"><a href="#L-2681"><span class="linenos">2681</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="L-2682"><a href="#L-2682"><span class="linenos">2682</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
+</span><span id="L-2683"><a href="#L-2683"><span class="linenos">2683</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
+</span><span id="L-2684"><a href="#L-2684"><span class="linenos">2684</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="L-2685"><a href="#L-2685"><span class="linenos">2685</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="L-2686"><a href="#L-2686"><span class="linenos">2686</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
+</span><span id="L-2687"><a href="#L-2687"><span class="linenos">2687</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
+</span><span id="L-2688"><a href="#L-2688"><span class="linenos">2688</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2689"><a href="#L-2689"><span class="linenos">2689</span></a>		
+</span><span id="L-2690"><a href="#L-2690"><span class="linenos">2690</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
+</span><span id="L-2691"><a href="#L-2691"><span class="linenos">2691</span></a>
+</span><span id="L-2692"><a href="#L-2692"><span class="linenos">2692</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2693"><a href="#L-2693"><span class="linenos">2693</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2694"><a href="#L-2694"><span class="linenos">2694</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
+</span><span id="L-2695"><a href="#L-2695"><span class="linenos">2695</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2696"><a href="#L-2696"><span class="linenos">2696</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
+</span><span id="L-2697"><a href="#L-2697"><span class="linenos">2697</span></a>		
+</span><span id="L-2698"><a href="#L-2698"><span class="linenos">2698</span></a>		<span class="c1"># Layout</span>
+</span><span id="L-2699"><a href="#L-2699"><span class="linenos">2699</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="L-2700"><a href="#L-2700"><span class="linenos">2700</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2701"><a href="#L-2701"><span class="linenos">2701</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
+</span><span id="L-2702"><a href="#L-2702"><span class="linenos">2702</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
+</span><span id="L-2703"><a href="#L-2703"><span class="linenos">2703</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2704"><a href="#L-2704"><span class="linenos">2704</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
+</span><span id="L-2705"><a href="#L-2705"><span class="linenos">2705</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="L-2706"><a href="#L-2706"><span class="linenos">2706</span></a>		
+</span><span id="L-2707"><a href="#L-2707"><span class="linenos">2707</span></a>		<span class="c1"># Colors</span>
+</span><span id="L-2708"><a href="#L-2708"><span class="linenos">2708</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
+</span><span id="L-2709"><a href="#L-2709"><span class="linenos">2709</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2710"><a href="#L-2710"><span class="linenos">2710</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-2711"><a href="#L-2711"><span class="linenos">2711</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
+</span><span id="L-2712"><a href="#L-2712"><span class="linenos">2712</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="L-2713"><a href="#L-2713"><span class="linenos">2713</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
+</span><span id="L-2714"><a href="#L-2714"><span class="linenos">2714</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="L-2715"><a href="#L-2715"><span class="linenos">2715</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="L-2716"><a href="#L-2716"><span class="linenos">2716</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="L-2717"><a href="#L-2717"><span class="linenos">2717</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="L-2718"><a href="#L-2718"><span class="linenos">2718</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2719"><a href="#L-2719"><span class="linenos">2719</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
+</span><span id="L-2720"><a href="#L-2720"><span class="linenos">2720</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2721"><a href="#L-2721"><span class="linenos">2721</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="L-2722"><a href="#L-2722"><span class="linenos">2722</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="L-2723"><a href="#L-2723"><span class="linenos">2723</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="L-2724"><a href="#L-2724"><span class="linenos">2724</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="L-2725"><a href="#L-2725"><span class="linenos">2725</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2726"><a href="#L-2726"><span class="linenos">2726</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
+</span><span id="L-2727"><a href="#L-2727"><span class="linenos">2727</span></a>
+</span><span id="L-2728"><a href="#L-2728"><span class="linenos">2728</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="L-2729"><a href="#L-2729"><span class="linenos">2729</span></a>		
+</span><span id="L-2730"><a href="#L-2730"><span class="linenos">2730</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
+</span><span id="L-2731"><a href="#L-2731"><span class="linenos">2731</span></a>
+</span><span id="L-2732"><a href="#L-2732"><span class="linenos">2732</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
+</span><span id="L-2733"><a href="#L-2733"><span class="linenos">2733</span></a>
+</span><span id="L-2734"><a href="#L-2734"><span class="linenos">2734</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="L-2735"><a href="#L-2735"><span class="linenos">2735</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="L-2736"><a href="#L-2736"><span class="linenos">2736</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
+</span><span id="L-2737"><a href="#L-2737"><span class="linenos">2737</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-2738"><a href="#L-2738"><span class="linenos">2738</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="L-2739"><a href="#L-2739"><span class="linenos">2739</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="L-2740"><a href="#L-2740"><span class="linenos">2740</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+</span><span id="L-2741"><a href="#L-2741"><span class="linenos">2741</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-2742"><a href="#L-2742"><span class="linenos">2742</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
+</span><span id="L-2743"><a href="#L-2743"><span class="linenos">2743</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
+</span><span id="L-2744"><a href="#L-2744"><span class="linenos">2744</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="L-2745"><a href="#L-2745"><span class="linenos">2745</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="L-2746"><a href="#L-2746"><span class="linenos">2746</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="L-2747"><a href="#L-2747"><span class="linenos">2747</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="L-2748"><a href="#L-2748"><span class="linenos">2748</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
+</span><span id="L-2749"><a href="#L-2749"><span class="linenos">2749</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="L-2750"><a href="#L-2750"><span class="linenos">2750</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
+</span><span id="L-2751"><a href="#L-2751"><span class="linenos">2751</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="L-2752"><a href="#L-2752"><span class="linenos">2752</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="L-2753"><a href="#L-2753"><span class="linenos">2753</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="L-2754"><a href="#L-2754"><span class="linenos">2754</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2755"><a href="#L-2755"><span class="linenos">2755</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="L-2756"><a href="#L-2756"><span class="linenos">2756</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
+</span><span id="L-2757"><a href="#L-2757"><span class="linenos">2757</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
+</span><span id="L-2758"><a href="#L-2758"><span class="linenos">2758</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
+</span><span id="L-2759"><a href="#L-2759"><span class="linenos">2759</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="L-2760"><a href="#L-2760"><span class="linenos">2760</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
+</span><span id="L-2761"><a href="#L-2761"><span class="linenos">2761</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="L-2762"><a href="#L-2762"><span class="linenos">2762</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="L-2763"><a href="#L-2763"><span class="linenos">2763</span></a>				<span class="p">)</span>
+</span><span id="L-2764"><a href="#L-2764"><span class="linenos">2764</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
+</span><span id="L-2765"><a href="#L-2765"><span class="linenos">2765</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
+</span><span id="L-2766"><a href="#L-2766"><span class="linenos">2766</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="L-2767"><a href="#L-2767"><span class="linenos">2767</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="L-2768"><a href="#L-2768"><span class="linenos">2768</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="L-2769"><a href="#L-2769"><span class="linenos">2769</span></a>
+</span><span id="L-2770"><a href="#L-2770"><span class="linenos">2770</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="L-2771"><a href="#L-2771"><span class="linenos">2771</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="L-2772"><a href="#L-2772"><span class="linenos">2772</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
+</span><span id="L-2773"><a href="#L-2773"><span class="linenos">2773</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="L-2774"><a href="#L-2774"><span class="linenos">2774</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="L-2775"><a href="#L-2775"><span class="linenos">2775</span></a>
+</span><span id="L-2776"><a href="#L-2776"><span class="linenos">2776</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="L-2777"><a href="#L-2777"><span class="linenos">2777</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="L-2778"><a href="#L-2778"><span class="linenos">2778</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="L-2779"><a href="#L-2779"><span class="linenos">2779</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
+</span><span id="L-2780"><a href="#L-2780"><span class="linenos">2780</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="L-2781"><a href="#L-2781"><span class="linenos">2781</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
+</span><span id="L-2782"><a href="#L-2782"><span class="linenos">2782</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
+</span><span id="L-2783"><a href="#L-2783"><span class="linenos">2783</span></a>				<span class="n">s</span><span class="p">,</span>
+</span><span id="L-2784"><a href="#L-2784"><span class="linenos">2784</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
+</span><span id="L-2785"><a href="#L-2785"><span class="linenos">2785</span></a>				<span class="o">**</span><span class="p">(</span>
+</span><span id="L-2786"><a href="#L-2786"><span class="linenos">2786</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="L-2787"><a href="#L-2787"><span class="linenos">2787</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+</span><span id="L-2788"><a href="#L-2788"><span class="linenos">2788</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
+</span><span id="L-2789"><a href="#L-2789"><span class="linenos">2789</span></a>					<span class="p">)</span>
+</span><span id="L-2790"><a href="#L-2790"><span class="linenos">2790</span></a>				<span class="p">)</span>
+</span><span id="L-2791"><a href="#L-2791"><span class="linenos">2791</span></a>
+</span><span id="L-2792"><a href="#L-2792"><span class="linenos">2792</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2793"><a href="#L-2793"><span class="linenos">2793</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="L-2794"><a href="#L-2794"><span class="linenos">2794</span></a>
+</span><span id="L-2795"><a href="#L-2795"><span class="linenos">2795</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
+</span><span id="L-2796"><a href="#L-2796"><span class="linenos">2796</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="L-2797"><a href="#L-2797"><span class="linenos">2797</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
+</span><span id="L-2798"><a href="#L-2798"><span class="linenos">2798</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+</span><span id="L-2799"><a href="#L-2799"><span class="linenos">2799</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+</span><span id="L-2800"><a href="#L-2800"><span class="linenos">2800</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="L-2801"><a href="#L-2801"><span class="linenos">2801</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="L-2802"><a href="#L-2802"><span class="linenos">2802</span></a>
+</span><span id="L-2803"><a href="#L-2803"><span class="linenos">2803</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
 </span><span id="L-2804"><a href="#L-2804"><span class="linenos">2804</span></a>
-</span><span id="L-2805"><a href="#L-2805"><span class="linenos">2805</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2806"><a href="#L-2806"><span class="linenos">2806</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="L-2807"><a href="#L-2807"><span class="linenos">2807</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="L-2808"><a href="#L-2808"><span class="linenos">2808</span></a>
-</span><span id="L-2809"><a href="#L-2809"><span class="linenos">2809</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="L-2810"><a href="#L-2810"><span class="linenos">2810</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
-</span><span id="L-2811"><a href="#L-2811"><span class="linenos">2811</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
-</span><span id="L-2812"><a href="#L-2812"><span class="linenos">2812</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
-</span><span id="L-2813"><a href="#L-2813"><span class="linenos">2813</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-</span><span id="L-2814"><a href="#L-2814"><span class="linenos">2814</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
-</span><span id="L-2815"><a href="#L-2815"><span class="linenos">2815</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
-</span><span id="L-2816"><a href="#L-2816"><span class="linenos">2816</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
-</span><span id="L-2817"><a href="#L-2817"><span class="linenos">2817</span></a>					<span class="n">X</span><span class="p">,</span>
-</span><span id="L-2818"><a href="#L-2818"><span class="linenos">2818</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
-</span><span id="L-2819"><a href="#L-2819"><span class="linenos">2819</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
-</span><span id="L-2820"><a href="#L-2820"><span class="linenos">2820</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="L-2821"><a href="#L-2821"><span class="linenos">2821</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="L-2822"><a href="#L-2822"><span class="linenos">2822</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
-</span><span id="L-2823"><a href="#L-2823"><span class="linenos">2823</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
-</span><span id="L-2824"><a href="#L-2824"><span class="linenos">2824</span></a>					<span class="p">)</span>
-</span><span id="L-2825"><a href="#L-2825"><span class="linenos">2825</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
-</span><span id="L-2826"><a href="#L-2826"><span class="linenos">2826</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
-</span><span id="L-2827"><a href="#L-2827"><span class="linenos">2827</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
-</span><span id="L-2828"><a href="#L-2828"><span class="linenos">2828</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="L-2829"><a href="#L-2829"><span class="linenos">2829</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="L-2830"><a href="#L-2830"><span class="linenos">2830</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
-</span><span id="L-2831"><a href="#L-2831"><span class="linenos">2831</span></a>				<span class="p">)</span>
-</span><span id="L-2832"><a href="#L-2832"><span class="linenos">2832</span></a>
-</span><span id="L-2833"><a href="#L-2833"><span class="linenos">2833</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="L-2834"><a href="#L-2834"><span class="linenos">2834</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="L-2835"><a href="#L-2835"><span class="linenos">2835</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="L-2836"><a href="#L-2836"><span class="linenos">2836</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
-</span><span id="L-2837"><a href="#L-2837"><span class="linenos">2837</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="L-2838"><a href="#L-2838"><span class="linenos">2838</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="L-2839"><a href="#L-2839"><span class="linenos">2839</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="L-2840"><a href="#L-2840"><span class="linenos">2840</span></a>
-</span><span id="L-2841"><a href="#L-2841"><span class="linenos">2841</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="L-2842"><a href="#L-2842"><span class="linenos">2842</span></a>
-</span><span id="L-2843"><a href="#L-2843"><span class="linenos">2843</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="L-2844"><a href="#L-2844"><span class="linenos">2844</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="L-2845"><a href="#L-2845"><span class="linenos">2845</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2846"><a href="#L-2846"><span class="linenos">2846</span></a>			<span class="k">return</span> <span class="n">fig</span>
-</span><span id="L-2847"><a href="#L-2847"><span class="linenos">2847</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
-</span><span id="L-2848"><a href="#L-2848"><span class="linenos">2848</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
-</span><span id="L-2849"><a href="#L-2849"><span class="linenos">2849</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="L-2850"><a href="#L-2850"><span class="linenos">2850</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="L-2851"><a href="#L-2851"><span class="linenos">2851</span></a>				
-</span><span id="L-2852"><a href="#L-2852"><span class="linenos">2852</span></a>
-</span><span id="L-2853"><a href="#L-2853"><span class="linenos">2853</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-2854"><a href="#L-2854"><span class="linenos">2854</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2855"><a href="#L-2855"><span class="linenos">2855</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
-</span><span id="L-2856"><a href="#L-2856"><span class="linenos">2856</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2857"><a href="#L-2857"><span class="linenos">2857</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
+</span><span id="L-2805"><a href="#L-2805"><span class="linenos">2805</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
+</span><span id="L-2806"><a href="#L-2806"><span class="linenos">2806</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
+</span><span id="L-2807"><a href="#L-2807"><span class="linenos">2807</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="L-2808"><a href="#L-2808"><span class="linenos">2808</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
+</span><span id="L-2809"><a href="#L-2809"><span class="linenos">2809</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="L-2810"><a href="#L-2810"><span class="linenos">2810</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="L-2811"><a href="#L-2811"><span class="linenos">2811</span></a>
+</span><span id="L-2812"><a href="#L-2812"><span class="linenos">2812</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
+</span><span id="L-2813"><a href="#L-2813"><span class="linenos">2813</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="L-2814"><a href="#L-2814"><span class="linenos">2814</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="L-2815"><a href="#L-2815"><span class="linenos">2815</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="L-2816"><a href="#L-2816"><span class="linenos">2816</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="L-2817"><a href="#L-2817"><span class="linenos">2817</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="L-2818"><a href="#L-2818"><span class="linenos">2818</span></a>
+</span><span id="L-2819"><a href="#L-2819"><span class="linenos">2819</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2820"><a href="#L-2820"><span class="linenos">2820</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
+</span><span id="L-2821"><a href="#L-2821"><span class="linenos">2821</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2822"><a href="#L-2822"><span class="linenos">2822</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
+</span><span id="L-2823"><a href="#L-2823"><span class="linenos">2823</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
+</span><span id="L-2824"><a href="#L-2824"><span class="linenos">2824</span></a>
+</span><span id="L-2825"><a href="#L-2825"><span class="linenos">2825</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="L-2826"><a href="#L-2826"><span class="linenos">2826</span></a>
+</span><span id="L-2827"><a href="#L-2827"><span class="linenos">2827</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
+</span><span id="L-2828"><a href="#L-2828"><span class="linenos">2828</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="L-2829"><a href="#L-2829"><span class="linenos">2829</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+</span><span id="L-2830"><a href="#L-2830"><span class="linenos">2830</span></a>
+</span><span id="L-2831"><a href="#L-2831"><span class="linenos">2831</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2832"><a href="#L-2832"><span class="linenos">2832</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="L-2833"><a href="#L-2833"><span class="linenos">2833</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="L-2834"><a href="#L-2834"><span class="linenos">2834</span></a>
+</span><span id="L-2835"><a href="#L-2835"><span class="linenos">2835</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="L-2836"><a href="#L-2836"><span class="linenos">2836</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
+</span><span id="L-2837"><a href="#L-2837"><span class="linenos">2837</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
+</span><span id="L-2838"><a href="#L-2838"><span class="linenos">2838</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
+</span><span id="L-2839"><a href="#L-2839"><span class="linenos">2839</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+</span><span id="L-2840"><a href="#L-2840"><span class="linenos">2840</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
+</span><span id="L-2841"><a href="#L-2841"><span class="linenos">2841</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
+</span><span id="L-2842"><a href="#L-2842"><span class="linenos">2842</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
+</span><span id="L-2843"><a href="#L-2843"><span class="linenos">2843</span></a>					<span class="n">X</span><span class="p">,</span>
+</span><span id="L-2844"><a href="#L-2844"><span class="linenos">2844</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
+</span><span id="L-2845"><a href="#L-2845"><span class="linenos">2845</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
+</span><span id="L-2846"><a href="#L-2846"><span class="linenos">2846</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="L-2847"><a href="#L-2847"><span class="linenos">2847</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="L-2848"><a href="#L-2848"><span class="linenos">2848</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
+</span><span id="L-2849"><a href="#L-2849"><span class="linenos">2849</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
+</span><span id="L-2850"><a href="#L-2850"><span class="linenos">2850</span></a>					<span class="p">)</span>
+</span><span id="L-2851"><a href="#L-2851"><span class="linenos">2851</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
+</span><span id="L-2852"><a href="#L-2852"><span class="linenos">2852</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
+</span><span id="L-2853"><a href="#L-2853"><span class="linenos">2853</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
+</span><span id="L-2854"><a href="#L-2854"><span class="linenos">2854</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="L-2855"><a href="#L-2855"><span class="linenos">2855</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="L-2856"><a href="#L-2856"><span class="linenos">2856</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
+</span><span id="L-2857"><a href="#L-2857"><span class="linenos">2857</span></a>				<span class="p">)</span>
 </span><span id="L-2858"><a href="#L-2858"><span class="linenos">2858</span></a>
-</span><span id="L-2859"><a href="#L-2859"><span class="linenos">2859</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
-</span><span id="L-2860"><a href="#L-2860"><span class="linenos">2860</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="L-2861"><a href="#L-2861"><span class="linenos">2861</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="L-2862"><a href="#L-2862"><span class="linenos">2862</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2863"><a href="#L-2863"><span class="linenos">2863</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-2864"><a href="#L-2864"><span class="linenos">2864</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
-</span><span id="L-2865"><a href="#L-2865"><span class="linenos">2865</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
-</span><span id="L-2866"><a href="#L-2866"><span class="linenos">2866</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2867"><a href="#L-2867"><span class="linenos">2867</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="L-2868"><a href="#L-2868"><span class="linenos">2868</span></a>		<span class="p">):</span>
-</span><span id="L-2869"><a href="#L-2869"><span class="linenos">2869</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2870"><a href="#L-2870"><span class="linenos">2870</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
-</span><span id="L-2871"><a href="#L-2871"><span class="linenos">2871</span></a><span class="sd">		</span>
-</span><span id="L-2872"><a href="#L-2872"><span class="linenos">2872</span></a><span class="sd">		**Parameters**</span>
-</span><span id="L-2873"><a href="#L-2873"><span class="linenos">2873</span></a>
-</span><span id="L-2874"><a href="#L-2874"><span class="linenos">2874</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="L-2875"><a href="#L-2875"><span class="linenos">2875</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
-</span><span id="L-2876"><a href="#L-2876"><span class="linenos">2876</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="L-2877"><a href="#L-2877"><span class="linenos">2877</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="L-2878"><a href="#L-2878"><span class="linenos">2878</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="L-2879"><a href="#L-2879"><span class="linenos">2879</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2880"><a href="#L-2880"><span class="linenos">2880</span></a>
-</span><span id="L-2881"><a href="#L-2881"><span class="linenos">2881</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="L-2882"><a href="#L-2882"><span class="linenos">2882</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="L-2883"><a href="#L-2883"><span class="linenos">2883</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="L-2884"><a href="#L-2884"><span class="linenos">2884</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="L-2885"><a href="#L-2885"><span class="linenos">2885</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="L-2886"><a href="#L-2886"><span class="linenos">2886</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="L-2887"><a href="#L-2887"><span class="linenos">2887</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="L-2888"><a href="#L-2888"><span class="linenos">2888</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
-</span><span id="L-2889"><a href="#L-2889"><span class="linenos">2889</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
-</span><span id="L-2890"><a href="#L-2890"><span class="linenos">2890</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
-</span><span id="L-2891"><a href="#L-2891"><span class="linenos">2891</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="L-2892"><a href="#L-2892"><span class="linenos">2892</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="L-2893"><a href="#L-2893"><span class="linenos">2893</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-2894"><a href="#L-2894"><span class="linenos">2894</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="L-2895"><a href="#L-2895"><span class="linenos">2895</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
-</span><span id="L-2896"><a href="#L-2896"><span class="linenos">2896</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="L-2897"><a href="#L-2897"><span class="linenos">2897</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
-</span><span id="L-2898"><a href="#L-2898"><span class="linenos">2898</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
-</span><span id="L-2899"><a href="#L-2899"><span class="linenos">2899</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
-</span><span id="L-2900"><a href="#L-2900"><span class="linenos">2900</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
-</span><span id="L-2901"><a href="#L-2901"><span class="linenos">2901</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
-</span><span id="L-2902"><a href="#L-2902"><span class="linenos">2902</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
-</span><span id="L-2903"><a href="#L-2903"><span class="linenos">2903</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
-</span><span id="L-2904"><a href="#L-2904"><span class="linenos">2904</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
-</span><span id="L-2905"><a href="#L-2905"><span class="linenos">2905</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
-</span><span id="L-2906"><a href="#L-2906"><span class="linenos">2906</span></a>            <span class="p">)</span>
-</span><span id="L-2907"><a href="#L-2907"><span class="linenos">2907</span></a>			
-</span><span id="L-2908"><a href="#L-2908"><span class="linenos">2908</span></a>
-</span><span id="L-2909"><a href="#L-2909"><span class="linenos">2909</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
-</span><span id="L-2910"><a href="#L-2910"><span class="linenos">2910</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="L-2911"><a href="#L-2911"><span class="linenos">2911</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="L-2912"><a href="#L-2912"><span class="linenos">2912</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="L-2913"><a href="#L-2913"><span class="linenos">2913</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="L-2914"><a href="#L-2914"><span class="linenos">2914</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
-</span><span id="L-2915"><a href="#L-2915"><span class="linenos">2915</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="L-2916"><a href="#L-2916"><span class="linenos">2916</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="L-2917"><a href="#L-2917"><span class="linenos">2917</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="L-2918"><a href="#L-2918"><span class="linenos">2918</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
-</span><span id="L-2919"><a href="#L-2919"><span class="linenos">2919</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
-</span><span id="L-2920"><a href="#L-2920"><span class="linenos">2920</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="L-2921"><a href="#L-2921"><span class="linenos">2921</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="L-2922"><a href="#L-2922"><span class="linenos">2922</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
-</span><span id="L-2923"><a href="#L-2923"><span class="linenos">2923</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
-</span><span id="L-2924"><a href="#L-2924"><span class="linenos">2924</span></a>
-</span><span id="L-2925"><a href="#L-2925"><span class="linenos">2925</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="L-2926"><a href="#L-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="L-2927"><a href="#L-2927"><span class="linenos">2927</span></a>
-</span><span id="L-2928"><a href="#L-2928"><span class="linenos">2928</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2929"><a href="#L-2929"><span class="linenos">2929</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="L-2930"><a href="#L-2930"><span class="linenos">2930</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="L-2931"><a href="#L-2931"><span class="linenos">2931</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2932"><a href="#L-2932"><span class="linenos">2932</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
-</span><span id="L-2933"><a href="#L-2933"><span class="linenos">2933</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="L-2934"><a href="#L-2934"><span class="linenos">2934</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="L-2935"><a href="#L-2935"><span class="linenos">2935</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
-</span><span id="L-2936"><a href="#L-2936"><span class="linenos">2936</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
-</span><span id="L-2937"><a href="#L-2937"><span class="linenos">2937</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="L-2938"><a href="#L-2938"><span class="linenos">2938</span></a>			<span class="k">return</span> <span class="n">fig</span>
-</span><span id="L-2939"><a href="#L-2939"><span class="linenos">2939</span></a>
-</span><span id="L-2940"><a href="#L-2940"><span class="linenos">2940</span></a>
-</span><span id="L-2941"><a href="#L-2941"><span class="linenos">2941</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
-</span><span id="L-2942"><a href="#L-2942"><span class="linenos">2942</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="L-2943"><a href="#L-2943"><span class="linenos">2943</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-2944"><a href="#L-2944"><span class="linenos">2944</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
-</span><span id="L-2945"><a href="#L-2945"><span class="linenos">2945</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
-</span><span id="L-2946"><a href="#L-2946"><span class="linenos">2946</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
-</span><span id="L-2947"><a href="#L-2947"><span class="linenos">2947</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-2948"><a href="#L-2948"><span class="linenos">2948</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
-</span><span id="L-2949"><a href="#L-2949"><span class="linenos">2949</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
-</span><span id="L-2950"><a href="#L-2950"><span class="linenos">2950</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
-</span><span id="L-2951"><a href="#L-2951"><span class="linenos">2951</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
-</span><span id="L-2952"><a href="#L-2952"><span class="linenos">2952</span></a>		<span class="p">):</span>
-</span><span id="L-2953"><a href="#L-2953"><span class="linenos">2953</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-2954"><a href="#L-2954"><span class="linenos">2954</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
-</span><span id="L-2955"><a href="#L-2955"><span class="linenos">2955</span></a><span class="sd">		</span>
-</span><span id="L-2956"><a href="#L-2956"><span class="linenos">2956</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
-</span><span id="L-2957"><a href="#L-2957"><span class="linenos">2957</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
-</span><span id="L-2958"><a href="#L-2958"><span class="linenos">2958</span></a><span class="sd">		</span>
-</span><span id="L-2959"><a href="#L-2959"><span class="linenos">2959</span></a><span class="sd">		</span>
-</span><span id="L-2960"><a href="#L-2960"><span class="linenos">2960</span></a><span class="sd">		**Parameters**</span>
-</span><span id="L-2961"><a href="#L-2961"><span class="linenos">2961</span></a>
-</span><span id="L-2962"><a href="#L-2962"><span class="linenos">2962</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
-</span><span id="L-2963"><a href="#L-2963"><span class="linenos">2963</span></a><span class="sd">		+ `dir`: where to save the plots</span>
-</span><span id="L-2964"><a href="#L-2964"><span class="linenos">2964</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="L-2965"><a href="#L-2965"><span class="linenos">2965</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
-</span><span id="L-2966"><a href="#L-2966"><span class="linenos">2966</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
-</span><span id="L-2967"><a href="#L-2967"><span class="linenos">2967</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
-</span><span id="L-2968"><a href="#L-2968"><span class="linenos">2968</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
-</span><span id="L-2969"><a href="#L-2969"><span class="linenos">2969</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
-</span><span id="L-2970"><a href="#L-2970"><span class="linenos">2970</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
-</span><span id="L-2971"><a href="#L-2971"><span class="linenos">2971</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
-</span><span id="L-2972"><a href="#L-2972"><span class="linenos">2972</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-2973"><a href="#L-2973"><span class="linenos">2973</span></a>
-</span><span id="L-2974"><a href="#L-2974"><span class="linenos">2974</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
-</span><span id="L-2975"><a href="#L-2975"><span class="linenos">2975</span></a>
-</span><span id="L-2976"><a href="#L-2976"><span class="linenos">2976</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-2977"><a href="#L-2977"><span class="linenos">2977</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="L-2978"><a href="#L-2978"><span class="linenos">2978</span></a>
-</span><span id="L-2979"><a href="#L-2979"><span class="linenos">2979</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-2980"><a href="#L-2980"><span class="linenos">2980</span></a>
-</span><span id="L-2981"><a href="#L-2981"><span class="linenos">2981</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
-</span><span id="L-2982"><a href="#L-2982"><span class="linenos">2982</span></a>
-</span><span id="L-2983"><a href="#L-2983"><span class="linenos">2983</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="L-2984"><a href="#L-2984"><span class="linenos">2984</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="L-2985"><a href="#L-2985"><span class="linenos">2985</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="L-2986"><a href="#L-2986"><span class="linenos">2986</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="L-2987"><a href="#L-2987"><span class="linenos">2987</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="L-2988"><a href="#L-2988"><span class="linenos">2988</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
-</span><span id="L-2989"><a href="#L-2989"><span class="linenos">2989</span></a>
-</span><span id="L-2990"><a href="#L-2990"><span class="linenos">2990</span></a>
-</span><span id="L-2991"><a href="#L-2991"><span class="linenos">2991</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="L-2992"><a href="#L-2992"><span class="linenos">2992</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="L-2993"><a href="#L-2993"><span class="linenos">2993</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="L-2994"><a href="#L-2994"><span class="linenos">2994</span></a>
-</span><span id="L-2995"><a href="#L-2995"><span class="linenos">2995</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
-</span><span id="L-2996"><a href="#L-2996"><span class="linenos">2996</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-2997"><a href="#L-2997"><span class="linenos">2997</span></a>				
-</span><span id="L-2998"><a href="#L-2998"><span class="linenos">2998</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-2999"><a href="#L-2999"><span class="linenos">2999</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="L-3000"><a href="#L-3000"><span class="linenos">3000</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="L-3001"><a href="#L-3001"><span class="linenos">3001</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
-</span><span id="L-3002"><a href="#L-3002"><span class="linenos">3002</span></a>			
-</span><span id="L-3003"><a href="#L-3003"><span class="linenos">3003</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="L-3004"><a href="#L-3004"><span class="linenos">3004</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="L-3005"><a href="#L-3005"><span class="linenos">3005</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="L-3006"><a href="#L-3006"><span class="linenos">3006</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
-</span><span id="L-3007"><a href="#L-3007"><span class="linenos">3007</span></a>
-</span><span id="L-3008"><a href="#L-3008"><span class="linenos">3008</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="L-3009"><a href="#L-3009"><span class="linenos">3009</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="L-3010"><a href="#L-3010"><span class="linenos">3010</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="L-3011"><a href="#L-3011"><span class="linenos">3011</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="L-3012"><a href="#L-3012"><span class="linenos">3012</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="L-3013"><a href="#L-3013"><span class="linenos">3013</span></a>				<span class="p">])</span>			
-</span><span id="L-3014"><a href="#L-3014"><span class="linenos">3014</span></a>
-</span><span id="L-3015"><a href="#L-3015"><span class="linenos">3015</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+</span><span id="L-2859"><a href="#L-2859"><span class="linenos">2859</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="L-2860"><a href="#L-2860"><span class="linenos">2860</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="L-2861"><a href="#L-2861"><span class="linenos">2861</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="L-2862"><a href="#L-2862"><span class="linenos">2862</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
+</span><span id="L-2863"><a href="#L-2863"><span class="linenos">2863</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="L-2864"><a href="#L-2864"><span class="linenos">2864</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="L-2865"><a href="#L-2865"><span class="linenos">2865</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="L-2866"><a href="#L-2866"><span class="linenos">2866</span></a>
+</span><span id="L-2867"><a href="#L-2867"><span class="linenos">2867</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="L-2868"><a href="#L-2868"><span class="linenos">2868</span></a>
+</span><span id="L-2869"><a href="#L-2869"><span class="linenos">2869</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="L-2870"><a href="#L-2870"><span class="linenos">2870</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="L-2871"><a href="#L-2871"><span class="linenos">2871</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2872"><a href="#L-2872"><span class="linenos">2872</span></a>			<span class="k">return</span> <span class="n">fig</span>
+</span><span id="L-2873"><a href="#L-2873"><span class="linenos">2873</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
+</span><span id="L-2874"><a href="#L-2874"><span class="linenos">2874</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
+</span><span id="L-2875"><a href="#L-2875"><span class="linenos">2875</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="L-2876"><a href="#L-2876"><span class="linenos">2876</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="L-2877"><a href="#L-2877"><span class="linenos">2877</span></a>				
+</span><span id="L-2878"><a href="#L-2878"><span class="linenos">2878</span></a>
+</span><span id="L-2879"><a href="#L-2879"><span class="linenos">2879</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-2880"><a href="#L-2880"><span class="linenos">2880</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2881"><a href="#L-2881"><span class="linenos">2881</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
+</span><span id="L-2882"><a href="#L-2882"><span class="linenos">2882</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2883"><a href="#L-2883"><span class="linenos">2883</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
+</span><span id="L-2884"><a href="#L-2884"><span class="linenos">2884</span></a>
+</span><span id="L-2885"><a href="#L-2885"><span class="linenos">2885</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
+</span><span id="L-2886"><a href="#L-2886"><span class="linenos">2886</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="L-2887"><a href="#L-2887"><span class="linenos">2887</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="L-2888"><a href="#L-2888"><span class="linenos">2888</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2889"><a href="#L-2889"><span class="linenos">2889</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-2890"><a href="#L-2890"><span class="linenos">2890</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
+</span><span id="L-2891"><a href="#L-2891"><span class="linenos">2891</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
+</span><span id="L-2892"><a href="#L-2892"><span class="linenos">2892</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2893"><a href="#L-2893"><span class="linenos">2893</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="L-2894"><a href="#L-2894"><span class="linenos">2894</span></a>		<span class="p">):</span>
+</span><span id="L-2895"><a href="#L-2895"><span class="linenos">2895</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2896"><a href="#L-2896"><span class="linenos">2896</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
+</span><span id="L-2897"><a href="#L-2897"><span class="linenos">2897</span></a><span class="sd">		</span>
+</span><span id="L-2898"><a href="#L-2898"><span class="linenos">2898</span></a><span class="sd">		**Parameters**</span>
+</span><span id="L-2899"><a href="#L-2899"><span class="linenos">2899</span></a>
+</span><span id="L-2900"><a href="#L-2900"><span class="linenos">2900</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="L-2901"><a href="#L-2901"><span class="linenos">2901</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
+</span><span id="L-2902"><a href="#L-2902"><span class="linenos">2902</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="L-2903"><a href="#L-2903"><span class="linenos">2903</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="L-2904"><a href="#L-2904"><span class="linenos">2904</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="L-2905"><a href="#L-2905"><span class="linenos">2905</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2906"><a href="#L-2906"><span class="linenos">2906</span></a>
+</span><span id="L-2907"><a href="#L-2907"><span class="linenos">2907</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="L-2908"><a href="#L-2908"><span class="linenos">2908</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="L-2909"><a href="#L-2909"><span class="linenos">2909</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="L-2910"><a href="#L-2910"><span class="linenos">2910</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="L-2911"><a href="#L-2911"><span class="linenos">2911</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="L-2912"><a href="#L-2912"><span class="linenos">2912</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="L-2913"><a href="#L-2913"><span class="linenos">2913</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="L-2914"><a href="#L-2914"><span class="linenos">2914</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
+</span><span id="L-2915"><a href="#L-2915"><span class="linenos">2915</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
+</span><span id="L-2916"><a href="#L-2916"><span class="linenos">2916</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
+</span><span id="L-2917"><a href="#L-2917"><span class="linenos">2917</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="L-2918"><a href="#L-2918"><span class="linenos">2918</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="L-2919"><a href="#L-2919"><span class="linenos">2919</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-2920"><a href="#L-2920"><span class="linenos">2920</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="L-2921"><a href="#L-2921"><span class="linenos">2921</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
+</span><span id="L-2922"><a href="#L-2922"><span class="linenos">2922</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="L-2923"><a href="#L-2923"><span class="linenos">2923</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
+</span><span id="L-2924"><a href="#L-2924"><span class="linenos">2924</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
+</span><span id="L-2925"><a href="#L-2925"><span class="linenos">2925</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+</span><span id="L-2926"><a href="#L-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
+</span><span id="L-2927"><a href="#L-2927"><span class="linenos">2927</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
+</span><span id="L-2928"><a href="#L-2928"><span class="linenos">2928</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
+</span><span id="L-2929"><a href="#L-2929"><span class="linenos">2929</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
+</span><span id="L-2930"><a href="#L-2930"><span class="linenos">2930</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
+</span><span id="L-2931"><a href="#L-2931"><span class="linenos">2931</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
+</span><span id="L-2932"><a href="#L-2932"><span class="linenos">2932</span></a>            <span class="p">)</span>
+</span><span id="L-2933"><a href="#L-2933"><span class="linenos">2933</span></a>			
+</span><span id="L-2934"><a href="#L-2934"><span class="linenos">2934</span></a>
+</span><span id="L-2935"><a href="#L-2935"><span class="linenos">2935</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+</span><span id="L-2936"><a href="#L-2936"><span class="linenos">2936</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="L-2937"><a href="#L-2937"><span class="linenos">2937</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="L-2938"><a href="#L-2938"><span class="linenos">2938</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="L-2939"><a href="#L-2939"><span class="linenos">2939</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="L-2940"><a href="#L-2940"><span class="linenos">2940</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+</span><span id="L-2941"><a href="#L-2941"><span class="linenos">2941</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="L-2942"><a href="#L-2942"><span class="linenos">2942</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="L-2943"><a href="#L-2943"><span class="linenos">2943</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="L-2944"><a href="#L-2944"><span class="linenos">2944</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
+</span><span id="L-2945"><a href="#L-2945"><span class="linenos">2945</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
+</span><span id="L-2946"><a href="#L-2946"><span class="linenos">2946</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="L-2947"><a href="#L-2947"><span class="linenos">2947</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="L-2948"><a href="#L-2948"><span class="linenos">2948</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
+</span><span id="L-2949"><a href="#L-2949"><span class="linenos">2949</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
+</span><span id="L-2950"><a href="#L-2950"><span class="linenos">2950</span></a>
+</span><span id="L-2951"><a href="#L-2951"><span class="linenos">2951</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="L-2952"><a href="#L-2952"><span class="linenos">2952</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="L-2953"><a href="#L-2953"><span class="linenos">2953</span></a>
+</span><span id="L-2954"><a href="#L-2954"><span class="linenos">2954</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2955"><a href="#L-2955"><span class="linenos">2955</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="L-2956"><a href="#L-2956"><span class="linenos">2956</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="L-2957"><a href="#L-2957"><span class="linenos">2957</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-2958"><a href="#L-2958"><span class="linenos">2958</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
+</span><span id="L-2959"><a href="#L-2959"><span class="linenos">2959</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="L-2960"><a href="#L-2960"><span class="linenos">2960</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="L-2961"><a href="#L-2961"><span class="linenos">2961</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
+</span><span id="L-2962"><a href="#L-2962"><span class="linenos">2962</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
+</span><span id="L-2963"><a href="#L-2963"><span class="linenos">2963</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="L-2964"><a href="#L-2964"><span class="linenos">2964</span></a>			<span class="k">return</span> <span class="n">fig</span>
+</span><span id="L-2965"><a href="#L-2965"><span class="linenos">2965</span></a>
+</span><span id="L-2966"><a href="#L-2966"><span class="linenos">2966</span></a>
+</span><span id="L-2967"><a href="#L-2967"><span class="linenos">2967</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
+</span><span id="L-2968"><a href="#L-2968"><span class="linenos">2968</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="L-2969"><a href="#L-2969"><span class="linenos">2969</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-2970"><a href="#L-2970"><span class="linenos">2970</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
+</span><span id="L-2971"><a href="#L-2971"><span class="linenos">2971</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
+</span><span id="L-2972"><a href="#L-2972"><span class="linenos">2972</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
+</span><span id="L-2973"><a href="#L-2973"><span class="linenos">2973</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-2974"><a href="#L-2974"><span class="linenos">2974</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
+</span><span id="L-2975"><a href="#L-2975"><span class="linenos">2975</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
+</span><span id="L-2976"><a href="#L-2976"><span class="linenos">2976</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
+</span><span id="L-2977"><a href="#L-2977"><span class="linenos">2977</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
+</span><span id="L-2978"><a href="#L-2978"><span class="linenos">2978</span></a>		<span class="p">):</span>
+</span><span id="L-2979"><a href="#L-2979"><span class="linenos">2979</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-2980"><a href="#L-2980"><span class="linenos">2980</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
+</span><span id="L-2981"><a href="#L-2981"><span class="linenos">2981</span></a><span class="sd">		</span>
+</span><span id="L-2982"><a href="#L-2982"><span class="linenos">2982</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
+</span><span id="L-2983"><a href="#L-2983"><span class="linenos">2983</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
+</span><span id="L-2984"><a href="#L-2984"><span class="linenos">2984</span></a><span class="sd">		</span>
+</span><span id="L-2985"><a href="#L-2985"><span class="linenos">2985</span></a><span class="sd">		</span>
+</span><span id="L-2986"><a href="#L-2986"><span class="linenos">2986</span></a><span class="sd">		**Parameters**</span>
+</span><span id="L-2987"><a href="#L-2987"><span class="linenos">2987</span></a>
+</span><span id="L-2988"><a href="#L-2988"><span class="linenos">2988</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
+</span><span id="L-2989"><a href="#L-2989"><span class="linenos">2989</span></a><span class="sd">		+ `dir`: where to save the plots</span>
+</span><span id="L-2990"><a href="#L-2990"><span class="linenos">2990</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="L-2991"><a href="#L-2991"><span class="linenos">2991</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
+</span><span id="L-2992"><a href="#L-2992"><span class="linenos">2992</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
+</span><span id="L-2993"><a href="#L-2993"><span class="linenos">2993</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
+</span><span id="L-2994"><a href="#L-2994"><span class="linenos">2994</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
+</span><span id="L-2995"><a href="#L-2995"><span class="linenos">2995</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
+</span><span id="L-2996"><a href="#L-2996"><span class="linenos">2996</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
+</span><span id="L-2997"><a href="#L-2997"><span class="linenos">2997</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
+</span><span id="L-2998"><a href="#L-2998"><span class="linenos">2998</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-2999"><a href="#L-2999"><span class="linenos">2999</span></a>
+</span><span id="L-3000"><a href="#L-3000"><span class="linenos">3000</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
+</span><span id="L-3001"><a href="#L-3001"><span class="linenos">3001</span></a>
+</span><span id="L-3002"><a href="#L-3002"><span class="linenos">3002</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-3003"><a href="#L-3003"><span class="linenos">3003</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="L-3004"><a href="#L-3004"><span class="linenos">3004</span></a>
+</span><span id="L-3005"><a href="#L-3005"><span class="linenos">3005</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-3006"><a href="#L-3006"><span class="linenos">3006</span></a>
+</span><span id="L-3007"><a href="#L-3007"><span class="linenos">3007</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
+</span><span id="L-3008"><a href="#L-3008"><span class="linenos">3008</span></a>
+</span><span id="L-3009"><a href="#L-3009"><span class="linenos">3009</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="L-3010"><a href="#L-3010"><span class="linenos">3010</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="L-3011"><a href="#L-3011"><span class="linenos">3011</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="L-3012"><a href="#L-3012"><span class="linenos">3012</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="L-3013"><a href="#L-3013"><span class="linenos">3013</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="L-3014"><a href="#L-3014"><span class="linenos">3014</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+</span><span id="L-3015"><a href="#L-3015"><span class="linenos">3015</span></a>
 </span><span id="L-3016"><a href="#L-3016"><span class="linenos">3016</span></a>
-</span><span id="L-3017"><a href="#L-3017"><span class="linenos">3017</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
-</span><span id="L-3018"><a href="#L-3018"><span class="linenos">3018</span></a>
-</span><span id="L-3019"><a href="#L-3019"><span class="linenos">3019</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
-</span><span id="L-3020"><a href="#L-3020"><span class="linenos">3020</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
-</span><span id="L-3021"><a href="#L-3021"><span class="linenos">3021</span></a>
-</span><span id="L-3022"><a href="#L-3022"><span class="linenos">3022</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-3023"><a href="#L-3023"><span class="linenos">3023</span></a>
-</span><span id="L-3024"><a href="#L-3024"><span class="linenos">3024</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
-</span><span id="L-3025"><a href="#L-3025"><span class="linenos">3025</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
-</span><span id="L-3026"><a href="#L-3026"><span class="linenos">3026</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
-</span><span id="L-3027"><a href="#L-3027"><span class="linenos">3027</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
-</span><span id="L-3028"><a href="#L-3028"><span class="linenos">3028</span></a>
-</span><span id="L-3029"><a href="#L-3029"><span class="linenos">3029</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-3030"><a href="#L-3030"><span class="linenos">3030</span></a>
-</span><span id="L-3031"><a href="#L-3031"><span class="linenos">3031</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-3032"><a href="#L-3032"><span class="linenos">3032</span></a>
-</span><span id="L-3033"><a href="#L-3033"><span class="linenos">3033</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-3034"><a href="#L-3034"><span class="linenos">3034</span></a>
-</span><span id="L-3035"><a href="#L-3035"><span class="linenos">3035</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
-</span><span id="L-3036"><a href="#L-3036"><span class="linenos">3036</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
-</span><span id="L-3037"><a href="#L-3037"><span class="linenos">3037</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
-</span><span id="L-3038"><a href="#L-3038"><span class="linenos">3038</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="L-3039"><a href="#L-3039"><span class="linenos">3039</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="L-3040"><a href="#L-3040"><span class="linenos">3040</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
-</span><span id="L-3041"><a href="#L-3041"><span class="linenos">3041</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
-</span><span id="L-3042"><a href="#L-3042"><span class="linenos">3042</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="L-3043"><a href="#L-3043"><span class="linenos">3043</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="L-3044"><a href="#L-3044"><span class="linenos">3044</span></a>					<span class="p">))</span>
-</span><span id="L-3045"><a href="#L-3045"><span class="linenos">3045</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="L-3046"><a href="#L-3046"><span class="linenos">3046</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
-</span><span id="L-3047"><a href="#L-3047"><span class="linenos">3047</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
-</span><span id="L-3048"><a href="#L-3048"><span class="linenos">3048</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
-</span><span id="L-3049"><a href="#L-3049"><span class="linenos">3049</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="L-3050"><a href="#L-3050"><span class="linenos">3050</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
-</span><span id="L-3051"><a href="#L-3051"><span class="linenos">3051</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="L-3052"><a href="#L-3052"><span class="linenos">3052</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
-</span><span id="L-3053"><a href="#L-3053"><span class="linenos">3053</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
-</span><span id="L-3054"><a href="#L-3054"><span class="linenos">3054</span></a>					<span class="p">)</span>
-</span><span id="L-3055"><a href="#L-3055"><span class="linenos">3055</span></a>
-</span><span id="L-3056"><a href="#L-3056"><span class="linenos">3056</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="L-3057"><a href="#L-3057"><span class="linenos">3057</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="L-3058"><a href="#L-3058"><span class="linenos">3058</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
-</span><span id="L-3059"><a href="#L-3059"><span class="linenos">3059</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="L-3017"><a href="#L-3017"><span class="linenos">3017</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="L-3018"><a href="#L-3018"><span class="linenos">3018</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="L-3019"><a href="#L-3019"><span class="linenos">3019</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</span><span id="L-3020"><a href="#L-3020"><span class="linenos">3020</span></a>
+</span><span id="L-3021"><a href="#L-3021"><span class="linenos">3021</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
+</span><span id="L-3022"><a href="#L-3022"><span class="linenos">3022</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="L-3023"><a href="#L-3023"><span class="linenos">3023</span></a>				
+</span><span id="L-3024"><a href="#L-3024"><span class="linenos">3024</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="L-3025"><a href="#L-3025"><span class="linenos">3025</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="L-3026"><a href="#L-3026"><span class="linenos">3026</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="L-3027"><a href="#L-3027"><span class="linenos">3027</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
+</span><span id="L-3028"><a href="#L-3028"><span class="linenos">3028</span></a>			
+</span><span id="L-3029"><a href="#L-3029"><span class="linenos">3029</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="L-3030"><a href="#L-3030"><span class="linenos">3030</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="L-3031"><a href="#L-3031"><span class="linenos">3031</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="L-3032"><a href="#L-3032"><span class="linenos">3032</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
+</span><span id="L-3033"><a href="#L-3033"><span class="linenos">3033</span></a>
+</span><span id="L-3034"><a href="#L-3034"><span class="linenos">3034</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="L-3035"><a href="#L-3035"><span class="linenos">3035</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="L-3036"><a href="#L-3036"><span class="linenos">3036</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="L-3037"><a href="#L-3037"><span class="linenos">3037</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="L-3038"><a href="#L-3038"><span class="linenos">3038</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="L-3039"><a href="#L-3039"><span class="linenos">3039</span></a>				<span class="p">])</span>			
+</span><span id="L-3040"><a href="#L-3040"><span class="linenos">3040</span></a>
+</span><span id="L-3041"><a href="#L-3041"><span class="linenos">3041</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+</span><span id="L-3042"><a href="#L-3042"><span class="linenos">3042</span></a>
+</span><span id="L-3043"><a href="#L-3043"><span class="linenos">3043</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
+</span><span id="L-3044"><a href="#L-3044"><span class="linenos">3044</span></a>
+</span><span id="L-3045"><a href="#L-3045"><span class="linenos">3045</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
+</span><span id="L-3046"><a href="#L-3046"><span class="linenos">3046</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
+</span><span id="L-3047"><a href="#L-3047"><span class="linenos">3047</span></a>
+</span><span id="L-3048"><a href="#L-3048"><span class="linenos">3048</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-3049"><a href="#L-3049"><span class="linenos">3049</span></a>
+</span><span id="L-3050"><a href="#L-3050"><span class="linenos">3050</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
+</span><span id="L-3051"><a href="#L-3051"><span class="linenos">3051</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
+</span><span id="L-3052"><a href="#L-3052"><span class="linenos">3052</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
+</span><span id="L-3053"><a href="#L-3053"><span class="linenos">3053</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
+</span><span id="L-3054"><a href="#L-3054"><span class="linenos">3054</span></a>
+</span><span id="L-3055"><a href="#L-3055"><span class="linenos">3055</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="L-3056"><a href="#L-3056"><span class="linenos">3056</span></a>
+</span><span id="L-3057"><a href="#L-3057"><span class="linenos">3057</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-3058"><a href="#L-3058"><span class="linenos">3058</span></a>
+</span><span id="L-3059"><a href="#L-3059"><span class="linenos">3059</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
 </span><span id="L-3060"><a href="#L-3060"><span class="linenos">3060</span></a>
-</span><span id="L-3061"><a href="#L-3061"><span class="linenos">3061</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="L-3062"><a href="#L-3062"><span class="linenos">3062</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="L-3063"><a href="#L-3063"><span class="linenos">3063</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="L-3064"><a href="#L-3064"><span class="linenos">3064</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="L-3065"><a href="#L-3065"><span class="linenos">3065</span></a>
-</span><span id="L-3066"><a href="#L-3066"><span class="linenos">3066</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
-</span><span id="L-3067"><a href="#L-3067"><span class="linenos">3067</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
-</span><span id="L-3068"><a href="#L-3068"><span class="linenos">3068</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-3069"><a href="#L-3069"><span class="linenos">3069</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="L-3070"><a href="#L-3070"><span class="linenos">3070</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="L-3071"><a href="#L-3071"><span class="linenos">3071</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="L-3072"><a href="#L-3072"><span class="linenos">3072</span></a>
-</span><span id="L-3073"><a href="#L-3073"><span class="linenos">3073</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="L-3074"><a href="#L-3074"><span class="linenos">3074</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="L-3075"><a href="#L-3075"><span class="linenos">3075</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="L-3076"><a href="#L-3076"><span class="linenos">3076</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="L-3077"><a href="#L-3077"><span class="linenos">3077</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="L-3078"><a href="#L-3078"><span class="linenos">3078</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="L-3079"><a href="#L-3079"><span class="linenos">3079</span></a>			<span class="p">])</span>			
-</span><span id="L-3080"><a href="#L-3080"><span class="linenos">3080</span></a>
+</span><span id="L-3061"><a href="#L-3061"><span class="linenos">3061</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
+</span><span id="L-3062"><a href="#L-3062"><span class="linenos">3062</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
+</span><span id="L-3063"><a href="#L-3063"><span class="linenos">3063</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
+</span><span id="L-3064"><a href="#L-3064"><span class="linenos">3064</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="L-3065"><a href="#L-3065"><span class="linenos">3065</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="L-3066"><a href="#L-3066"><span class="linenos">3066</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
+</span><span id="L-3067"><a href="#L-3067"><span class="linenos">3067</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
+</span><span id="L-3068"><a href="#L-3068"><span class="linenos">3068</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="L-3069"><a href="#L-3069"><span class="linenos">3069</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="L-3070"><a href="#L-3070"><span class="linenos">3070</span></a>					<span class="p">))</span>
+</span><span id="L-3071"><a href="#L-3071"><span class="linenos">3071</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="L-3072"><a href="#L-3072"><span class="linenos">3072</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+</span><span id="L-3073"><a href="#L-3073"><span class="linenos">3073</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
+</span><span id="L-3074"><a href="#L-3074"><span class="linenos">3074</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
+</span><span id="L-3075"><a href="#L-3075"><span class="linenos">3075</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="L-3076"><a href="#L-3076"><span class="linenos">3076</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
+</span><span id="L-3077"><a href="#L-3077"><span class="linenos">3077</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="L-3078"><a href="#L-3078"><span class="linenos">3078</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
+</span><span id="L-3079"><a href="#L-3079"><span class="linenos">3079</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
+</span><span id="L-3080"><a href="#L-3080"><span class="linenos">3080</span></a>					<span class="p">)</span>
 </span><span id="L-3081"><a href="#L-3081"><span class="linenos">3081</span></a>
-</span><span id="L-3082"><a href="#L-3082"><span class="linenos">3082</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="L-3083"><a href="#L-3083"><span class="linenos">3083</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="L-3084"><a href="#L-3084"><span class="linenos">3084</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
-</span><span id="L-3085"><a href="#L-3085"><span class="linenos">3085</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
-</span><span id="L-3086"><a href="#L-3086"><span class="linenos">3086</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-</span><span id="L-3087"><a href="#L-3087"><span class="linenos">3087</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="L-3088"><a href="#L-3088"><span class="linenos">3088</span></a>		
-</span><span id="L-3089"><a href="#L-3089"><span class="linenos">3089</span></a>
-</span><span id="L-3090"><a href="#L-3090"><span class="linenos">3090</span></a>	<span class="k">def</span> <span class="nf">_save_D4x_correl</span><span class="p">(</span>
-</span><span id="L-3091"><a href="#L-3091"><span class="linenos">3091</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="L-3092"><a href="#L-3092"><span class="linenos">3092</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-3093"><a href="#L-3093"><span class="linenos">3093</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="L-3094"><a href="#L-3094"><span class="linenos">3094</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="L-3095"><a href="#L-3095"><span class="linenos">3095</span></a>		<span class="n">D4x_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
-</span><span id="L-3096"><a href="#L-3096"><span class="linenos">3096</span></a>		<span class="n">correl_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
-</span><span id="L-3097"><a href="#L-3097"><span class="linenos">3097</span></a>		<span class="p">):</span>
-</span><span id="L-3098"><a href="#L-3098"><span class="linenos">3098</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3099"><a href="#L-3099"><span class="linenos">3099</span></a><span class="sd">		Save D4x values along with their SE and correlation matrix.</span>
-</span><span id="L-3100"><a href="#L-3100"><span class="linenos">3100</span></a>
-</span><span id="L-3101"><a href="#L-3101"><span class="linenos">3101</span></a><span class="sd">		**Parameters**</span>
-</span><span id="L-3102"><a href="#L-3102"><span class="linenos">3102</span></a>
-</span><span id="L-3103"><a href="#L-3103"><span class="linenos">3103</span></a><span class="sd">		+ `samples`: Only these samples are output (by default: all samples).</span>
-</span><span id="L-3104"><a href="#L-3104"><span class="linenos">3104</span></a><span class="sd">		+ `dir`: the directory in which to save the faile (by defaut: `output`)</span>
-</span><span id="L-3105"><a href="#L-3105"><span class="linenos">3105</span></a><span class="sd">		+ `filename`: the name to the csv file to write to (by default: `D4x_correl.csv`)</span>
-</span><span id="L-3106"><a href="#L-3106"><span class="linenos">3106</span></a><span class="sd">		+ `D4x_precision`: the precision to use when writing `D4x` and `D4x_SE` values (by default: 4)</span>
-</span><span id="L-3107"><a href="#L-3107"><span class="linenos">3107</span></a><span class="sd">		+ `correl_precision`: the precision to use when writing correlation factor values (by default: 4)</span>
-</span><span id="L-3108"><a href="#L-3108"><span class="linenos">3108</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-3109"><a href="#L-3109"><span class="linenos">3109</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-3110"><a href="#L-3110"><span class="linenos">3110</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="L-3111"><a href="#L-3111"><span class="linenos">3111</span></a>		
-</span><span id="L-3112"><a href="#L-3112"><span class="linenos">3112</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="p">[[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">+</span> <span class="p">[[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
-</span><span id="L-3113"><a href="#L-3113"><span class="linenos">3113</span></a>		<span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_SE&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl&#39;</span><span class="p">]</span>
-</span><span id="L-3114"><a href="#L-3114"><span class="linenos">3114</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">samples</span><span class="p">):</span>
-</span><span id="L-3115"><a href="#L-3115"><span class="linenos">3115</span></a>			<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-3116"><a href="#L-3116"><span class="linenos">3116</span></a>			<span class="k">for</span> <span class="n">s2</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
-</span><span id="L-3117"><a href="#L-3117"><span class="linenos">3117</span></a>				<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_correl</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="n">s2</span><span class="p">)</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="L-3118"><a href="#L-3118"><span class="linenos">3118</span></a>		
-</span><span id="L-3119"><a href="#L-3119"><span class="linenos">3119</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="L-3120"><a href="#L-3120"><span class="linenos">3120</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="L-3121"><a href="#L-3121"><span class="linenos">3121</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-3122"><a href="#L-3122"><span class="linenos">3122</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl.csv&#39;</span>
-</span><span id="L-3123"><a href="#L-3123"><span class="linenos">3123</span></a>		<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fid</span><span class="p">:</span>
-</span><span id="L-3124"><a href="#L-3124"><span class="linenos">3124</span></a>			<span class="n">fid</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">make_csv</span><span class="p">(</span><span class="n">out</span><span class="p">))</span>
-</span><span id="L-3125"><a href="#L-3125"><span class="linenos">3125</span></a>		
-</span><span id="L-3126"><a href="#L-3126"><span class="linenos">3126</span></a>		
-</span><span id="L-3127"><a href="#L-3127"><span class="linenos">3127</span></a>		
+</span><span id="L-3082"><a href="#L-3082"><span class="linenos">3082</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="L-3083"><a href="#L-3083"><span class="linenos">3083</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="L-3084"><a href="#L-3084"><span class="linenos">3084</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
+</span><span id="L-3085"><a href="#L-3085"><span class="linenos">3085</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="L-3086"><a href="#L-3086"><span class="linenos">3086</span></a>
+</span><span id="L-3087"><a href="#L-3087"><span class="linenos">3087</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="L-3088"><a href="#L-3088"><span class="linenos">3088</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="L-3089"><a href="#L-3089"><span class="linenos">3089</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="L-3090"><a href="#L-3090"><span class="linenos">3090</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="L-3091"><a href="#L-3091"><span class="linenos">3091</span></a>
+</span><span id="L-3092"><a href="#L-3092"><span class="linenos">3092</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
+</span><span id="L-3093"><a href="#L-3093"><span class="linenos">3093</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+</span><span id="L-3094"><a href="#L-3094"><span class="linenos">3094</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="L-3095"><a href="#L-3095"><span class="linenos">3095</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="L-3096"><a href="#L-3096"><span class="linenos">3096</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="L-3097"><a href="#L-3097"><span class="linenos">3097</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="L-3098"><a href="#L-3098"><span class="linenos">3098</span></a>
+</span><span id="L-3099"><a href="#L-3099"><span class="linenos">3099</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="L-3100"><a href="#L-3100"><span class="linenos">3100</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="L-3101"><a href="#L-3101"><span class="linenos">3101</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="L-3102"><a href="#L-3102"><span class="linenos">3102</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="L-3103"><a href="#L-3103"><span class="linenos">3103</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="L-3104"><a href="#L-3104"><span class="linenos">3104</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="L-3105"><a href="#L-3105"><span class="linenos">3105</span></a>			<span class="p">])</span>			
+</span><span id="L-3106"><a href="#L-3106"><span class="linenos">3106</span></a>
+</span><span id="L-3107"><a href="#L-3107"><span class="linenos">3107</span></a>
+</span><span id="L-3108"><a href="#L-3108"><span class="linenos">3108</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="L-3109"><a href="#L-3109"><span class="linenos">3109</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="L-3110"><a href="#L-3110"><span class="linenos">3110</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
+</span><span id="L-3111"><a href="#L-3111"><span class="linenos">3111</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
+</span><span id="L-3112"><a href="#L-3112"><span class="linenos">3112</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</span><span id="L-3113"><a href="#L-3113"><span class="linenos">3113</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="L-3114"><a href="#L-3114"><span class="linenos">3114</span></a>		
+</span><span id="L-3115"><a href="#L-3115"><span class="linenos">3115</span></a>
+</span><span id="L-3116"><a href="#L-3116"><span class="linenos">3116</span></a>	<span class="k">def</span> <span class="nf">_save_D4x_correl</span><span class="p">(</span>
+</span><span id="L-3117"><a href="#L-3117"><span class="linenos">3117</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="L-3118"><a href="#L-3118"><span class="linenos">3118</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-3119"><a href="#L-3119"><span class="linenos">3119</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="L-3120"><a href="#L-3120"><span class="linenos">3120</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="L-3121"><a href="#L-3121"><span class="linenos">3121</span></a>		<span class="n">D4x_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
+</span><span id="L-3122"><a href="#L-3122"><span class="linenos">3122</span></a>		<span class="n">correl_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
+</span><span id="L-3123"><a href="#L-3123"><span class="linenos">3123</span></a>		<span class="p">):</span>
+</span><span id="L-3124"><a href="#L-3124"><span class="linenos">3124</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3125"><a href="#L-3125"><span class="linenos">3125</span></a><span class="sd">		Save D4x values along with their SE and correlation matrix.</span>
+</span><span id="L-3126"><a href="#L-3126"><span class="linenos">3126</span></a>
+</span><span id="L-3127"><a href="#L-3127"><span class="linenos">3127</span></a><span class="sd">		**Parameters**</span>
 </span><span id="L-3128"><a href="#L-3128"><span class="linenos">3128</span></a>
-</span><span id="L-3129"><a href="#L-3129"><span class="linenos">3129</span></a><span class="k">class</span> <span class="nc">D47data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="L-3130"><a href="#L-3130"><span class="linenos">3130</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3131"><a href="#L-3131"><span class="linenos">3131</span></a><span class="sd">	Store and process data for a large set of Δ47 analyses,</span>
-</span><span id="L-3132"><a href="#L-3132"><span class="linenos">3132</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="L-3133"><a href="#L-3133"><span class="linenos">3133</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3134"><a href="#L-3134"><span class="linenos">3134</span></a>
-</span><span id="L-3135"><a href="#L-3135"><span class="linenos">3135</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3136"><a href="#L-3136"><span class="linenos">3136</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>   <span class="mf">0.2052</span><span class="p">,</span>
-</span><span id="L-3137"><a href="#L-3137"><span class="linenos">3137</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>   <span class="mf">0.2085</span><span class="p">,</span>
-</span><span id="L-3138"><a href="#L-3138"><span class="linenos">3138</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>   <span class="mf">0.6132</span><span class="p">,</span>
-</span><span id="L-3139"><a href="#L-3139"><span class="linenos">3139</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>   <span class="mf">0.4511</span><span class="p">,</span>
-</span><span id="L-3140"><a href="#L-3140"><span class="linenos">3140</span></a>		<span class="s1">&#39;IAEA-C1&#39;</span><span class="p">:</span> <span class="mf">0.3018</span><span class="p">,</span>
-</span><span id="L-3141"><a href="#L-3141"><span class="linenos">3141</span></a>		<span class="s1">&#39;IAEA-C2&#39;</span><span class="p">:</span> <span class="mf">0.6409</span><span class="p">,</span>
-</span><span id="L-3142"><a href="#L-3142"><span class="linenos">3142</span></a>		<span class="s1">&#39;MERCK&#39;</span><span class="p">:</span>   <span class="mf">0.5135</span><span class="p">,</span>
-</span><span id="L-3143"><a href="#L-3143"><span class="linenos">3143</span></a>		<span class="p">}</span> <span class="c1"># I-CDES (Bernasconi et al., 2021)</span>
-</span><span id="L-3144"><a href="#L-3144"><span class="linenos">3144</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3145"><a href="#L-3145"><span class="linenos">3145</span></a><span class="sd">	Nominal Δ47 values assigned to the Δ47 anchor samples, used by</span>
-</span><span id="L-3146"><a href="#L-3146"><span class="linenos">3146</span></a><span class="sd">	`D47data.standardize()` to normalize unknown samples to an absolute Δ47</span>
-</span><span id="L-3147"><a href="#L-3147"><span class="linenos">3147</span></a><span class="sd">	reference frame.</span>
-</span><span id="L-3148"><a href="#L-3148"><span class="linenos">3148</span></a>
-</span><span id="L-3149"><a href="#L-3149"><span class="linenos">3149</span></a><span class="sd">	By default equal to (after [Bernasconi et al. (2021)](https://doi.org/10.1029/2020GC009588)):</span>
-</span><span id="L-3150"><a href="#L-3150"><span class="linenos">3150</span></a><span class="sd">	```py</span>
-</span><span id="L-3151"><a href="#L-3151"><span class="linenos">3151</span></a><span class="sd">	{</span>
-</span><span id="L-3152"><a href="#L-3152"><span class="linenos">3152</span></a><span class="sd">		&#39;ETH-1&#39;   : 0.2052,</span>
-</span><span id="L-3153"><a href="#L-3153"><span class="linenos">3153</span></a><span class="sd">		&#39;ETH-2&#39;   : 0.2085,</span>
-</span><span id="L-3154"><a href="#L-3154"><span class="linenos">3154</span></a><span class="sd">		&#39;ETH-3&#39;   : 0.6132,</span>
-</span><span id="L-3155"><a href="#L-3155"><span class="linenos">3155</span></a><span class="sd">		&#39;ETH-4&#39;   : 0.4511,</span>
-</span><span id="L-3156"><a href="#L-3156"><span class="linenos">3156</span></a><span class="sd">		&#39;IAEA-C1&#39; : 0.3018,</span>
-</span><span id="L-3157"><a href="#L-3157"><span class="linenos">3157</span></a><span class="sd">		&#39;IAEA-C2&#39; : 0.6409,</span>
-</span><span id="L-3158"><a href="#L-3158"><span class="linenos">3158</span></a><span class="sd">		&#39;MERCK&#39;   : 0.5135,</span>
-</span><span id="L-3159"><a href="#L-3159"><span class="linenos">3159</span></a><span class="sd">	}</span>
-</span><span id="L-3160"><a href="#L-3160"><span class="linenos">3160</span></a><span class="sd">	```</span>
-</span><span id="L-3161"><a href="#L-3161"><span class="linenos">3161</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3162"><a href="#L-3162"><span class="linenos">3162</span></a>
-</span><span id="L-3163"><a href="#L-3163"><span class="linenos">3163</span></a>
-</span><span id="L-3164"><a href="#L-3164"><span class="linenos">3164</span></a>	<span class="nd">@property</span>
-</span><span id="L-3165"><a href="#L-3165"><span class="linenos">3165</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-3166"><a href="#L-3166"><span class="linenos">3166</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="L-3167"><a href="#L-3167"><span class="linenos">3167</span></a>	
-</span><span id="L-3168"><a href="#L-3168"><span class="linenos">3168</span></a>
-</span><span id="L-3169"><a href="#L-3169"><span class="linenos">3169</span></a>	<span class="nd">@Nominal_D47</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="L-3170"><a href="#L-3170"><span class="linenos">3170</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="L-3171"><a href="#L-3171"><span class="linenos">3171</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="L-3172"><a href="#L-3172"><span class="linenos">3172</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="L-3173"><a href="#L-3173"><span class="linenos">3173</span></a>
+</span><span id="L-3129"><a href="#L-3129"><span class="linenos">3129</span></a><span class="sd">		+ `samples`: Only these samples are output (by default: all samples).</span>
+</span><span id="L-3130"><a href="#L-3130"><span class="linenos">3130</span></a><span class="sd">		+ `dir`: the directory in which to save the faile (by defaut: `output`)</span>
+</span><span id="L-3131"><a href="#L-3131"><span class="linenos">3131</span></a><span class="sd">		+ `filename`: the name to the csv file to write to (by default: `D4x_correl.csv`)</span>
+</span><span id="L-3132"><a href="#L-3132"><span class="linenos">3132</span></a><span class="sd">		+ `D4x_precision`: the precision to use when writing `D4x` and `D4x_SE` values (by default: 4)</span>
+</span><span id="L-3133"><a href="#L-3133"><span class="linenos">3133</span></a><span class="sd">		+ `correl_precision`: the precision to use when writing correlation factor values (by default: 4)</span>
+</span><span id="L-3134"><a href="#L-3134"><span class="linenos">3134</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-3135"><a href="#L-3135"><span class="linenos">3135</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-3136"><a href="#L-3136"><span class="linenos">3136</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="L-3137"><a href="#L-3137"><span class="linenos">3137</span></a>		
+</span><span id="L-3138"><a href="#L-3138"><span class="linenos">3138</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="p">[[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">+</span> <span class="p">[[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
+</span><span id="L-3139"><a href="#L-3139"><span class="linenos">3139</span></a>		<span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_SE&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl&#39;</span><span class="p">]</span>
+</span><span id="L-3140"><a href="#L-3140"><span class="linenos">3140</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">samples</span><span class="p">):</span>
+</span><span id="L-3141"><a href="#L-3141"><span class="linenos">3141</span></a>			<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-3142"><a href="#L-3142"><span class="linenos">3142</span></a>			<span class="k">for</span> <span class="n">s2</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
+</span><span id="L-3143"><a href="#L-3143"><span class="linenos">3143</span></a>				<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_correl</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="n">s2</span><span class="p">)</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="L-3144"><a href="#L-3144"><span class="linenos">3144</span></a>		
+</span><span id="L-3145"><a href="#L-3145"><span class="linenos">3145</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="L-3146"><a href="#L-3146"><span class="linenos">3146</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="L-3147"><a href="#L-3147"><span class="linenos">3147</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-3148"><a href="#L-3148"><span class="linenos">3148</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl.csv&#39;</span>
+</span><span id="L-3149"><a href="#L-3149"><span class="linenos">3149</span></a>		<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fid</span><span class="p">:</span>
+</span><span id="L-3150"><a href="#L-3150"><span class="linenos">3150</span></a>			<span class="n">fid</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">make_csv</span><span class="p">(</span><span class="n">out</span><span class="p">))</span>
+</span><span id="L-3151"><a href="#L-3151"><span class="linenos">3151</span></a>		
+</span><span id="L-3152"><a href="#L-3152"><span class="linenos">3152</span></a>		
+</span><span id="L-3153"><a href="#L-3153"><span class="linenos">3153</span></a>		
+</span><span id="L-3154"><a href="#L-3154"><span class="linenos">3154</span></a>
+</span><span id="L-3155"><a href="#L-3155"><span class="linenos">3155</span></a><span class="k">class</span> <span class="nc">D47data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="L-3156"><a href="#L-3156"><span class="linenos">3156</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3157"><a href="#L-3157"><span class="linenos">3157</span></a><span class="sd">	Store and process data for a large set of Δ47 analyses,</span>
+</span><span id="L-3158"><a href="#L-3158"><span class="linenos">3158</span></a><span class="sd">	usually comprising more than one analytical session.</span>
+</span><span id="L-3159"><a href="#L-3159"><span class="linenos">3159</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="L-3160"><a href="#L-3160"><span class="linenos">3160</span></a>
+</span><span id="L-3161"><a href="#L-3161"><span class="linenos">3161</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3162"><a href="#L-3162"><span class="linenos">3162</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>   <span class="mf">0.2052</span><span class="p">,</span>
+</span><span id="L-3163"><a href="#L-3163"><span class="linenos">3163</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>   <span class="mf">0.2085</span><span class="p">,</span>
+</span><span id="L-3164"><a href="#L-3164"><span class="linenos">3164</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>   <span class="mf">0.6132</span><span class="p">,</span>
+</span><span id="L-3165"><a href="#L-3165"><span class="linenos">3165</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>   <span class="mf">0.4511</span><span class="p">,</span>
+</span><span id="L-3166"><a href="#L-3166"><span class="linenos">3166</span></a>		<span class="s1">&#39;IAEA-C1&#39;</span><span class="p">:</span> <span class="mf">0.3018</span><span class="p">,</span>
+</span><span id="L-3167"><a href="#L-3167"><span class="linenos">3167</span></a>		<span class="s1">&#39;IAEA-C2&#39;</span><span class="p">:</span> <span class="mf">0.6409</span><span class="p">,</span>
+</span><span id="L-3168"><a href="#L-3168"><span class="linenos">3168</span></a>		<span class="s1">&#39;MERCK&#39;</span><span class="p">:</span>   <span class="mf">0.5135</span><span class="p">,</span>
+</span><span id="L-3169"><a href="#L-3169"><span class="linenos">3169</span></a>		<span class="p">}</span> <span class="c1"># I-CDES (Bernasconi et al., 2021)</span>
+</span><span id="L-3170"><a href="#L-3170"><span class="linenos">3170</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3171"><a href="#L-3171"><span class="linenos">3171</span></a><span class="sd">	Nominal Δ47 values assigned to the Δ47 anchor samples, used by</span>
+</span><span id="L-3172"><a href="#L-3172"><span class="linenos">3172</span></a><span class="sd">	`D47data.standardize()` to normalize unknown samples to an absolute Δ47</span>
+</span><span id="L-3173"><a href="#L-3173"><span class="linenos">3173</span></a><span class="sd">	reference frame.</span>
 </span><span id="L-3174"><a href="#L-3174"><span class="linenos">3174</span></a>
-</span><span id="L-3175"><a href="#L-3175"><span class="linenos">3175</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3176"><a href="#L-3176"><span class="linenos">3176</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3177"><a href="#L-3177"><span class="linenos">3177</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="L-3178"><a href="#L-3178"><span class="linenos">3178</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-3179"><a href="#L-3179"><span class="linenos">3179</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3180"><a href="#L-3180"><span class="linenos">3180</span></a>
-</span><span id="L-3181"><a href="#L-3181"><span class="linenos">3181</span></a>
-</span><span id="L-3182"><a href="#L-3182"><span class="linenos">3182</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
-</span><span id="L-3183"><a href="#L-3183"><span class="linenos">3183</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3184"><a href="#L-3184"><span class="linenos">3184</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
-</span><span id="L-3185"><a href="#L-3185"><span class="linenos">3185</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
-</span><span id="L-3186"><a href="#L-3186"><span class="linenos">3186</span></a>
-</span><span id="L-3187"><a href="#L-3187"><span class="linenos">3187</span></a><span class="sd">		**Parameters**</span>
+</span><span id="L-3175"><a href="#L-3175"><span class="linenos">3175</span></a><span class="sd">	By default equal to (after [Bernasconi et al. (2021)](https://doi.org/10.1029/2020GC009588)):</span>
+</span><span id="L-3176"><a href="#L-3176"><span class="linenos">3176</span></a><span class="sd">	```py</span>
+</span><span id="L-3177"><a href="#L-3177"><span class="linenos">3177</span></a><span class="sd">	{</span>
+</span><span id="L-3178"><a href="#L-3178"><span class="linenos">3178</span></a><span class="sd">		&#39;ETH-1&#39;   : 0.2052,</span>
+</span><span id="L-3179"><a href="#L-3179"><span class="linenos">3179</span></a><span class="sd">		&#39;ETH-2&#39;   : 0.2085,</span>
+</span><span id="L-3180"><a href="#L-3180"><span class="linenos">3180</span></a><span class="sd">		&#39;ETH-3&#39;   : 0.6132,</span>
+</span><span id="L-3181"><a href="#L-3181"><span class="linenos">3181</span></a><span class="sd">		&#39;ETH-4&#39;   : 0.4511,</span>
+</span><span id="L-3182"><a href="#L-3182"><span class="linenos">3182</span></a><span class="sd">		&#39;IAEA-C1&#39; : 0.3018,</span>
+</span><span id="L-3183"><a href="#L-3183"><span class="linenos">3183</span></a><span class="sd">		&#39;IAEA-C2&#39; : 0.6409,</span>
+</span><span id="L-3184"><a href="#L-3184"><span class="linenos">3184</span></a><span class="sd">		&#39;MERCK&#39;   : 0.5135,</span>
+</span><span id="L-3185"><a href="#L-3185"><span class="linenos">3185</span></a><span class="sd">	}</span>
+</span><span id="L-3186"><a href="#L-3186"><span class="linenos">3186</span></a><span class="sd">	```</span>
+</span><span id="L-3187"><a href="#L-3187"><span class="linenos">3187</span></a><span class="sd">	&#39;&#39;&#39;</span>
 </span><span id="L-3188"><a href="#L-3188"><span class="linenos">3188</span></a>
-</span><span id="L-3189"><a href="#L-3189"><span class="linenos">3189</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
-</span><span id="L-3190"><a href="#L-3190"><span class="linenos">3190</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
-</span><span id="L-3191"><a href="#L-3191"><span class="linenos">3191</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
-</span><span id="L-3192"><a href="#L-3192"><span class="linenos">3192</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
-</span><span id="L-3193"><a href="#L-3193"><span class="linenos">3193</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
-</span><span id="L-3194"><a href="#L-3194"><span class="linenos">3194</span></a><span class="sd">		between old and new Δ47 values;</span>
-</span><span id="L-3195"><a href="#L-3195"><span class="linenos">3195</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
-</span><span id="L-3196"><a href="#L-3196"><span class="linenos">3196</span></a><span class="sd">		values in case of conflict.</span>
-</span><span id="L-3197"><a href="#L-3197"><span class="linenos">3197</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-3198"><a href="#L-3198"><span class="linenos">3198</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3199"><a href="#L-3199"><span class="linenos">3199</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
-</span><span id="L-3200"><a href="#L-3200"><span class="linenos">3200</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
-</span><span id="L-3201"><a href="#L-3201"><span class="linenos">3201</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
-</span><span id="L-3202"><a href="#L-3202"><span class="linenos">3202</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-3203"><a href="#L-3203"><span class="linenos">3203</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="L-3204"><a href="#L-3204"><span class="linenos">3204</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
-</span><span id="L-3205"><a href="#L-3205"><span class="linenos">3205</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="L-3206"><a href="#L-3206"><span class="linenos">3206</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="L-3207"><a href="#L-3207"><span class="linenos">3207</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="L-3208"><a href="#L-3208"><span class="linenos">3208</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
-</span><span id="L-3209"><a href="#L-3209"><span class="linenos">3209</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="L-3210"><a href="#L-3210"><span class="linenos">3210</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="L-3211"><a href="#L-3211"><span class="linenos">3211</span></a>
-</span><span id="L-3212"><a href="#L-3212"><span class="linenos">3212</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
-</span><span id="L-3213"><a href="#L-3213"><span class="linenos">3213</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-3214"><a href="#L-3214"><span class="linenos">3214</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="L-3215"><a href="#L-3215"><span class="linenos">3215</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
-</span><span id="L-3216"><a href="#L-3216"><span class="linenos">3216</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
-</span><span id="L-3217"><a href="#L-3217"><span class="linenos">3217</span></a>	
-</span><span id="L-3218"><a href="#L-3218"><span class="linenos">3218</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3219"><a href="#L-3219"><span class="linenos">3219</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3220"><a href="#L-3220"><span class="linenos">3220</span></a>
-</span><span id="L-3221"><a href="#L-3221"><span class="linenos">3221</span></a>	<span class="n">save_D47_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D47&#39;</span><span class="p">)</span>
-</span><span id="L-3222"><a href="#L-3222"><span class="linenos">3222</span></a>
-</span><span id="L-3223"><a href="#L-3223"><span class="linenos">3223</span></a>
-</span><span id="L-3224"><a href="#L-3224"><span class="linenos">3224</span></a><span class="k">class</span> <span class="nc">D48data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="L-3225"><a href="#L-3225"><span class="linenos">3225</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3226"><a href="#L-3226"><span class="linenos">3226</span></a><span class="sd">	Store and process data for a large set of Δ48 analyses,</span>
-</span><span id="L-3227"><a href="#L-3227"><span class="linenos">3227</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="L-3228"><a href="#L-3228"><span class="linenos">3228</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3229"><a href="#L-3229"><span class="linenos">3229</span></a>
-</span><span id="L-3230"><a href="#L-3230"><span class="linenos">3230</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3231"><a href="#L-3231"><span class="linenos">3231</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
-</span><span id="L-3232"><a href="#L-3232"><span class="linenos">3232</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
-</span><span id="L-3233"><a href="#L-3233"><span class="linenos">3233</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>  <span class="mf">0.270</span><span class="p">,</span>
-</span><span id="L-3234"><a href="#L-3234"><span class="linenos">3234</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>  <span class="mf">0.223</span><span class="p">,</span>
-</span><span id="L-3235"><a href="#L-3235"><span class="linenos">3235</span></a>		<span class="s1">&#39;GU-1&#39;</span><span class="p">:</span>  <span class="o">-</span><span class="mf">0.419</span><span class="p">,</span>
-</span><span id="L-3236"><a href="#L-3236"><span class="linenos">3236</span></a>		<span class="p">}</span> <span class="c1"># (Fiebig et al., 2019, 2021)</span>
-</span><span id="L-3237"><a href="#L-3237"><span class="linenos">3237</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3238"><a href="#L-3238"><span class="linenos">3238</span></a><span class="sd">	Nominal Δ48 values assigned to the Δ48 anchor samples, used by</span>
-</span><span id="L-3239"><a href="#L-3239"><span class="linenos">3239</span></a><span class="sd">	`D48data.standardize()` to normalize unknown samples to an absolute Δ48</span>
-</span><span id="L-3240"><a href="#L-3240"><span class="linenos">3240</span></a><span class="sd">	reference frame.</span>
-</span><span id="L-3241"><a href="#L-3241"><span class="linenos">3241</span></a>
-</span><span id="L-3242"><a href="#L-3242"><span class="linenos">3242</span></a><span class="sd">	By default equal to (after [Fiebig et al. (2019)](https://doi.org/10.1016/j.chemgeo.2019.05.019),</span>
-</span><span id="L-3243"><a href="#L-3243"><span class="linenos">3243</span></a><span class="sd">	[Fiebig et al. (2021)](https://doi.org/10.1016/j.gca.2021.07.012)):</span>
-</span><span id="L-3244"><a href="#L-3244"><span class="linenos">3244</span></a>
-</span><span id="L-3245"><a href="#L-3245"><span class="linenos">3245</span></a><span class="sd">	```py</span>
-</span><span id="L-3246"><a href="#L-3246"><span class="linenos">3246</span></a><span class="sd">	{</span>
-</span><span id="L-3247"><a href="#L-3247"><span class="linenos">3247</span></a><span class="sd">		&#39;ETH-1&#39; :  0.138,</span>
-</span><span id="L-3248"><a href="#L-3248"><span class="linenos">3248</span></a><span class="sd">		&#39;ETH-2&#39; :  0.138,</span>
-</span><span id="L-3249"><a href="#L-3249"><span class="linenos">3249</span></a><span class="sd">		&#39;ETH-3&#39; :  0.270,</span>
-</span><span id="L-3250"><a href="#L-3250"><span class="linenos">3250</span></a><span class="sd">		&#39;ETH-4&#39; :  0.223,</span>
-</span><span id="L-3251"><a href="#L-3251"><span class="linenos">3251</span></a><span class="sd">		&#39;GU-1&#39;  : -0.419,</span>
-</span><span id="L-3252"><a href="#L-3252"><span class="linenos">3252</span></a><span class="sd">	}</span>
-</span><span id="L-3253"><a href="#L-3253"><span class="linenos">3253</span></a><span class="sd">	```</span>
+</span><span id="L-3189"><a href="#L-3189"><span class="linenos">3189</span></a>
+</span><span id="L-3190"><a href="#L-3190"><span class="linenos">3190</span></a>	<span class="nd">@property</span>
+</span><span id="L-3191"><a href="#L-3191"><span class="linenos">3191</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-3192"><a href="#L-3192"><span class="linenos">3192</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="L-3193"><a href="#L-3193"><span class="linenos">3193</span></a>	
+</span><span id="L-3194"><a href="#L-3194"><span class="linenos">3194</span></a>
+</span><span id="L-3195"><a href="#L-3195"><span class="linenos">3195</span></a>	<span class="nd">@Nominal_D47</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="L-3196"><a href="#L-3196"><span class="linenos">3196</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="L-3197"><a href="#L-3197"><span class="linenos">3197</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="L-3198"><a href="#L-3198"><span class="linenos">3198</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="L-3199"><a href="#L-3199"><span class="linenos">3199</span></a>
+</span><span id="L-3200"><a href="#L-3200"><span class="linenos">3200</span></a>
+</span><span id="L-3201"><a href="#L-3201"><span class="linenos">3201</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3202"><a href="#L-3202"><span class="linenos">3202</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3203"><a href="#L-3203"><span class="linenos">3203</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="L-3204"><a href="#L-3204"><span class="linenos">3204</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-3205"><a href="#L-3205"><span class="linenos">3205</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3206"><a href="#L-3206"><span class="linenos">3206</span></a>
+</span><span id="L-3207"><a href="#L-3207"><span class="linenos">3207</span></a>
+</span><span id="L-3208"><a href="#L-3208"><span class="linenos">3208</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
+</span><span id="L-3209"><a href="#L-3209"><span class="linenos">3209</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3210"><a href="#L-3210"><span class="linenos">3210</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
+</span><span id="L-3211"><a href="#L-3211"><span class="linenos">3211</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
+</span><span id="L-3212"><a href="#L-3212"><span class="linenos">3212</span></a>
+</span><span id="L-3213"><a href="#L-3213"><span class="linenos">3213</span></a><span class="sd">		**Parameters**</span>
+</span><span id="L-3214"><a href="#L-3214"><span class="linenos">3214</span></a>
+</span><span id="L-3215"><a href="#L-3215"><span class="linenos">3215</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
+</span><span id="L-3216"><a href="#L-3216"><span class="linenos">3216</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
+</span><span id="L-3217"><a href="#L-3217"><span class="linenos">3217</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
+</span><span id="L-3218"><a href="#L-3218"><span class="linenos">3218</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
+</span><span id="L-3219"><a href="#L-3219"><span class="linenos">3219</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
+</span><span id="L-3220"><a href="#L-3220"><span class="linenos">3220</span></a><span class="sd">		between old and new Δ47 values;</span>
+</span><span id="L-3221"><a href="#L-3221"><span class="linenos">3221</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
+</span><span id="L-3222"><a href="#L-3222"><span class="linenos">3222</span></a><span class="sd">		values in case of conflict.</span>
+</span><span id="L-3223"><a href="#L-3223"><span class="linenos">3223</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-3224"><a href="#L-3224"><span class="linenos">3224</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3225"><a href="#L-3225"><span class="linenos">3225</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
+</span><span id="L-3226"><a href="#L-3226"><span class="linenos">3226</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
+</span><span id="L-3227"><a href="#L-3227"><span class="linenos">3227</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
+</span><span id="L-3228"><a href="#L-3228"><span class="linenos">3228</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-3229"><a href="#L-3229"><span class="linenos">3229</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="L-3230"><a href="#L-3230"><span class="linenos">3230</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
+</span><span id="L-3231"><a href="#L-3231"><span class="linenos">3231</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="L-3232"><a href="#L-3232"><span class="linenos">3232</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="L-3233"><a href="#L-3233"><span class="linenos">3233</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="L-3234"><a href="#L-3234"><span class="linenos">3234</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
+</span><span id="L-3235"><a href="#L-3235"><span class="linenos">3235</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="L-3236"><a href="#L-3236"><span class="linenos">3236</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="L-3237"><a href="#L-3237"><span class="linenos">3237</span></a>
+</span><span id="L-3238"><a href="#L-3238"><span class="linenos">3238</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
+</span><span id="L-3239"><a href="#L-3239"><span class="linenos">3239</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-3240"><a href="#L-3240"><span class="linenos">3240</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="L-3241"><a href="#L-3241"><span class="linenos">3241</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
+</span><span id="L-3242"><a href="#L-3242"><span class="linenos">3242</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+</span><span id="L-3243"><a href="#L-3243"><span class="linenos">3243</span></a>	
+</span><span id="L-3244"><a href="#L-3244"><span class="linenos">3244</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3245"><a href="#L-3245"><span class="linenos">3245</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3246"><a href="#L-3246"><span class="linenos">3246</span></a>
+</span><span id="L-3247"><a href="#L-3247"><span class="linenos">3247</span></a>	<span class="n">save_D47_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D47&#39;</span><span class="p">)</span>
+</span><span id="L-3248"><a href="#L-3248"><span class="linenos">3248</span></a>
+</span><span id="L-3249"><a href="#L-3249"><span class="linenos">3249</span></a>
+</span><span id="L-3250"><a href="#L-3250"><span class="linenos">3250</span></a><span class="k">class</span> <span class="nc">D48data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="L-3251"><a href="#L-3251"><span class="linenos">3251</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3252"><a href="#L-3252"><span class="linenos">3252</span></a><span class="sd">	Store and process data for a large set of Δ48 analyses,</span>
+</span><span id="L-3253"><a href="#L-3253"><span class="linenos">3253</span></a><span class="sd">	usually comprising more than one analytical session.</span>
 </span><span id="L-3254"><a href="#L-3254"><span class="linenos">3254</span></a><span class="sd">	&#39;&#39;&#39;</span>
 </span><span id="L-3255"><a href="#L-3255"><span class="linenos">3255</span></a>
-</span><span id="L-3256"><a href="#L-3256"><span class="linenos">3256</span></a>
-</span><span id="L-3257"><a href="#L-3257"><span class="linenos">3257</span></a>	<span class="nd">@property</span>
-</span><span id="L-3258"><a href="#L-3258"><span class="linenos">3258</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-3259"><a href="#L-3259"><span class="linenos">3259</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="L-3260"><a href="#L-3260"><span class="linenos">3260</span></a>
-</span><span id="L-3261"><a href="#L-3261"><span class="linenos">3261</span></a>	
-</span><span id="L-3262"><a href="#L-3262"><span class="linenos">3262</span></a>	<span class="nd">@Nominal_D48</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="L-3263"><a href="#L-3263"><span class="linenos">3263</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="L-3264"><a href="#L-3264"><span class="linenos">3264</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="L-3265"><a href="#L-3265"><span class="linenos">3265</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="L-3266"><a href="#L-3266"><span class="linenos">3266</span></a>
+</span><span id="L-3256"><a href="#L-3256"><span class="linenos">3256</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3257"><a href="#L-3257"><span class="linenos">3257</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
+</span><span id="L-3258"><a href="#L-3258"><span class="linenos">3258</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
+</span><span id="L-3259"><a href="#L-3259"><span class="linenos">3259</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>  <span class="mf">0.270</span><span class="p">,</span>
+</span><span id="L-3260"><a href="#L-3260"><span class="linenos">3260</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>  <span class="mf">0.223</span><span class="p">,</span>
+</span><span id="L-3261"><a href="#L-3261"><span class="linenos">3261</span></a>		<span class="s1">&#39;GU-1&#39;</span><span class="p">:</span>  <span class="o">-</span><span class="mf">0.419</span><span class="p">,</span>
+</span><span id="L-3262"><a href="#L-3262"><span class="linenos">3262</span></a>		<span class="p">}</span> <span class="c1"># (Fiebig et al., 2019, 2021)</span>
+</span><span id="L-3263"><a href="#L-3263"><span class="linenos">3263</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3264"><a href="#L-3264"><span class="linenos">3264</span></a><span class="sd">	Nominal Δ48 values assigned to the Δ48 anchor samples, used by</span>
+</span><span id="L-3265"><a href="#L-3265"><span class="linenos">3265</span></a><span class="sd">	`D48data.standardize()` to normalize unknown samples to an absolute Δ48</span>
+</span><span id="L-3266"><a href="#L-3266"><span class="linenos">3266</span></a><span class="sd">	reference frame.</span>
 </span><span id="L-3267"><a href="#L-3267"><span class="linenos">3267</span></a>
-</span><span id="L-3268"><a href="#L-3268"><span class="linenos">3268</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3269"><a href="#L-3269"><span class="linenos">3269</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3270"><a href="#L-3270"><span class="linenos">3270</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="L-3271"><a href="#L-3271"><span class="linenos">3271</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-3272"><a href="#L-3272"><span class="linenos">3272</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3273"><a href="#L-3273"><span class="linenos">3273</span></a>
-</span><span id="L-3274"><a href="#L-3274"><span class="linenos">3274</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3275"><a href="#L-3275"><span class="linenos">3275</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3276"><a href="#L-3276"><span class="linenos">3276</span></a>
-</span><span id="L-3277"><a href="#L-3277"><span class="linenos">3277</span></a>	<span class="n">save_D48_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">)</span>
-</span><span id="L-3278"><a href="#L-3278"><span class="linenos">3278</span></a>
-</span><span id="L-3279"><a href="#L-3279"><span class="linenos">3279</span></a>
-</span><span id="L-3280"><a href="#L-3280"><span class="linenos">3280</span></a><span class="k">class</span> <span class="nc">D49data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="L-3281"><a href="#L-3281"><span class="linenos">3281</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3282"><a href="#L-3282"><span class="linenos">3282</span></a><span class="sd">	Store and process data for a large set of Δ49 analyses,</span>
-</span><span id="L-3283"><a href="#L-3283"><span class="linenos">3283</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="L-3284"><a href="#L-3284"><span class="linenos">3284</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3285"><a href="#L-3285"><span class="linenos">3285</span></a>	
-</span><span id="L-3286"><a href="#L-3286"><span class="linenos">3286</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;1000C&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;25C&quot;</span><span class="p">:</span> <span class="mf">2.228</span><span class="p">}</span>  <span class="c1"># Wang 2004</span>
-</span><span id="L-3287"><a href="#L-3287"><span class="linenos">3287</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3288"><a href="#L-3288"><span class="linenos">3288</span></a><span class="sd">	Nominal Δ49 values assigned to the Δ49 anchor samples, used by</span>
-</span><span id="L-3289"><a href="#L-3289"><span class="linenos">3289</span></a><span class="sd">	`D49data.standardize()` to normalize unknown samples to an absolute Δ49</span>
-</span><span id="L-3290"><a href="#L-3290"><span class="linenos">3290</span></a><span class="sd">	reference frame.</span>
-</span><span id="L-3291"><a href="#L-3291"><span class="linenos">3291</span></a>
-</span><span id="L-3292"><a href="#L-3292"><span class="linenos">3292</span></a><span class="sd">	By default equal to (after [Wang et al. (2004)](https://doi.org/10.1016/j.gca.2004.05.039)):</span>
+</span><span id="L-3268"><a href="#L-3268"><span class="linenos">3268</span></a><span class="sd">	By default equal to (after [Fiebig et al. (2019)](https://doi.org/10.1016/j.chemgeo.2019.05.019),</span>
+</span><span id="L-3269"><a href="#L-3269"><span class="linenos">3269</span></a><span class="sd">	[Fiebig et al. (2021)](https://doi.org/10.1016/j.gca.2021.07.012)):</span>
+</span><span id="L-3270"><a href="#L-3270"><span class="linenos">3270</span></a>
+</span><span id="L-3271"><a href="#L-3271"><span class="linenos">3271</span></a><span class="sd">	```py</span>
+</span><span id="L-3272"><a href="#L-3272"><span class="linenos">3272</span></a><span class="sd">	{</span>
+</span><span id="L-3273"><a href="#L-3273"><span class="linenos">3273</span></a><span class="sd">		&#39;ETH-1&#39; :  0.138,</span>
+</span><span id="L-3274"><a href="#L-3274"><span class="linenos">3274</span></a><span class="sd">		&#39;ETH-2&#39; :  0.138,</span>
+</span><span id="L-3275"><a href="#L-3275"><span class="linenos">3275</span></a><span class="sd">		&#39;ETH-3&#39; :  0.270,</span>
+</span><span id="L-3276"><a href="#L-3276"><span class="linenos">3276</span></a><span class="sd">		&#39;ETH-4&#39; :  0.223,</span>
+</span><span id="L-3277"><a href="#L-3277"><span class="linenos">3277</span></a><span class="sd">		&#39;GU-1&#39;  : -0.419,</span>
+</span><span id="L-3278"><a href="#L-3278"><span class="linenos">3278</span></a><span class="sd">	}</span>
+</span><span id="L-3279"><a href="#L-3279"><span class="linenos">3279</span></a><span class="sd">	```</span>
+</span><span id="L-3280"><a href="#L-3280"><span class="linenos">3280</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="L-3281"><a href="#L-3281"><span class="linenos">3281</span></a>
+</span><span id="L-3282"><a href="#L-3282"><span class="linenos">3282</span></a>
+</span><span id="L-3283"><a href="#L-3283"><span class="linenos">3283</span></a>	<span class="nd">@property</span>
+</span><span id="L-3284"><a href="#L-3284"><span class="linenos">3284</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-3285"><a href="#L-3285"><span class="linenos">3285</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="L-3286"><a href="#L-3286"><span class="linenos">3286</span></a>
+</span><span id="L-3287"><a href="#L-3287"><span class="linenos">3287</span></a>	
+</span><span id="L-3288"><a href="#L-3288"><span class="linenos">3288</span></a>	<span class="nd">@Nominal_D48</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="L-3289"><a href="#L-3289"><span class="linenos">3289</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="L-3290"><a href="#L-3290"><span class="linenos">3290</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="L-3291"><a href="#L-3291"><span class="linenos">3291</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="L-3292"><a href="#L-3292"><span class="linenos">3292</span></a>
 </span><span id="L-3293"><a href="#L-3293"><span class="linenos">3293</span></a>
-</span><span id="L-3294"><a href="#L-3294"><span class="linenos">3294</span></a><span class="sd">	```py</span>
-</span><span id="L-3295"><a href="#L-3295"><span class="linenos">3295</span></a><span class="sd">	{</span>
-</span><span id="L-3296"><a href="#L-3296"><span class="linenos">3296</span></a><span class="sd">		&quot;1000C&quot;: 0.0,</span>
-</span><span id="L-3297"><a href="#L-3297"><span class="linenos">3297</span></a><span class="sd">		&quot;25C&quot;: 2.228</span>
-</span><span id="L-3298"><a href="#L-3298"><span class="linenos">3298</span></a><span class="sd">	}</span>
-</span><span id="L-3299"><a href="#L-3299"><span class="linenos">3299</span></a><span class="sd">	```</span>
-</span><span id="L-3300"><a href="#L-3300"><span class="linenos">3300</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3301"><a href="#L-3301"><span class="linenos">3301</span></a>	
-</span><span id="L-3302"><a href="#L-3302"><span class="linenos">3302</span></a>	<span class="nd">@property</span>
-</span><span id="L-3303"><a href="#L-3303"><span class="linenos">3303</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-3304"><a href="#L-3304"><span class="linenos">3304</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="L-3305"><a href="#L-3305"><span class="linenos">3305</span></a>	
-</span><span id="L-3306"><a href="#L-3306"><span class="linenos">3306</span></a>	<span class="nd">@Nominal_D49</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="L-3307"><a href="#L-3307"><span class="linenos">3307</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="L-3308"><a href="#L-3308"><span class="linenos">3308</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="L-3309"><a href="#L-3309"><span class="linenos">3309</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="L-3310"><a href="#L-3310"><span class="linenos">3310</span></a>	
-</span><span id="L-3311"><a href="#L-3311"><span class="linenos">3311</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3312"><a href="#L-3312"><span class="linenos">3312</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3313"><a href="#L-3313"><span class="linenos">3313</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="L-3314"><a href="#L-3314"><span class="linenos">3314</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="L-3315"><a href="#L-3315"><span class="linenos">3315</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3316"><a href="#L-3316"><span class="linenos">3316</span></a>	
-</span><span id="L-3317"><a href="#L-3317"><span class="linenos">3317</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="L-3318"><a href="#L-3318"><span class="linenos">3318</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="L-3319"><a href="#L-3319"><span class="linenos">3319</span></a>	
-</span><span id="L-3320"><a href="#L-3320"><span class="linenos">3320</span></a>	<span class="n">save_D49_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D49&#39;</span><span class="p">)</span>
-</span><span id="L-3321"><a href="#L-3321"><span class="linenos">3321</span></a>
-</span><span id="L-3322"><a href="#L-3322"><span class="linenos">3322</span></a><span class="k">class</span> <span class="nc">_SessionPlot</span><span class="p">():</span>
-</span><span id="L-3323"><a href="#L-3323"><span class="linenos">3323</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="L-3324"><a href="#L-3324"><span class="linenos">3324</span></a><span class="sd">	Simple placeholder class</span>
-</span><span id="L-3325"><a href="#L-3325"><span class="linenos">3325</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="L-3326"><a href="#L-3326"><span class="linenos">3326</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-3327"><a href="#L-3327"><span class="linenos">3327</span></a>		<span class="k">pass</span>
-</span><span id="L-3328"><a href="#L-3328"><span class="linenos">3328</span></a>
-</span><span id="L-3329"><a href="#L-3329"><span class="linenos">3329</span></a><span class="n">_app</span> <span class="o">=</span> <span class="n">typer</span><span class="o">.</span><span class="n">Typer</span><span class="p">(</span>
-</span><span id="L-3330"><a href="#L-3330"><span class="linenos">3330</span></a>	<span class="n">add_completion</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-3331"><a href="#L-3331"><span class="linenos">3331</span></a>	<span class="n">context_settings</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;help_option_names&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-h&#39;</span><span class="p">,</span> <span class="s1">&#39;--help&#39;</span><span class="p">]},</span>
-</span><span id="L-3332"><a href="#L-3332"><span class="linenos">3332</span></a>	<span class="n">rich_markup_mode</span> <span class="o">=</span> <span class="s1">&#39;rich&#39;</span><span class="p">,</span>
-</span><span id="L-3333"><a href="#L-3333"><span class="linenos">3333</span></a>	<span class="p">)</span>
-</span><span id="L-3334"><a href="#L-3334"><span class="linenos">3334</span></a>
-</span><span id="L-3335"><a href="#L-3335"><span class="linenos">3335</span></a><span class="nd">@_app</span><span class="o">.</span><span class="n">command</span><span class="p">()</span>
-</span><span id="L-3336"><a href="#L-3336"><span class="linenos">3336</span></a><span class="k">def</span> <span class="nf">_cli</span><span class="p">(</span>
-</span><span id="L-3337"><a href="#L-3337"><span class="linenos">3337</span></a>	<span class="n">rawdata</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Argument</span><span class="p">(</span><span class="n">help</span> <span class="o">=</span> <span class="s2">&quot;Specify the path of a rawdata input file&quot;</span><span class="p">)],</span>
-</span><span id="L-3338"><a href="#L-3338"><span class="linenos">3338</span></a>	<span class="n">exclude</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--exclude&#39;</span><span class="p">,</span> <span class="s1">&#39;-e&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;The path of a file specifying UIDs and/or Samples to exclude&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;none&#39;</span><span class="p">,</span>
-</span><span id="L-3339"><a href="#L-3339"><span class="linenos">3339</span></a>	<span class="n">anchors</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--anchors&#39;</span><span class="p">,</span> <span class="s1">&#39;-a&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;The path of a file specifying custom anchors&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;none&#39;</span><span class="p">,</span>
-</span><span id="L-3340"><a href="#L-3340"><span class="linenos">3340</span></a>	<span class="n">output_dir</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--output-dir&#39;</span><span class="p">,</span> <span class="s1">&#39;-o&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;Specify the output directory&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="L-3341"><a href="#L-3341"><span class="linenos">3341</span></a>	<span class="n">run_D48</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--D48&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;Also standardize D48&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="L-3342"><a href="#L-3342"><span class="linenos">3342</span></a>	<span class="p">):</span>
-</span><span id="L-3343"><a href="#L-3343"><span class="linenos">3343</span></a><span class="w">	</span><span class="sd">&quot;&quot;&quot;</span>
-</span><span id="L-3344"><a href="#L-3344"><span class="linenos">3344</span></a><span class="sd">	Process raw D47 data and return standardized results.</span>
-</span><span id="L-3345"><a href="#L-3345"><span class="linenos">3345</span></a><span class="sd">	</span>
-</span><span id="L-3346"><a href="#L-3346"><span class="linenos">3346</span></a><span class="sd">	See [b]https://mdaeron.github.io/D47crunch/#3-command-line-interface-cli[/b] for more details.</span>
-</span><span id="L-3347"><a href="#L-3347"><span class="linenos">3347</span></a><span class="sd">	</span>
-</span><span id="L-3348"><a href="#L-3348"><span class="linenos">3348</span></a><span class="sd">	Reads raw data from an input file, optionally excluding some samples and/or analyses, thean standardizes</span>
-</span><span id="L-3349"><a href="#L-3349"><span class="linenos">3349</span></a><span class="sd">	the data based either on the default [b]d13C_VDPB[/b], [b]d18O_VPDB[/b], [b]D47[/b], and [b]D48[/b] anchors or on different</span>
-</span><span id="L-3350"><a href="#L-3350"><span class="linenos">3350</span></a><span class="sd">	user-specified anchors. A new directory (named `output` by default) is created to store the results and</span>
-</span><span id="L-3351"><a href="#L-3351"><span class="linenos">3351</span></a><span class="sd">	the following sequence is applied:</span>
-</span><span id="L-3352"><a href="#L-3352"><span class="linenos">3352</span></a><span class="sd">	</span>
-</span><span id="L-3353"><a href="#L-3353"><span class="linenos">3353</span></a><span class="sd">	* [b]D47data.wg()[/b]</span>
-</span><span id="L-3354"><a href="#L-3354"><span class="linenos">3354</span></a><span class="sd">	* [b]D47data.crunch()[/b]</span>
-</span><span id="L-3355"><a href="#L-3355"><span class="linenos">3355</span></a><span class="sd">	* [b]D47data.standardize()[/b]</span>
-</span><span id="L-3356"><a href="#L-3356"><span class="linenos">3356</span></a><span class="sd">	* [b]D47data.summary()[/b]</span>
-</span><span id="L-3357"><a href="#L-3357"><span class="linenos">3357</span></a><span class="sd">	* [b]D47data.table_of_samples()[/b]</span>
-</span><span id="L-3358"><a href="#L-3358"><span class="linenos">3358</span></a><span class="sd">	* [b]D47data.table_of_sessions()[/b]</span>
-</span><span id="L-3359"><a href="#L-3359"><span class="linenos">3359</span></a><span class="sd">	* [b]D47data.plot_sessions()[/b]</span>
-</span><span id="L-3360"><a href="#L-3360"><span class="linenos">3360</span></a><span class="sd">	* [b]D47data.plot_residuals()[/b]</span>
-</span><span id="L-3361"><a href="#L-3361"><span class="linenos">3361</span></a><span class="sd">	* [b]D47data.table_of_analyses()[/b]</span>
-</span><span id="L-3362"><a href="#L-3362"><span class="linenos">3362</span></a><span class="sd">	* [b]D47data.plot_distribution_of_analyses()[/b]</span>
-</span><span id="L-3363"><a href="#L-3363"><span class="linenos">3363</span></a><span class="sd">	* [b]D47data.plot_bulk_compositions()[/b]</span>
-</span><span id="L-3364"><a href="#L-3364"><span class="linenos">3364</span></a><span class="sd">	* [b]D47data.save_D47_correl()[/b]</span>
-</span><span id="L-3365"><a href="#L-3365"><span class="linenos">3365</span></a><span class="sd">	</span>
-</span><span id="L-3366"><a href="#L-3366"><span class="linenos">3366</span></a><span class="sd">	Optionally, also apply similar methods for [b]]D48[/b].</span>
-</span><span id="L-3367"><a href="#L-3367"><span class="linenos">3367</span></a><span class="sd">	</span>
-</span><span id="L-3368"><a href="#L-3368"><span class="linenos">3368</span></a><span class="sd">	[b]Example CSV file for --anchors option:[/b]	</span>
-</span><span id="L-3369"><a href="#L-3369"><span class="linenos">3369</span></a><span class="sd">	[i]</span>
-</span><span id="L-3370"><a href="#L-3370"><span class="linenos">3370</span></a><span class="sd">	Sample,  d13C_VPDB,  d18O_VPDB,     D47,    D48</span>
-</span><span id="L-3371"><a href="#L-3371"><span class="linenos">3371</span></a><span class="sd">	ETH-1,        2.02,      -2.19,  0.2052,  0.138</span>
-</span><span id="L-3372"><a href="#L-3372"><span class="linenos">3372</span></a><span class="sd">	ETH-2,      -10.17,     -18.69,  0.2085,  0.138</span>
-</span><span id="L-3373"><a href="#L-3373"><span class="linenos">3373</span></a><span class="sd">	ETH-3,        1.71,      -1.78,  0.6132,  0.270</span>
-</span><span id="L-3374"><a href="#L-3374"><span class="linenos">3374</span></a><span class="sd">	ETH-4,            ,           ,  0.4511,  0.223</span>
-</span><span id="L-3375"><a href="#L-3375"><span class="linenos">3375</span></a><span class="sd">	[/i]</span>
-</span><span id="L-3376"><a href="#L-3376"><span class="linenos">3376</span></a><span class="sd">	Except for [i]Sample[/i], none of the columns above are mandatory.</span>
-</span><span id="L-3377"><a href="#L-3377"><span class="linenos">3377</span></a>
-</span><span id="L-3378"><a href="#L-3378"><span class="linenos">3378</span></a><span class="sd">	[b]Example CSV file for --exclude option:[/b]	</span>
-</span><span id="L-3379"><a href="#L-3379"><span class="linenos">3379</span></a><span class="sd">	[i]</span>
-</span><span id="L-3380"><a href="#L-3380"><span class="linenos">3380</span></a><span class="sd">	Sample,  UID</span>
-</span><span id="L-3381"><a href="#L-3381"><span class="linenos">3381</span></a><span class="sd">	 FOO-1,</span>
-</span><span id="L-3382"><a href="#L-3382"><span class="linenos">3382</span></a><span class="sd">	 BAR-2,</span>
-</span><span id="L-3383"><a href="#L-3383"><span class="linenos">3383</span></a><span class="sd">	      ,  A04</span>
-</span><span id="L-3384"><a href="#L-3384"><span class="linenos">3384</span></a><span class="sd">	      ,  A17</span>
-</span><span id="L-3385"><a href="#L-3385"><span class="linenos">3385</span></a><span class="sd">	      ,  A88</span>
-</span><span id="L-3386"><a href="#L-3386"><span class="linenos">3386</span></a><span class="sd">	[/i]</span>
-</span><span id="L-3387"><a href="#L-3387"><span class="linenos">3387</span></a><span class="sd">	This will exclude all analyses of samples [i]FOO-1[/i] and [i]BAR-2[/i],</span>
-</span><span id="L-3388"><a href="#L-3388"><span class="linenos">3388</span></a><span class="sd">	and the analyses with UIDs [i]A04[/i], [i]A17[/i], and [i]A88[/i].</span>
-</span><span id="L-3389"><a href="#L-3389"><span class="linenos">3389</span></a><span class="sd">	Neither column is mandatory.</span>
-</span><span id="L-3390"><a href="#L-3390"><span class="linenos">3390</span></a><span class="sd">	&quot;&quot;&quot;</span>
-</span><span id="L-3391"><a href="#L-3391"><span class="linenos">3391</span></a>
-</span><span id="L-3392"><a href="#L-3392"><span class="linenos">3392</span></a>	<span class="n">data</span> <span class="o">=</span> <span class="n">D47data</span><span class="p">()</span>
-</span><span id="L-3393"><a href="#L-3393"><span class="linenos">3393</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
-</span><span id="L-3394"><a href="#L-3394"><span class="linenos">3394</span></a>
-</span><span id="L-3395"><a href="#L-3395"><span class="linenos">3395</span></a>	<span class="k">if</span> <span class="n">exclude</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="L-3396"><a href="#L-3396"><span class="linenos">3396</span></a>		<span class="n">exclude</span> <span class="o">=</span> <span class="n">read_csv</span><span class="p">(</span><span class="n">exclude</span><span class="p">)</span>
-</span><span id="L-3397"><a href="#L-3397"><span class="linenos">3397</span></a>		<span class="n">exclude_uid</span> <span class="o">=</span> <span class="p">{</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">exclude</span> <span class="k">if</span> <span class="s1">&#39;UID&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">}</span>
-</span><span id="L-3398"><a href="#L-3398"><span class="linenos">3398</span></a>		<span class="n">exclude_sample</span> <span class="o">=</span> <span class="p">{</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">exclude</span> <span class="k">if</span> <span class="s1">&#39;Sample&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">}</span>
-</span><span id="L-3399"><a href="#L-3399"><span class="linenos">3399</span></a>	<span class="k">else</span><span class="p">:</span>
-</span><span id="L-3400"><a href="#L-3400"><span class="linenos">3400</span></a>		<span class="n">exclude_uid</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-3401"><a href="#L-3401"><span class="linenos">3401</span></a>		<span class="n">exclude_sample</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-3402"><a href="#L-3402"><span class="linenos">3402</span></a>	
-</span><span id="L-3403"><a href="#L-3403"><span class="linenos">3403</span></a>	<span class="n">data</span> <span class="o">=</span> <span class="n">D47data</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">data</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_uid</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_sample</span><span class="p">])</span>
-</span><span id="L-3404"><a href="#L-3404"><span class="linenos">3404</span></a>
-</span><span id="L-3405"><a href="#L-3405"><span class="linenos">3405</span></a>	<span class="k">if</span> <span class="n">anchors</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="L-3406"><a href="#L-3406"><span class="linenos">3406</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="n">read_csv</span><span class="p">(</span><span class="n">anchors</span><span class="p">)</span>
-</span><span id="L-3407"><a href="#L-3407"><span class="linenos">3407</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3408"><a href="#L-3408"><span class="linenos">3408</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_d13C_VPDB</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3409"><a href="#L-3409"><span class="linenos">3409</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span>
-</span><span id="L-3410"><a href="#L-3410"><span class="linenos">3410</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3411"><a href="#L-3411"><span class="linenos">3411</span></a>				<span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3412"><a href="#L-3412"><span class="linenos">3412</span></a>				<span class="p">}</span>
-</span><span id="L-3413"><a href="#L-3413"><span class="linenos">3413</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3414"><a href="#L-3414"><span class="linenos">3414</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_d18O_VPDB</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3415"><a href="#L-3415"><span class="linenos">3415</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VPDB&#39;</span><span class="p">]</span>
-</span><span id="L-3416"><a href="#L-3416"><span class="linenos">3416</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3417"><a href="#L-3417"><span class="linenos">3417</span></a>				<span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3418"><a href="#L-3418"><span class="linenos">3418</span></a>				<span class="p">}</span>
-</span><span id="L-3419"><a href="#L-3419"><span class="linenos">3419</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;D47&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3420"><a href="#L-3420"><span class="linenos">3420</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3421"><a href="#L-3421"><span class="linenos">3421</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">]</span>
-</span><span id="L-3422"><a href="#L-3422"><span class="linenos">3422</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3423"><a href="#L-3423"><span class="linenos">3423</span></a>				<span class="k">if</span> <span class="s1">&#39;D47&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3424"><a href="#L-3424"><span class="linenos">3424</span></a>				<span class="p">}</span>
-</span><span id="L-3425"><a href="#L-3425"><span class="linenos">3425</span></a>
-</span><span id="L-3426"><a href="#L-3426"><span class="linenos">3426</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="L-3427"><a href="#L-3427"><span class="linenos">3427</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">wg</span><span class="p">()</span>
-</span><span id="L-3428"><a href="#L-3428"><span class="linenos">3428</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">crunch</span><span class="p">()</span>
-</span><span id="L-3429"><a href="#L-3429"><span class="linenos">3429</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">standardize</span><span class="p">()</span>
-</span><span id="L-3430"><a href="#L-3430"><span class="linenos">3430</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">summary</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3431"><a href="#L-3431"><span class="linenos">3431</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_residuals</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">,</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;D47_residuals.pdf&#39;</span><span class="p">,</span> <span class="n">kde</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
-</span><span id="L-3432"><a href="#L-3432"><span class="linenos">3432</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_bulk_compositions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span> <span class="o">+</span> <span class="s1">&#39;/bulk_compositions&#39;</span><span class="p">)</span>
-</span><span id="L-3433"><a href="#L-3433"><span class="linenos">3433</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3434"><a href="#L-3434"><span class="linenos">3434</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">save_D47_correl</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3435"><a href="#L-3435"><span class="linenos">3435</span></a>	
-</span><span id="L-3436"><a href="#L-3436"><span class="linenos">3436</span></a>	<span class="k">if</span> <span class="ow">not</span> <span class="n">run_D48</span><span class="p">:</span>
-</span><span id="L-3437"><a href="#L-3437"><span class="linenos">3437</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3438"><a href="#L-3438"><span class="linenos">3438</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3439"><a href="#L-3439"><span class="linenos">3439</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3440"><a href="#L-3440"><span class="linenos">3440</span></a>
-</span><span id="L-3441"><a href="#L-3441"><span class="linenos">3441</span></a>
-</span><span id="L-3442"><a href="#L-3442"><span class="linenos">3442</span></a>	<span class="k">if</span> <span class="n">run_D48</span><span class="p">:</span>
-</span><span id="L-3443"><a href="#L-3443"><span class="linenos">3443</span></a>		<span class="n">data2</span> <span class="o">=</span> <span class="n">D48data</span><span class="p">()</span>
-</span><span id="L-3444"><a href="#L-3444"><span class="linenos">3444</span></a>		<span class="nb">print</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
-</span><span id="L-3445"><a href="#L-3445"><span class="linenos">3445</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
-</span><span id="L-3446"><a href="#L-3446"><span class="linenos">3446</span></a>
-</span><span id="L-3447"><a href="#L-3447"><span class="linenos">3447</span></a>		<span class="n">data2</span> <span class="o">=</span> <span class="n">D48data</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">data2</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_uid</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_sample</span><span class="p">])</span>
-</span><span id="L-3448"><a href="#L-3448"><span class="linenos">3448</span></a>
-</span><span id="L-3449"><a href="#L-3449"><span class="linenos">3449</span></a>		<span class="k">if</span> <span class="n">anchors</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="L-3450"><a href="#L-3450"><span class="linenos">3450</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3451"><a href="#L-3451"><span class="linenos">3451</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_d13C_VPDB</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3452"><a href="#L-3452"><span class="linenos">3452</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span>
-</span><span id="L-3453"><a href="#L-3453"><span class="linenos">3453</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3454"><a href="#L-3454"><span class="linenos">3454</span></a>					<span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3455"><a href="#L-3455"><span class="linenos">3455</span></a>					<span class="p">}</span>
-</span><span id="L-3456"><a href="#L-3456"><span class="linenos">3456</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3457"><a href="#L-3457"><span class="linenos">3457</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_d18O_VPDB</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3458"><a href="#L-3458"><span class="linenos">3458</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VPDB&#39;</span><span class="p">]</span>
-</span><span id="L-3459"><a href="#L-3459"><span class="linenos">3459</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3460"><a href="#L-3460"><span class="linenos">3460</span></a>					<span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3461"><a href="#L-3461"><span class="linenos">3461</span></a>					<span class="p">}</span>
-</span><span id="L-3462"><a href="#L-3462"><span class="linenos">3462</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;D48&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
-</span><span id="L-3463"><a href="#L-3463"><span class="linenos">3463</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="L-3464"><a href="#L-3464"><span class="linenos">3464</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;D48&#39;</span><span class="p">]</span>
-</span><span id="L-3465"><a href="#L-3465"><span class="linenos">3465</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
-</span><span id="L-3466"><a href="#L-3466"><span class="linenos">3466</span></a>					<span class="k">if</span> <span class="s1">&#39;D48&#39;</span> <span class="ow">in</span> <span class="n">_</span>
-</span><span id="L-3467"><a href="#L-3467"><span class="linenos">3467</span></a>					<span class="p">}</span>
-</span><span id="L-3468"><a href="#L-3468"><span class="linenos">3468</span></a>
-</span><span id="L-3469"><a href="#L-3469"><span class="linenos">3469</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="L-3470"><a href="#L-3470"><span class="linenos">3470</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">wg</span><span class="p">()</span>
-</span><span id="L-3471"><a href="#L-3471"><span class="linenos">3471</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">crunch</span><span class="p">()</span>
-</span><span id="L-3472"><a href="#L-3472"><span class="linenos">3472</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">standardize</span><span class="p">()</span>
-</span><span id="L-3473"><a href="#L-3473"><span class="linenos">3473</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">summary</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3474"><a href="#L-3474"><span class="linenos">3474</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3475"><a href="#L-3475"><span class="linenos">3475</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_residuals</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">,</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;D48_residuals.pdf&#39;</span><span class="p">,</span> <span class="n">kde</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
-</span><span id="L-3476"><a href="#L-3476"><span class="linenos">3476</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_distribution_of_analyses</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3477"><a href="#L-3477"><span class="linenos">3477</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">save_D48_correl</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3478"><a href="#L-3478"><span class="linenos">3478</span></a>
-</span><span id="L-3479"><a href="#L-3479"><span class="linenos">3479</span></a>		<span class="n">table_of_analyses</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3480"><a href="#L-3480"><span class="linenos">3480</span></a>		<span class="n">table_of_samples</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3481"><a href="#L-3481"><span class="linenos">3481</span></a>		<span class="n">table_of_sessions</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
-</span><span id="L-3482"><a href="#L-3482"><span class="linenos">3482</span></a>		
-</span><span id="L-3483"><a href="#L-3483"><span class="linenos">3483</span></a><span class="k">def</span> <span class="nf">__cli</span><span class="p">():</span>
-</span><span id="L-3484"><a href="#L-3484"><span class="linenos">3484</span></a>	<span class="n">_app</span><span class="p">()</span>
+</span><span id="L-3294"><a href="#L-3294"><span class="linenos">3294</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3295"><a href="#L-3295"><span class="linenos">3295</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3296"><a href="#L-3296"><span class="linenos">3296</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="L-3297"><a href="#L-3297"><span class="linenos">3297</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-3298"><a href="#L-3298"><span class="linenos">3298</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3299"><a href="#L-3299"><span class="linenos">3299</span></a>
+</span><span id="L-3300"><a href="#L-3300"><span class="linenos">3300</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3301"><a href="#L-3301"><span class="linenos">3301</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3302"><a href="#L-3302"><span class="linenos">3302</span></a>
+</span><span id="L-3303"><a href="#L-3303"><span class="linenos">3303</span></a>	<span class="n">save_D48_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">)</span>
+</span><span id="L-3304"><a href="#L-3304"><span class="linenos">3304</span></a>
+</span><span id="L-3305"><a href="#L-3305"><span class="linenos">3305</span></a>
+</span><span id="L-3306"><a href="#L-3306"><span class="linenos">3306</span></a><span class="k">class</span> <span class="nc">D49data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="L-3307"><a href="#L-3307"><span class="linenos">3307</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3308"><a href="#L-3308"><span class="linenos">3308</span></a><span class="sd">	Store and process data for a large set of Δ49 analyses,</span>
+</span><span id="L-3309"><a href="#L-3309"><span class="linenos">3309</span></a><span class="sd">	usually comprising more than one analytical session.</span>
+</span><span id="L-3310"><a href="#L-3310"><span class="linenos">3310</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="L-3311"><a href="#L-3311"><span class="linenos">3311</span></a>	
+</span><span id="L-3312"><a href="#L-3312"><span class="linenos">3312</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;1000C&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;25C&quot;</span><span class="p">:</span> <span class="mf">2.228</span><span class="p">}</span>  <span class="c1"># Wang 2004</span>
+</span><span id="L-3313"><a href="#L-3313"><span class="linenos">3313</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3314"><a href="#L-3314"><span class="linenos">3314</span></a><span class="sd">	Nominal Δ49 values assigned to the Δ49 anchor samples, used by</span>
+</span><span id="L-3315"><a href="#L-3315"><span class="linenos">3315</span></a><span class="sd">	`D49data.standardize()` to normalize unknown samples to an absolute Δ49</span>
+</span><span id="L-3316"><a href="#L-3316"><span class="linenos">3316</span></a><span class="sd">	reference frame.</span>
+</span><span id="L-3317"><a href="#L-3317"><span class="linenos">3317</span></a>
+</span><span id="L-3318"><a href="#L-3318"><span class="linenos">3318</span></a><span class="sd">	By default equal to (after [Wang et al. (2004)](https://doi.org/10.1016/j.gca.2004.05.039)):</span>
+</span><span id="L-3319"><a href="#L-3319"><span class="linenos">3319</span></a>
+</span><span id="L-3320"><a href="#L-3320"><span class="linenos">3320</span></a><span class="sd">	```py</span>
+</span><span id="L-3321"><a href="#L-3321"><span class="linenos">3321</span></a><span class="sd">	{</span>
+</span><span id="L-3322"><a href="#L-3322"><span class="linenos">3322</span></a><span class="sd">		&quot;1000C&quot;: 0.0,</span>
+</span><span id="L-3323"><a href="#L-3323"><span class="linenos">3323</span></a><span class="sd">		&quot;25C&quot;: 2.228</span>
+</span><span id="L-3324"><a href="#L-3324"><span class="linenos">3324</span></a><span class="sd">	}</span>
+</span><span id="L-3325"><a href="#L-3325"><span class="linenos">3325</span></a><span class="sd">	```</span>
+</span><span id="L-3326"><a href="#L-3326"><span class="linenos">3326</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="L-3327"><a href="#L-3327"><span class="linenos">3327</span></a>	
+</span><span id="L-3328"><a href="#L-3328"><span class="linenos">3328</span></a>	<span class="nd">@property</span>
+</span><span id="L-3329"><a href="#L-3329"><span class="linenos">3329</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-3330"><a href="#L-3330"><span class="linenos">3330</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="L-3331"><a href="#L-3331"><span class="linenos">3331</span></a>	
+</span><span id="L-3332"><a href="#L-3332"><span class="linenos">3332</span></a>	<span class="nd">@Nominal_D49</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="L-3333"><a href="#L-3333"><span class="linenos">3333</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="L-3334"><a href="#L-3334"><span class="linenos">3334</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="L-3335"><a href="#L-3335"><span class="linenos">3335</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="L-3336"><a href="#L-3336"><span class="linenos">3336</span></a>	
+</span><span id="L-3337"><a href="#L-3337"><span class="linenos">3337</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3338"><a href="#L-3338"><span class="linenos">3338</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3339"><a href="#L-3339"><span class="linenos">3339</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="L-3340"><a href="#L-3340"><span class="linenos">3340</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="L-3341"><a href="#L-3341"><span class="linenos">3341</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3342"><a href="#L-3342"><span class="linenos">3342</span></a>	
+</span><span id="L-3343"><a href="#L-3343"><span class="linenos">3343</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="L-3344"><a href="#L-3344"><span class="linenos">3344</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="L-3345"><a href="#L-3345"><span class="linenos">3345</span></a>	
+</span><span id="L-3346"><a href="#L-3346"><span class="linenos">3346</span></a>	<span class="n">save_D49_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D49&#39;</span><span class="p">)</span>
+</span><span id="L-3347"><a href="#L-3347"><span class="linenos">3347</span></a>
+</span><span id="L-3348"><a href="#L-3348"><span class="linenos">3348</span></a><span class="k">class</span> <span class="nc">_SessionPlot</span><span class="p">():</span>
+</span><span id="L-3349"><a href="#L-3349"><span class="linenos">3349</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="L-3350"><a href="#L-3350"><span class="linenos">3350</span></a><span class="sd">	Simple placeholder class</span>
+</span><span id="L-3351"><a href="#L-3351"><span class="linenos">3351</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="L-3352"><a href="#L-3352"><span class="linenos">3352</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="L-3353"><a href="#L-3353"><span class="linenos">3353</span></a>		<span class="k">pass</span>
+</span><span id="L-3354"><a href="#L-3354"><span class="linenos">3354</span></a>
+</span><span id="L-3355"><a href="#L-3355"><span class="linenos">3355</span></a><span class="n">_app</span> <span class="o">=</span> <span class="n">typer</span><span class="o">.</span><span class="n">Typer</span><span class="p">(</span>
+</span><span id="L-3356"><a href="#L-3356"><span class="linenos">3356</span></a>	<span class="n">add_completion</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-3357"><a href="#L-3357"><span class="linenos">3357</span></a>	<span class="n">context_settings</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;help_option_names&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-h&#39;</span><span class="p">,</span> <span class="s1">&#39;--help&#39;</span><span class="p">]},</span>
+</span><span id="L-3358"><a href="#L-3358"><span class="linenos">3358</span></a>	<span class="n">rich_markup_mode</span> <span class="o">=</span> <span class="s1">&#39;rich&#39;</span><span class="p">,</span>
+</span><span id="L-3359"><a href="#L-3359"><span class="linenos">3359</span></a>	<span class="p">)</span>
+</span><span id="L-3360"><a href="#L-3360"><span class="linenos">3360</span></a>
+</span><span id="L-3361"><a href="#L-3361"><span class="linenos">3361</span></a><span class="nd">@_app</span><span class="o">.</span><span class="n">command</span><span class="p">()</span>
+</span><span id="L-3362"><a href="#L-3362"><span class="linenos">3362</span></a><span class="k">def</span> <span class="nf">_cli</span><span class="p">(</span>
+</span><span id="L-3363"><a href="#L-3363"><span class="linenos">3363</span></a>	<span class="n">rawdata</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Argument</span><span class="p">(</span><span class="n">help</span> <span class="o">=</span> <span class="s2">&quot;Specify the path of a rawdata input file&quot;</span><span class="p">)],</span>
+</span><span id="L-3364"><a href="#L-3364"><span class="linenos">3364</span></a>	<span class="n">exclude</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--exclude&#39;</span><span class="p">,</span> <span class="s1">&#39;-e&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;The path of a file specifying UIDs and/or Samples to exclude&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;none&#39;</span><span class="p">,</span>
+</span><span id="L-3365"><a href="#L-3365"><span class="linenos">3365</span></a>	<span class="n">anchors</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--anchors&#39;</span><span class="p">,</span> <span class="s1">&#39;-a&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;The path of a file specifying custom anchors&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;none&#39;</span><span class="p">,</span>
+</span><span id="L-3366"><a href="#L-3366"><span class="linenos">3366</span></a>	<span class="n">output_dir</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--output-dir&#39;</span><span class="p">,</span> <span class="s1">&#39;-o&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;Specify the output directory&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="L-3367"><a href="#L-3367"><span class="linenos">3367</span></a>	<span class="n">run_D48</span><span class="p">:</span> <span class="n">Annotated</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="n">typer</span><span class="o">.</span><span class="n">Option</span><span class="p">(</span><span class="s1">&#39;--D48&#39;</span><span class="p">,</span> <span class="n">help</span> <span class="o">=</span> <span class="s1">&#39;Also standardize D48&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="L-3368"><a href="#L-3368"><span class="linenos">3368</span></a>	<span class="p">):</span>
+</span><span id="L-3369"><a href="#L-3369"><span class="linenos">3369</span></a><span class="w">	</span><span class="sd">&quot;&quot;&quot;</span>
+</span><span id="L-3370"><a href="#L-3370"><span class="linenos">3370</span></a><span class="sd">	Process raw D47 data and return standardized results.</span>
+</span><span id="L-3371"><a href="#L-3371"><span class="linenos">3371</span></a><span class="sd">	</span>
+</span><span id="L-3372"><a href="#L-3372"><span class="linenos">3372</span></a><span class="sd">	See [b]https://mdaeron.github.io/D47crunch/#3-command-line-interface-cli[/b] for more details.</span>
+</span><span id="L-3373"><a href="#L-3373"><span class="linenos">3373</span></a><span class="sd">	</span>
+</span><span id="L-3374"><a href="#L-3374"><span class="linenos">3374</span></a><span class="sd">	Reads raw data from an input file, optionally excluding some samples and/or analyses, thean standardizes</span>
+</span><span id="L-3375"><a href="#L-3375"><span class="linenos">3375</span></a><span class="sd">	the data based either on the default [b]d13C_VDPB[/b], [b]d18O_VPDB[/b], [b]D47[/b], and [b]D48[/b] anchors or on different</span>
+</span><span id="L-3376"><a href="#L-3376"><span class="linenos">3376</span></a><span class="sd">	user-specified anchors. A new directory (named `output` by default) is created to store the results and</span>
+</span><span id="L-3377"><a href="#L-3377"><span class="linenos">3377</span></a><span class="sd">	the following sequence is applied:</span>
+</span><span id="L-3378"><a href="#L-3378"><span class="linenos">3378</span></a><span class="sd">	</span>
+</span><span id="L-3379"><a href="#L-3379"><span class="linenos">3379</span></a><span class="sd">	* [b]D47data.wg()[/b]</span>
+</span><span id="L-3380"><a href="#L-3380"><span class="linenos">3380</span></a><span class="sd">	* [b]D47data.crunch()[/b]</span>
+</span><span id="L-3381"><a href="#L-3381"><span class="linenos">3381</span></a><span class="sd">	* [b]D47data.standardize()[/b]</span>
+</span><span id="L-3382"><a href="#L-3382"><span class="linenos">3382</span></a><span class="sd">	* [b]D47data.summary()[/b]</span>
+</span><span id="L-3383"><a href="#L-3383"><span class="linenos">3383</span></a><span class="sd">	* [b]D47data.table_of_samples()[/b]</span>
+</span><span id="L-3384"><a href="#L-3384"><span class="linenos">3384</span></a><span class="sd">	* [b]D47data.table_of_sessions()[/b]</span>
+</span><span id="L-3385"><a href="#L-3385"><span class="linenos">3385</span></a><span class="sd">	* [b]D47data.plot_sessions()[/b]</span>
+</span><span id="L-3386"><a href="#L-3386"><span class="linenos">3386</span></a><span class="sd">	* [b]D47data.plot_residuals()[/b]</span>
+</span><span id="L-3387"><a href="#L-3387"><span class="linenos">3387</span></a><span class="sd">	* [b]D47data.table_of_analyses()[/b]</span>
+</span><span id="L-3388"><a href="#L-3388"><span class="linenos">3388</span></a><span class="sd">	* [b]D47data.plot_distribution_of_analyses()[/b]</span>
+</span><span id="L-3389"><a href="#L-3389"><span class="linenos">3389</span></a><span class="sd">	* [b]D47data.plot_bulk_compositions()[/b]</span>
+</span><span id="L-3390"><a href="#L-3390"><span class="linenos">3390</span></a><span class="sd">	* [b]D47data.save_D47_correl()[/b]</span>
+</span><span id="L-3391"><a href="#L-3391"><span class="linenos">3391</span></a><span class="sd">	</span>
+</span><span id="L-3392"><a href="#L-3392"><span class="linenos">3392</span></a><span class="sd">	Optionally, also apply similar methods for [b]]D48[/b].</span>
+</span><span id="L-3393"><a href="#L-3393"><span class="linenos">3393</span></a><span class="sd">	</span>
+</span><span id="L-3394"><a href="#L-3394"><span class="linenos">3394</span></a><span class="sd">	[b]Example CSV file for --anchors option:[/b]	</span>
+</span><span id="L-3395"><a href="#L-3395"><span class="linenos">3395</span></a><span class="sd">	[i]</span>
+</span><span id="L-3396"><a href="#L-3396"><span class="linenos">3396</span></a><span class="sd">	Sample,  d13C_VPDB,  d18O_VPDB,     D47,    D48</span>
+</span><span id="L-3397"><a href="#L-3397"><span class="linenos">3397</span></a><span class="sd">	ETH-1,        2.02,      -2.19,  0.2052,  0.138</span>
+</span><span id="L-3398"><a href="#L-3398"><span class="linenos">3398</span></a><span class="sd">	ETH-2,      -10.17,     -18.69,  0.2085,  0.138</span>
+</span><span id="L-3399"><a href="#L-3399"><span class="linenos">3399</span></a><span class="sd">	ETH-3,        1.71,      -1.78,  0.6132,  0.270</span>
+</span><span id="L-3400"><a href="#L-3400"><span class="linenos">3400</span></a><span class="sd">	ETH-4,            ,           ,  0.4511,  0.223</span>
+</span><span id="L-3401"><a href="#L-3401"><span class="linenos">3401</span></a><span class="sd">	[/i]</span>
+</span><span id="L-3402"><a href="#L-3402"><span class="linenos">3402</span></a><span class="sd">	Except for [i]Sample[/i], none of the columns above are mandatory.</span>
+</span><span id="L-3403"><a href="#L-3403"><span class="linenos">3403</span></a>
+</span><span id="L-3404"><a href="#L-3404"><span class="linenos">3404</span></a><span class="sd">	[b]Example CSV file for --exclude option:[/b]	</span>
+</span><span id="L-3405"><a href="#L-3405"><span class="linenos">3405</span></a><span class="sd">	[i]</span>
+</span><span id="L-3406"><a href="#L-3406"><span class="linenos">3406</span></a><span class="sd">	Sample,  UID</span>
+</span><span id="L-3407"><a href="#L-3407"><span class="linenos">3407</span></a><span class="sd">	 FOO-1,</span>
+</span><span id="L-3408"><a href="#L-3408"><span class="linenos">3408</span></a><span class="sd">	 BAR-2,</span>
+</span><span id="L-3409"><a href="#L-3409"><span class="linenos">3409</span></a><span class="sd">	      ,  A04</span>
+</span><span id="L-3410"><a href="#L-3410"><span class="linenos">3410</span></a><span class="sd">	      ,  A17</span>
+</span><span id="L-3411"><a href="#L-3411"><span class="linenos">3411</span></a><span class="sd">	      ,  A88</span>
+</span><span id="L-3412"><a href="#L-3412"><span class="linenos">3412</span></a><span class="sd">	[/i]</span>
+</span><span id="L-3413"><a href="#L-3413"><span class="linenos">3413</span></a><span class="sd">	This will exclude all analyses of samples [i]FOO-1[/i] and [i]BAR-2[/i],</span>
+</span><span id="L-3414"><a href="#L-3414"><span class="linenos">3414</span></a><span class="sd">	and the analyses with UIDs [i]A04[/i], [i]A17[/i], and [i]A88[/i].</span>
+</span><span id="L-3415"><a href="#L-3415"><span class="linenos">3415</span></a><span class="sd">	Neither column is mandatory.</span>
+</span><span id="L-3416"><a href="#L-3416"><span class="linenos">3416</span></a><span class="sd">	&quot;&quot;&quot;</span>
+</span><span id="L-3417"><a href="#L-3417"><span class="linenos">3417</span></a>
+</span><span id="L-3418"><a href="#L-3418"><span class="linenos">3418</span></a>	<span class="n">data</span> <span class="o">=</span> <span class="n">D47data</span><span class="p">()</span>
+</span><span id="L-3419"><a href="#L-3419"><span class="linenos">3419</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
+</span><span id="L-3420"><a href="#L-3420"><span class="linenos">3420</span></a>
+</span><span id="L-3421"><a href="#L-3421"><span class="linenos">3421</span></a>	<span class="k">if</span> <span class="n">exclude</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="L-3422"><a href="#L-3422"><span class="linenos">3422</span></a>		<span class="n">exclude</span> <span class="o">=</span> <span class="n">read_csv</span><span class="p">(</span><span class="n">exclude</span><span class="p">)</span>
+</span><span id="L-3423"><a href="#L-3423"><span class="linenos">3423</span></a>		<span class="n">exclude_uid</span> <span class="o">=</span> <span class="p">{</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">exclude</span> <span class="k">if</span> <span class="s1">&#39;UID&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">}</span>
+</span><span id="L-3424"><a href="#L-3424"><span class="linenos">3424</span></a>		<span class="n">exclude_sample</span> <span class="o">=</span> <span class="p">{</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">exclude</span> <span class="k">if</span> <span class="s1">&#39;Sample&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">}</span>
+</span><span id="L-3425"><a href="#L-3425"><span class="linenos">3425</span></a>	<span class="k">else</span><span class="p">:</span>
+</span><span id="L-3426"><a href="#L-3426"><span class="linenos">3426</span></a>		<span class="n">exclude_uid</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-3427"><a href="#L-3427"><span class="linenos">3427</span></a>		<span class="n">exclude_sample</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-3428"><a href="#L-3428"><span class="linenos">3428</span></a>	
+</span><span id="L-3429"><a href="#L-3429"><span class="linenos">3429</span></a>	<span class="n">data</span> <span class="o">=</span> <span class="n">D47data</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">data</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_uid</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_sample</span><span class="p">])</span>
+</span><span id="L-3430"><a href="#L-3430"><span class="linenos">3430</span></a>
+</span><span id="L-3431"><a href="#L-3431"><span class="linenos">3431</span></a>	<span class="k">if</span> <span class="n">anchors</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="L-3432"><a href="#L-3432"><span class="linenos">3432</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="n">read_csv</span><span class="p">(</span><span class="n">anchors</span><span class="p">)</span>
+</span><span id="L-3433"><a href="#L-3433"><span class="linenos">3433</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3434"><a href="#L-3434"><span class="linenos">3434</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_d13C_VPDB</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3435"><a href="#L-3435"><span class="linenos">3435</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span>
+</span><span id="L-3436"><a href="#L-3436"><span class="linenos">3436</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3437"><a href="#L-3437"><span class="linenos">3437</span></a>				<span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3438"><a href="#L-3438"><span class="linenos">3438</span></a>				<span class="p">}</span>
+</span><span id="L-3439"><a href="#L-3439"><span class="linenos">3439</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3440"><a href="#L-3440"><span class="linenos">3440</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_d18O_VPDB</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3441"><a href="#L-3441"><span class="linenos">3441</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VPDB&#39;</span><span class="p">]</span>
+</span><span id="L-3442"><a href="#L-3442"><span class="linenos">3442</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3443"><a href="#L-3443"><span class="linenos">3443</span></a>				<span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3444"><a href="#L-3444"><span class="linenos">3444</span></a>				<span class="p">}</span>
+</span><span id="L-3445"><a href="#L-3445"><span class="linenos">3445</span></a>		<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;D47&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3446"><a href="#L-3446"><span class="linenos">3446</span></a>			<span class="n">data</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3447"><a href="#L-3447"><span class="linenos">3447</span></a>				<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">]</span>
+</span><span id="L-3448"><a href="#L-3448"><span class="linenos">3448</span></a>				<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3449"><a href="#L-3449"><span class="linenos">3449</span></a>				<span class="k">if</span> <span class="s1">&#39;D47&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3450"><a href="#L-3450"><span class="linenos">3450</span></a>				<span class="p">}</span>
+</span><span id="L-3451"><a href="#L-3451"><span class="linenos">3451</span></a>
+</span><span id="L-3452"><a href="#L-3452"><span class="linenos">3452</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="L-3453"><a href="#L-3453"><span class="linenos">3453</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">wg</span><span class="p">()</span>
+</span><span id="L-3454"><a href="#L-3454"><span class="linenos">3454</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">crunch</span><span class="p">()</span>
+</span><span id="L-3455"><a href="#L-3455"><span class="linenos">3455</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">standardize</span><span class="p">()</span>
+</span><span id="L-3456"><a href="#L-3456"><span class="linenos">3456</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">summary</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3457"><a href="#L-3457"><span class="linenos">3457</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_residuals</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">,</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;D47_residuals.pdf&#39;</span><span class="p">,</span> <span class="n">kde</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+</span><span id="L-3458"><a href="#L-3458"><span class="linenos">3458</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_bulk_compositions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span> <span class="o">+</span> <span class="s1">&#39;/bulk_compositions&#39;</span><span class="p">)</span>
+</span><span id="L-3459"><a href="#L-3459"><span class="linenos">3459</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3460"><a href="#L-3460"><span class="linenos">3460</span></a>	<span class="n">data</span><span class="o">.</span><span class="n">save_D47_correl</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3461"><a href="#L-3461"><span class="linenos">3461</span></a>	
+</span><span id="L-3462"><a href="#L-3462"><span class="linenos">3462</span></a>	<span class="k">if</span> <span class="ow">not</span> <span class="n">run_D48</span><span class="p">:</span>
+</span><span id="L-3463"><a href="#L-3463"><span class="linenos">3463</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3464"><a href="#L-3464"><span class="linenos">3464</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3465"><a href="#L-3465"><span class="linenos">3465</span></a>		<span class="n">data</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3466"><a href="#L-3466"><span class="linenos">3466</span></a>
+</span><span id="L-3467"><a href="#L-3467"><span class="linenos">3467</span></a>
+</span><span id="L-3468"><a href="#L-3468"><span class="linenos">3468</span></a>	<span class="k">if</span> <span class="n">run_D48</span><span class="p">:</span>
+</span><span id="L-3469"><a href="#L-3469"><span class="linenos">3469</span></a>		<span class="n">data2</span> <span class="o">=</span> <span class="n">D48data</span><span class="p">()</span>
+</span><span id="L-3470"><a href="#L-3470"><span class="linenos">3470</span></a>		<span class="nb">print</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
+</span><span id="L-3471"><a href="#L-3471"><span class="linenos">3471</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="n">rawdata</span><span class="p">)</span>
+</span><span id="L-3472"><a href="#L-3472"><span class="linenos">3472</span></a>
+</span><span id="L-3473"><a href="#L-3473"><span class="linenos">3473</span></a>		<span class="n">data2</span> <span class="o">=</span> <span class="n">D48data</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">data2</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_uid</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">exclude_sample</span><span class="p">])</span>
+</span><span id="L-3474"><a href="#L-3474"><span class="linenos">3474</span></a>
+</span><span id="L-3475"><a href="#L-3475"><span class="linenos">3475</span></a>		<span class="k">if</span> <span class="n">anchors</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="L-3476"><a href="#L-3476"><span class="linenos">3476</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3477"><a href="#L-3477"><span class="linenos">3477</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_d13C_VPDB</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3478"><a href="#L-3478"><span class="linenos">3478</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span>
+</span><span id="L-3479"><a href="#L-3479"><span class="linenos">3479</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3480"><a href="#L-3480"><span class="linenos">3480</span></a>					<span class="k">if</span> <span class="s1">&#39;d13C_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3481"><a href="#L-3481"><span class="linenos">3481</span></a>					<span class="p">}</span>
+</span><span id="L-3482"><a href="#L-3482"><span class="linenos">3482</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3483"><a href="#L-3483"><span class="linenos">3483</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_d18O_VPDB</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3484"><a href="#L-3484"><span class="linenos">3484</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VPDB&#39;</span><span class="p">]</span>
+</span><span id="L-3485"><a href="#L-3485"><span class="linenos">3485</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3486"><a href="#L-3486"><span class="linenos">3486</span></a>					<span class="k">if</span> <span class="s1">&#39;d18O_VPDB&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3487"><a href="#L-3487"><span class="linenos">3487</span></a>					<span class="p">}</span>
+</span><span id="L-3488"><a href="#L-3488"><span class="linenos">3488</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">([</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span> <span class="k">if</span> <span class="s1">&#39;D48&#39;</span> <span class="ow">in</span> <span class="n">_</span><span class="p">]):</span>
+</span><span id="L-3489"><a href="#L-3489"><span class="linenos">3489</span></a>				<span class="n">data2</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="L-3490"><a href="#L-3490"><span class="linenos">3490</span></a>					<span class="n">_</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]:</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;D48&#39;</span><span class="p">]</span>
+</span><span id="L-3491"><a href="#L-3491"><span class="linenos">3491</span></a>					<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">anchors</span>
+</span><span id="L-3492"><a href="#L-3492"><span class="linenos">3492</span></a>					<span class="k">if</span> <span class="s1">&#39;D48&#39;</span> <span class="ow">in</span> <span class="n">_</span>
+</span><span id="L-3493"><a href="#L-3493"><span class="linenos">3493</span></a>					<span class="p">}</span>
+</span><span id="L-3494"><a href="#L-3494"><span class="linenos">3494</span></a>
+</span><span id="L-3495"><a href="#L-3495"><span class="linenos">3495</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="L-3496"><a href="#L-3496"><span class="linenos">3496</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">wg</span><span class="p">()</span>
+</span><span id="L-3497"><a href="#L-3497"><span class="linenos">3497</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">crunch</span><span class="p">()</span>
+</span><span id="L-3498"><a href="#L-3498"><span class="linenos">3498</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">standardize</span><span class="p">()</span>
+</span><span id="L-3499"><a href="#L-3499"><span class="linenos">3499</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">summary</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3500"><a href="#L-3500"><span class="linenos">3500</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3501"><a href="#L-3501"><span class="linenos">3501</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_residuals</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">,</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;D48_residuals.pdf&#39;</span><span class="p">,</span> <span class="n">kde</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+</span><span id="L-3502"><a href="#L-3502"><span class="linenos">3502</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">plot_distribution_of_analyses</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3503"><a href="#L-3503"><span class="linenos">3503</span></a>		<span class="n">data2</span><span class="o">.</span><span class="n">save_D48_correl</span><span class="p">(</span><span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3504"><a href="#L-3504"><span class="linenos">3504</span></a>
+</span><span id="L-3505"><a href="#L-3505"><span class="linenos">3505</span></a>		<span class="n">table_of_analyses</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3506"><a href="#L-3506"><span class="linenos">3506</span></a>		<span class="n">table_of_samples</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3507"><a href="#L-3507"><span class="linenos">3507</span></a>		<span class="n">table_of_sessions</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">data2</span><span class="p">,</span> <span class="nb">dir</span> <span class="o">=</span> <span class="n">output_dir</span><span class="p">)</span>
+</span><span id="L-3508"><a href="#L-3508"><span class="linenos">3508</span></a>		
+</span><span id="L-3509"><a href="#L-3509"><span class="linenos">3509</span></a><span class="k">def</span> <span class="nf">__cli</span><span class="p">():</span>
+</span><span id="L-3510"><a href="#L-3510"><span class="linenos">3510</span></a>	<span class="n">_app</span><span class="p">()</span>
 </span></pre></div>
 
 
@@ -5279,10 +5305,10 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
 Session     Na  Nu  d13Cwg_VPDB  d18Owg_VSMOW  r_d13C  r_d18O   r_D47         a ± SE   1e3 x b ± SE          c ± SE
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
-Session_01   9   6       -4.000        26.000  0.0205  0.0633  0.0091  1.015 ± 0.015  0.427 ± 0.232  -0.909 ± 0.006
-Session_02   9   6       -4.000        26.000  0.0210  0.0882  0.0100  0.990 ± 0.015  0.484 ± 0.232  -0.905 ± 0.006
-Session_03   9   6       -4.000        26.000  0.0186  0.0505  0.0111  0.997 ± 0.015  0.167 ± 0.233  -0.901 ± 0.006
-Session_04   9   6       -4.000        26.000  0.0192  0.0467  0.0086  1.017 ± 0.015  0.229 ± 0.232  -0.910 ± 0.006
+Session_01   9   6       -4.000        26.000  0.0205  0.0633  0.0075  1.015 ± 0.015  0.427 ± 0.232  -0.909 ± 0.006
+Session_02   9   6       -4.000        26.000  0.0210  0.0882  0.0082  0.990 ± 0.015  0.484 ± 0.232  -0.905 ± 0.006
+Session_03   9   6       -4.000        26.000  0.0186  0.0505  0.0091  0.997 ± 0.015  0.167 ± 0.233  -0.901 ± 0.006
+Session_04   9   6       -4.000        26.000  0.0192  0.0467  0.0070  1.017 ± 0.015  0.229 ± 0.232  -0.910 ± 0.006
 ––––––––––  ––  ––  –––––––––––  ––––––––––––  ––––––  ––––––  ––––––  –––––––––––––  –––––––––––––  ––––––––––––––
 
 [table_of_samples] 
@@ -5300,66 +5326,66 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 –––  ––––––––––  ––––––  –––––––––––  ––––––––––––  –––––––––  –––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  –––––––––  –––––––––  –––––––––  ––––––––
 UID     Session  Sample  d13Cwg_VPDB  d18Owg_VSMOW        d45        d46         d47         d48         d49   d13C_VPDB  d18O_VSMOW     D47raw     D48raw     D49raw       D47
 –––  ––––––––––  ––––––  –––––––––––  ––––––––––––  –––––––––  –––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  ––––––––––  –––––––––  –––––––––  –––––––––  ––––––––
-1    Session_01   ETH-1       -4.000        26.000   6.049381  10.706856   16.135579   21.196941   27.780042    2.057827   36.937067  -0.685751  -0.324384   0.045870  0.212791
-2    Session_01   ETH-3       -4.000        26.000   5.755174  11.255104   16.792797   22.451660   28.306614    1.723596   37.497816  -0.270825  -0.181089  -0.195908  0.621458
-3    Session_01   ETH-2       -4.000        26.000  -5.982229  -6.110437  -12.827036  -12.492272  -18.023381  -10.166188   19.784916  -0.693555  -0.312598   0.251040  0.217274
-4    Session_01   ETH-1       -4.000        26.000   5.995601  10.755323   16.116087   21.285428   27.780042    1.998631   36.986704  -0.696924  -0.333640   0.008600  0.201787
-5    Session_01     BAR       -4.000        26.000  -9.920507  10.903408    0.065076   21.704075   10.707292  -14.998270   37.174839  -0.307018  -0.216978  -0.026076  0.592818
-6    Session_01     FOO       -4.000        26.000  -0.876454   2.906764    1.341194    5.490264    4.665655   -5.048760   28.984806  -0.608593  -0.329808  -0.114437  0.295055
-7    Session_01     FOO       -4.000        26.000  -0.838118   2.819853    1.310384    5.326005    4.665655   -5.004629   28.895933  -0.593755  -0.319861   0.014956  0.309692
-8    Session_01   ETH-2       -4.000        26.000  -5.974124  -5.955517  -12.668784  -12.208184  -18.023381  -10.163274   19.943159  -0.694902  -0.336672  -0.063946  0.215880
-9    Session_01   ETH-3       -4.000        26.000   5.727341  11.211663   16.713472   22.364770   28.306614    1.695479   37.453503  -0.278056  -0.180158  -0.082015  0.614365
-10   Session_01     FOO       -4.000        26.000  -0.848028   2.874679    1.346196    5.439150    4.665655   -5.017230   28.951964  -0.601502  -0.316664  -0.081898  0.302042
-11   Session_01     BAR       -4.000        26.000  -9.959983  10.926995    0.053806   21.724901   10.707292  -15.041279   37.199026  -0.300066  -0.243252  -0.029371  0.599675
-12   Session_01     BAR       -4.000        26.000  -9.915975  10.968470    0.153453   21.749385   10.707292  -14.995822   37.241294  -0.286638  -0.301325  -0.157376  0.612868
-13   Session_01   ETH-3       -4.000        26.000   5.734896  11.229855   16.740410   22.402091   28.306614    1.702875   37.472070  -0.276998  -0.179635  -0.125368  0.615396
-14   Session_01   ETH-2       -4.000        26.000  -5.991278  -5.995054  -12.741562  -12.184075  -18.023381  -10.180122   19.902809  -0.711697  -0.232746   0.032602  0.199357
-15   Session_01   ETH-1       -4.000        26.000   6.010276  10.840276   16.207960   21.475150   27.780042    2.011176   37.073454  -0.704188  -0.315986  -0.172089  0.194589
-16   Session_02   ETH-3       -4.000        26.000   5.757137  11.232751   16.744567   22.398244   28.306614    1.731295   37.514660  -0.298533  -0.189123  -0.154557  0.604363
-17   Session_02   ETH-1       -4.000        26.000   5.993918  10.617469   15.991900   21.070358   27.780042    2.006934   36.882679  -0.683329  -0.271476   0.278458  0.216152
-18   Session_02   ETH-3       -4.000        26.000   5.719281  11.207303   16.681693   22.370886   28.306614    1.691780   37.488633  -0.296801  -0.165556  -0.065004  0.606143
-19   Session_02   ETH-3       -4.000        26.000   5.716356  11.091821   16.582487   22.123857   28.306614    1.692901   37.370126  -0.279100  -0.178789   0.162540  0.624067
-20   Session_02   ETH-1       -4.000        26.000   6.030532  10.851030   16.245571   21.457100   27.780042    2.037466   37.122284  -0.698413  -0.354920  -0.214443  0.200795
-21   Session_02     BAR       -4.000        26.000  -9.963888  10.865863   -0.023549   21.615868   10.707292  -15.053743   37.174715  -0.313906  -0.229031   0.093637  0.597041
-22   Session_02     FOO       -4.000        26.000  -0.819742   2.826793    1.317044    5.330616    4.665655   -4.986618   28.903335  -0.612871  -0.329113  -0.018244  0.294481
-23   Session_02   ETH-1       -4.000        26.000   6.019963  10.773112   16.163825   21.331060   27.780042    2.029040   37.042346  -0.692234  -0.324161  -0.051788  0.207075
+1    Session_01   ETH-1       -4.000        26.000   5.995601  10.755323   16.116087   21.285428   27.780042    1.998631   36.986704  -0.696924  -0.333640   0.008600  0.201787
+2    Session_01     FOO       -4.000        26.000  -0.848028   2.874679    1.346196    5.439150    4.665655   -5.017230   28.951964  -0.601502  -0.316664  -0.081898  0.302042
+3    Session_01     BAR       -4.000        26.000  -9.920507  10.903408    0.065076   21.704075   10.707292  -14.998270   37.174839  -0.307018  -0.216978  -0.026076  0.592818
+4    Session_01   ETH-1       -4.000        26.000   6.010276  10.840276   16.207960   21.475150   27.780042    2.011176   37.073454  -0.704188  -0.315986  -0.172089  0.194589
+5    Session_01     FOO       -4.000        26.000  -0.838118   2.819853    1.310384    5.326005    4.665655   -5.004629   28.895933  -0.593755  -0.319861   0.014956  0.309692
+6    Session_01   ETH-2       -4.000        26.000  -5.974124  -5.955517  -12.668784  -12.208184  -18.023381  -10.163274   19.943159  -0.694902  -0.336672  -0.063946  0.215880
+7    Session_01     FOO       -4.000        26.000  -0.876454   2.906764    1.341194    5.490264    4.665655   -5.048760   28.984806  -0.608593  -0.329808  -0.114437  0.295055
+8    Session_01   ETH-3       -4.000        26.000   5.727341  11.211663   16.713472   22.364770   28.306614    1.695479   37.453503  -0.278056  -0.180158  -0.082015  0.614365
+9    Session_01     BAR       -4.000        26.000  -9.959983  10.926995    0.053806   21.724901   10.707292  -15.041279   37.199026  -0.300066  -0.243252  -0.029371  0.599675
+10   Session_01   ETH-3       -4.000        26.000   5.734896  11.229855   16.740410   22.402091   28.306614    1.702875   37.472070  -0.276998  -0.179635  -0.125368  0.615396
+11   Session_01     BAR       -4.000        26.000  -9.915975  10.968470    0.153453   21.749385   10.707292  -14.995822   37.241294  -0.286638  -0.301325  -0.157376  0.612868
+12   Session_01   ETH-1       -4.000        26.000   6.049381  10.706856   16.135579   21.196941   27.780042    2.057827   36.937067  -0.685751  -0.324384   0.045870  0.212791
+13   Session_01   ETH-2       -4.000        26.000  -5.991278  -5.995054  -12.741562  -12.184075  -18.023381  -10.180122   19.902809  -0.711697  -0.232746   0.032602  0.199357
+14   Session_01   ETH-2       -4.000        26.000  -5.982229  -6.110437  -12.827036  -12.492272  -18.023381  -10.166188   19.784916  -0.693555  -0.312598   0.251040  0.217274
+15   Session_01   ETH-3       -4.000        26.000   5.755174  11.255104   16.792797   22.451660   28.306614    1.723596   37.497816  -0.270825  -0.181089  -0.195908  0.621458
+16   Session_02   ETH-1       -4.000        26.000   5.993918  10.617469   15.991900   21.070358   27.780042    2.006934   36.882679  -0.683329  -0.271476   0.278458  0.216152
+17   Session_02   ETH-1       -4.000        26.000   6.030532  10.851030   16.245571   21.457100   27.780042    2.037466   37.122284  -0.698413  -0.354920  -0.214443  0.200795
+18   Session_02     BAR       -4.000        26.000  -9.963888  10.865863   -0.023549   21.615868   10.707292  -15.053743   37.174715  -0.313906  -0.229031   0.093637  0.597041
+19   Session_02   ETH-3       -4.000        26.000   5.719281  11.207303   16.681693   22.370886   28.306614    1.691780   37.488633  -0.296801  -0.165556  -0.065004  0.606143
+20   Session_02   ETH-1       -4.000        26.000   6.019963  10.773112   16.163825   21.331060   27.780042    2.029040   37.042346  -0.692234  -0.324161  -0.051788  0.207075
+21   Session_02     BAR       -4.000        26.000  -9.957566  10.903888    0.031785   21.739434   10.707292  -15.048386   37.213724  -0.302139  -0.183327   0.012926  0.608897
+22   Session_02     FOO       -4.000        26.000  -0.848415   2.849823    1.308081    5.427767    4.665655   -5.018107   28.927036  -0.614791  -0.278426  -0.032784  0.292547
+23   Session_02   ETH-2       -4.000        26.000  -5.950370  -5.959974  -12.650784  -12.197864  -18.023381  -10.143809   19.897777  -0.696916  -0.317263  -0.080604  0.216441
 24   Session_02   ETH-2       -4.000        26.000  -5.982371  -6.036210  -12.762399  -12.309944  -18.023381  -10.175178   19.819614  -0.701348  -0.277354   0.104418  0.212021
 25   Session_02     FOO       -4.000        26.000  -0.835046   2.870518    1.355370    5.487896    4.665655   -5.004585   28.948243  -0.601666  -0.259900  -0.087592  0.305777
-26   Session_02   ETH-2       -4.000        26.000  -5.950370  -5.959974  -12.650784  -12.197864  -18.023381  -10.143809   19.897777  -0.696916  -0.317263  -0.080604  0.216441
-27   Session_02     BAR       -4.000        26.000  -9.936020  10.862339    0.024660   21.563307   10.707292  -15.023836   37.171034  -0.291333  -0.273498   0.070452  0.619812
-28   Session_02     FOO       -4.000        26.000  -0.848415   2.849823    1.308081    5.427767    4.665655   -5.018107   28.927036  -0.614791  -0.278426  -0.032784  0.292547
-29   Session_02     BAR       -4.000        26.000  -9.957566  10.903888    0.031785   21.739434   10.707292  -15.048386   37.213724  -0.302139  -0.183327   0.012926  0.608897
-30   Session_02   ETH-2       -4.000        26.000  -5.993476  -5.944866  -12.696865  -12.149754  -18.023381  -10.190430   19.913381  -0.713779  -0.298963  -0.064251  0.199436
-31   Session_03     FOO       -4.000        26.000  -0.800284   2.851299    1.376828    5.379547    4.665655   -4.951581   28.910199  -0.597293  -0.329315  -0.087015  0.304784
-32   Session_03   ETH-3       -4.000        26.000   5.753467  11.206589   16.719131   22.373244   28.306614    1.723960   37.511190  -0.294350  -0.161838  -0.099835  0.606103
-33   Session_03   ETH-2       -4.000        26.000  -5.997147  -5.905858  -12.655382  -12.081612  -18.023381  -10.165400   19.891551  -0.706536  -0.308464  -0.137414  0.197550
-34   Session_03     FOO       -4.000        26.000  -0.873798   2.820799    1.272165    5.370745    4.665655   -5.028782   28.878917  -0.596008  -0.277258   0.051165  0.306090
-35   Session_03     BAR       -4.000        26.000  -9.928709  10.989665    0.148059   21.852677   10.707292  -14.976237   37.324152  -0.299358  -0.242185  -0.184835  0.603855
-36   Session_03   ETH-2       -4.000        26.000  -6.000290  -5.947172  -12.697463  -12.164602  -18.023381  -10.167221   19.848953  -0.705037  -0.309350  -0.052386  0.199061
-37   Session_03   ETH-2       -4.000        26.000  -6.008525  -5.909707  -12.647727  -12.075913  -18.023381  -10.177379   19.887608  -0.683183  -0.294956  -0.117608  0.220975
-38   Session_03   ETH-3       -4.000        26.000   5.748546  11.079879   16.580826   22.120063   28.306614    1.723364   37.380534  -0.302133  -0.158882   0.151641  0.598318
-39   Session_03     FOO       -4.000        26.000  -0.823857   2.761300    1.258060    5.239992    4.665655   -4.973383   28.817444  -0.603327  -0.288652   0.114488  0.298751
-40   Session_03   ETH-1       -4.000        26.000   5.994622  10.743980   16.116098   21.243734   27.780042    1.997857   37.033567  -0.684883  -0.352014   0.031692  0.214449
-41   Session_03   ETH-3       -4.000        26.000   5.718991  11.146227   16.640814   22.243185   28.306614    1.689442   37.449023  -0.277332  -0.169668   0.053997  0.623187
-42   Session_03   ETH-1       -4.000        26.000   6.040566  10.786620   16.205283   21.374963   27.780042    2.045244   37.077432  -0.685706  -0.307909  -0.099869  0.213609
-43   Session_03     BAR       -4.000        26.000  -9.952115  11.034508    0.169809   21.885915   10.707292  -15.002819   37.370451  -0.296804  -0.298351  -0.246731  0.606414
-44   Session_03   ETH-1       -4.000        26.000   6.004078  10.683951   16.045192   21.214355   27.780042    2.010134   36.971642  -0.705956  -0.262026   0.138399  0.193323
-45   Session_03     BAR       -4.000        26.000  -9.957114  10.898997    0.044946   21.602296   10.707292  -15.003175   37.230716  -0.284699  -0.307849   0.021944  0.618578
-46   Session_04   ETH-2       -4.000        26.000  -5.966627  -5.893789  -12.597717  -12.120719  -18.023381  -10.161842   19.911776  -0.691757  -0.372308  -0.193986  0.217132
-47   Session_04   ETH-3       -4.000        26.000   5.751908  11.207110   16.726741   22.380392   28.306614    1.705481   37.480657  -0.285776  -0.155878  -0.099197  0.609567
-48   Session_04     BAR       -4.000        26.000  -9.951025  10.951923    0.089386   21.738926   10.707292  -15.031949   37.254709  -0.298065  -0.278834  -0.087463  0.601230
-49   Session_04     FOO       -4.000        26.000  -0.848192   2.777763    1.251297    5.280272    4.665655   -5.023358   28.822585  -0.601094  -0.281419   0.108186  0.303128
-50   Session_04   ETH-1       -4.000        26.000   6.017312  10.735930   16.123043   21.270597   27.780042    2.005824   36.995214  -0.693479  -0.309795   0.023309  0.208980
-51   Session_04   ETH-2       -4.000        26.000  -5.973623  -5.975018  -12.694278  -12.194472  -18.023381  -10.166297   19.828211  -0.701951  -0.283570  -0.025935  0.207135
-52   Session_04     BAR       -4.000        26.000  -9.931741  10.819830   -0.023748   21.529372   10.707292  -15.006533   37.118743  -0.302866  -0.222623   0.148462  0.596536
-53   Session_04   ETH-1       -4.000        26.000   6.023822  10.730714   16.121184   21.235757   27.780042    2.012958   36.989833  -0.696908  -0.333582   0.026555  0.205610
-54   Session_04     FOO       -4.000        26.000  -0.791191   2.708220    1.256167    5.145784    4.665655   -4.960004   28.750896  -0.586913  -0.276505   0.183674  0.317065
-55   Session_04     FOO       -4.000        26.000  -0.853969   2.805035    1.267571    5.353907    4.665655   -5.030523   28.850660  -0.605611  -0.262571   0.060903  0.298685
-56   Session_04   ETH-2       -4.000        26.000  -5.986501  -5.915157  -12.656583  -12.060382  -18.023381  -10.182247   19.889836  -0.709603  -0.268277  -0.130450  0.199604
-57   Session_04   ETH-3       -4.000        26.000   5.739420  11.128582   16.641344   22.166106   28.306614    1.695046   37.399884  -0.280608  -0.210162   0.066645  0.614665
-58   Session_04     BAR       -4.000        26.000  -9.926078  10.884823    0.060864   21.650722   10.707292  -15.002880   37.185606  -0.287358  -0.232425   0.016044  0.611760
-59   Session_04   ETH-1       -4.000        26.000   6.029937  10.766997   16.151273   21.345479   27.780042    2.018148   37.027152  -0.708855  -0.297953  -0.050465  0.193862
-60   Session_04   ETH-3       -4.000        26.000   5.798016  11.254135   16.832228   22.432473   28.306614    1.752928   37.528936  -0.275047  -0.197935  -0.239408  0.620088
+26   Session_02   ETH-3       -4.000        26.000   5.716356  11.091821   16.582487   22.123857   28.306614    1.692901   37.370126  -0.279100  -0.178789   0.162540  0.624067
+27   Session_02   ETH-3       -4.000        26.000   5.757137  11.232751   16.744567   22.398244   28.306614    1.731295   37.514660  -0.298533  -0.189123  -0.154557  0.604363
+28   Session_02     BAR       -4.000        26.000  -9.936020  10.862339    0.024660   21.563307   10.707292  -15.023836   37.171034  -0.291333  -0.273498   0.070452  0.619812
+29   Session_02   ETH-2       -4.000        26.000  -5.993476  -5.944866  -12.696865  -12.149754  -18.023381  -10.190430   19.913381  -0.713779  -0.298963  -0.064251  0.199436
+30   Session_02     FOO       -4.000        26.000  -0.819742   2.826793    1.317044    5.330616    4.665655   -4.986618   28.903335  -0.612871  -0.329113  -0.018244  0.294481
+31   Session_03     BAR       -4.000        26.000  -9.952115  11.034508    0.169809   21.885915   10.707292  -15.002819   37.370451  -0.296804  -0.298351  -0.246731  0.606414
+32   Session_03   ETH-1       -4.000        26.000   6.004078  10.683951   16.045192   21.214355   27.780042    2.010134   36.971642  -0.705956  -0.262026   0.138399  0.193323
+33   Session_03   ETH-2       -4.000        26.000  -6.000290  -5.947172  -12.697463  -12.164602  -18.023381  -10.167221   19.848953  -0.705037  -0.309350  -0.052386  0.199061
+34   Session_03   ETH-1       -4.000        26.000   6.040566  10.786620   16.205283   21.374963   27.780042    2.045244   37.077432  -0.685706  -0.307909  -0.099869  0.213609
+35   Session_03     FOO       -4.000        26.000  -0.823857   2.761300    1.258060    5.239992    4.665655   -4.973383   28.817444  -0.603327  -0.288652   0.114488  0.298751
+36   Session_03   ETH-3       -4.000        26.000   5.718991  11.146227   16.640814   22.243185   28.306614    1.689442   37.449023  -0.277332  -0.169668   0.053997  0.623187
+37   Session_03   ETH-3       -4.000        26.000   5.748546  11.079879   16.580826   22.120063   28.306614    1.723364   37.380534  -0.302133  -0.158882   0.151641  0.598318
+38   Session_03     FOO       -4.000        26.000  -0.873798   2.820799    1.272165    5.370745    4.665655   -5.028782   28.878917  -0.596008  -0.277258   0.051165  0.306090
+39   Session_03     BAR       -4.000        26.000  -9.928709  10.989665    0.148059   21.852677   10.707292  -14.976237   37.324152  -0.299358  -0.242185  -0.184835  0.603855
+40   Session_03   ETH-2       -4.000        26.000  -5.997147  -5.905858  -12.655382  -12.081612  -18.023381  -10.165400   19.891551  -0.706536  -0.308464  -0.137414  0.197550
+41   Session_03     BAR       -4.000        26.000  -9.957114  10.898997    0.044946   21.602296   10.707292  -15.003175   37.230716  -0.284699  -0.307849   0.021944  0.618578
+42   Session_03   ETH-3       -4.000        26.000   5.753467  11.206589   16.719131   22.373244   28.306614    1.723960   37.511190  -0.294350  -0.161838  -0.099835  0.606103
+43   Session_03     FOO       -4.000        26.000  -0.800284   2.851299    1.376828    5.379547    4.665655   -4.951581   28.910199  -0.597293  -0.329315  -0.087015  0.304784
+44   Session_03   ETH-2       -4.000        26.000  -6.008525  -5.909707  -12.647727  -12.075913  -18.023381  -10.177379   19.887608  -0.683183  -0.294956  -0.117608  0.220975
+45   Session_03   ETH-1       -4.000        26.000   5.994622  10.743980   16.116098   21.243734   27.780042    1.997857   37.033567  -0.684883  -0.352014   0.031692  0.214449
+46   Session_04   ETH-3       -4.000        26.000   5.739420  11.128582   16.641344   22.166106   28.306614    1.695046   37.399884  -0.280608  -0.210162   0.066645  0.614665
+47   Session_04   ETH-1       -4.000        26.000   6.029937  10.766997   16.151273   21.345479   27.780042    2.018148   37.027152  -0.708855  -0.297953  -0.050465  0.193862
+48   Session_04   ETH-1       -4.000        26.000   6.023822  10.730714   16.121184   21.235757   27.780042    2.012958   36.989833  -0.696908  -0.333582   0.026555  0.205610
+49   Session_04   ETH-3       -4.000        26.000   5.798016  11.254135   16.832228   22.432473   28.306614    1.752928   37.528936  -0.275047  -0.197935  -0.239408  0.620088
+50   Session_04   ETH-2       -4.000        26.000  -5.973623  -5.975018  -12.694278  -12.194472  -18.023381  -10.166297   19.828211  -0.701951  -0.283570  -0.025935  0.207135
+51   Session_04   ETH-2       -4.000        26.000  -5.966627  -5.893789  -12.597717  -12.120719  -18.023381  -10.161842   19.911776  -0.691757  -0.372308  -0.193986  0.217132
+52   Session_04     FOO       -4.000        26.000  -0.853969   2.805035    1.267571    5.353907    4.665655   -5.030523   28.850660  -0.605611  -0.262571   0.060903  0.298685
+53   Session_04     BAR       -4.000        26.000  -9.926078  10.884823    0.060864   21.650722   10.707292  -15.002880   37.185606  -0.287358  -0.232425   0.016044  0.611760
+54   Session_04   ETH-2       -4.000        26.000  -5.986501  -5.915157  -12.656583  -12.060382  -18.023381  -10.182247   19.889836  -0.709603  -0.268277  -0.130450  0.199604
+55   Session_04     BAR       -4.000        26.000  -9.951025  10.951923    0.089386   21.738926   10.707292  -15.031949   37.254709  -0.298065  -0.278834  -0.087463  0.601230
+56   Session_04   ETH-3       -4.000        26.000   5.751908  11.207110   16.726741   22.380392   28.306614    1.705481   37.480657  -0.285776  -0.155878  -0.099197  0.609567
+57   Session_04   ETH-1       -4.000        26.000   6.017312  10.735930   16.123043   21.270597   27.780042    2.005824   36.995214  -0.693479  -0.309795   0.023309  0.208980
+58   Session_04     FOO       -4.000        26.000  -0.848192   2.777763    1.251297    5.280272    4.665655   -5.023358   28.822585  -0.601094  -0.281419   0.108186  0.303128
+59   Session_04     BAR       -4.000        26.000  -9.931741  10.819830   -0.023748   21.529372   10.707292  -15.006533   37.118743  -0.302866  -0.222623   0.148462  0.596536
+60   Session_04     FOO       -4.000        26.000  -0.791191   2.708220    1.256167    5.145784    4.665655   -4.960004   28.750896  -0.586913  -0.276505   0.183674  0.317065
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@@ -6988,1037 +7014,1063 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 </span><span id="D4xdata-2092"><a href="#D4xdata-2092"><span class="linenos">2092</span></a>			<span class="n">sp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">plot_single_session</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;constant&#39;</span><span class="p">)</span>
 </span><span id="D4xdata-2093"><a href="#D4xdata-2093"><span class="linenos">2093</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_plot_</span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">.</span><span class="si">{</span><span class="n">filetype</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="o">**</span><span class="p">({</span><span class="s1">&#39;dpi&#39;</span><span class="p">:</span> <span class="n">dpi</span><span class="p">}</span> <span class="k">if</span> <span class="n">filetype</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;png&#39;</span> <span class="k">else</span> <span class="p">{}))</span>
 </span><span id="D4xdata-2094"><a href="#D4xdata-2094"><span class="linenos">2094</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">sp</span><span class="o">.</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="D4xdata-2095"><a href="#D4xdata-2095"><span class="linenos">2095</span></a>
+</span><span id="D4xdata-2095"><a href="#D4xdata-2095"><span class="linenos">2095</span></a>			
 </span><span id="D4xdata-2096"><a href="#D4xdata-2096"><span class="linenos">2096</span></a>
-</span><span id="D4xdata-2097"><a href="#D4xdata-2097"><span class="linenos">2097</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata-2098"><a href="#D4xdata-2098"><span class="linenos">2098</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata-2099"><a href="#D4xdata-2099"><span class="linenos">2099</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2100"><a href="#D4xdata-2100"><span class="linenos">2100</span></a><span class="sd">		Compile various statistics for each sample.</span>
-</span><span id="D4xdata-2101"><a href="#D4xdata-2101"><span class="linenos">2101</span></a>
-</span><span id="D4xdata-2102"><a href="#D4xdata-2102"><span class="linenos">2102</span></a><span class="sd">		For each anchor sample:</span>
-</span><span id="D4xdata-2103"><a href="#D4xdata-2103"><span class="linenos">2103</span></a>
-</span><span id="D4xdata-2104"><a href="#D4xdata-2104"><span class="linenos">2104</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
-</span><span id="D4xdata-2105"><a href="#D4xdata-2105"><span class="linenos">2105</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
-</span><span id="D4xdata-2106"><a href="#D4xdata-2106"><span class="linenos">2106</span></a>
-</span><span id="D4xdata-2107"><a href="#D4xdata-2107"><span class="linenos">2107</span></a><span class="sd">		For each unknown sample:</span>
-</span><span id="D4xdata-2108"><a href="#D4xdata-2108"><span class="linenos">2108</span></a>
-</span><span id="D4xdata-2109"><a href="#D4xdata-2109"><span class="linenos">2109</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
-</span><span id="D4xdata-2110"><a href="#D4xdata-2110"><span class="linenos">2110</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
-</span><span id="D4xdata-2111"><a href="#D4xdata-2111"><span class="linenos">2111</span></a>
-</span><span id="D4xdata-2112"><a href="#D4xdata-2112"><span class="linenos">2112</span></a><span class="sd">		For each anchor and unknown:</span>
-</span><span id="D4xdata-2113"><a href="#D4xdata-2113"><span class="linenos">2113</span></a>
-</span><span id="D4xdata-2114"><a href="#D4xdata-2114"><span class="linenos">2114</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
-</span><span id="D4xdata-2115"><a href="#D4xdata-2115"><span class="linenos">2115</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
-</span><span id="D4xdata-2116"><a href="#D4xdata-2116"><span class="linenos">2116</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
-</span><span id="D4xdata-2117"><a href="#D4xdata-2117"><span class="linenos">2117</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
-</span><span id="D4xdata-2118"><a href="#D4xdata-2118"><span class="linenos">2118</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
-</span><span id="D4xdata-2119"><a href="#D4xdata-2119"><span class="linenos">2119</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
-</span><span id="D4xdata-2120"><a href="#D4xdata-2120"><span class="linenos">2120</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
-</span><span id="D4xdata-2121"><a href="#D4xdata-2121"><span class="linenos">2121</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2122"><a href="#D4xdata-2122"><span class="linenos">2122</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata-2123"><a href="#D4xdata-2123"><span class="linenos">2123</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
-</span><span id="D4xdata-2124"><a href="#D4xdata-2124"><span class="linenos">2124</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
-</span><span id="D4xdata-2125"><a href="#D4xdata-2125"><span class="linenos">2125</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata-2126"><a href="#D4xdata-2126"><span class="linenos">2126</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata-2127"><a href="#D4xdata-2127"><span class="linenos">2127</span></a>
-</span><span id="D4xdata-2128"><a href="#D4xdata-2128"><span class="linenos">2128</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata-2129"><a href="#D4xdata-2129"><span class="linenos">2129</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata-2130"><a href="#D4xdata-2130"><span class="linenos">2130</span></a>
-</span><span id="D4xdata-2131"><a href="#D4xdata-2131"><span class="linenos">2131</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata-2132"><a href="#D4xdata-2132"><span class="linenos">2132</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
-</span><span id="D4xdata-2133"><a href="#D4xdata-2133"><span class="linenos">2133</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="D4xdata-2134"><a href="#D4xdata-2134"><span class="linenos">2134</span></a>			
-</span><span id="D4xdata-2135"><a href="#D4xdata-2135"><span class="linenos">2135</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2136"><a href="#D4xdata-2136"><span class="linenos">2136</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="D4xdata-2137"><a href="#D4xdata-2137"><span class="linenos">2137</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata-2138"><a href="#D4xdata-2138"><span class="linenos">2138</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2139"><a href="#D4xdata-2139"><span class="linenos">2139</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata-2140"><a href="#D4xdata-2140"><span class="linenos">2140</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2141"><a href="#D4xdata-2141"><span class="linenos">2141</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2142"><a href="#D4xdata-2142"><span class="linenos">2142</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2143"><a href="#D4xdata-2143"><span class="linenos">2143</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2144"><a href="#D4xdata-2144"><span class="linenos">2144</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
-</span><span id="D4xdata-2145"><a href="#D4xdata-2145"><span class="linenos">2145</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
-</span><span id="D4xdata-2146"><a href="#D4xdata-2146"><span class="linenos">2146</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
-</span><span id="D4xdata-2147"><a href="#D4xdata-2147"><span class="linenos">2147</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2148"><a href="#D4xdata-2148"><span class="linenos">2148</span></a>
-</span><span id="D4xdata-2149"><a href="#D4xdata-2149"><span class="linenos">2149</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2150"><a href="#D4xdata-2150"><span class="linenos">2150</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="D4xdata-2151"><a href="#D4xdata-2151"><span class="linenos">2151</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata-2152"><a href="#D4xdata-2152"><span class="linenos">2152</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2153"><a href="#D4xdata-2153"><span class="linenos">2153</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata-2154"><a href="#D4xdata-2154"><span class="linenos">2154</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2155"><a href="#D4xdata-2155"><span class="linenos">2155</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata-2156"><a href="#D4xdata-2156"><span class="linenos">2156</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="D4xdata-2157"><a href="#D4xdata-2157"><span class="linenos">2157</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2158"><a href="#D4xdata-2158"><span class="linenos">2158</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata-2159"><a href="#D4xdata-2159"><span class="linenos">2159</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
-</span><span id="D4xdata-2160"><a href="#D4xdata-2160"><span class="linenos">2160</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2161"><a href="#D4xdata-2161"><span class="linenos">2161</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="D4xdata-2162"><a href="#D4xdata-2162"><span class="linenos">2162</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="D4xdata-2163"><a href="#D4xdata-2163"><span class="linenos">2163</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
-</span><span id="D4xdata-2164"><a href="#D4xdata-2164"><span class="linenos">2164</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
-</span><span id="D4xdata-2165"><a href="#D4xdata-2165"><span class="linenos">2165</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2166"><a href="#D4xdata-2166"><span class="linenos">2166</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
-</span><span id="D4xdata-2167"><a href="#D4xdata-2167"><span class="linenos">2167</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="D4xdata-2168"><a href="#D4xdata-2168"><span class="linenos">2168</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
-</span><span id="D4xdata-2169"><a href="#D4xdata-2169"><span class="linenos">2169</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
-</span><span id="D4xdata-2170"><a href="#D4xdata-2170"><span class="linenos">2170</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
-</span><span id="D4xdata-2171"><a href="#D4xdata-2171"><span class="linenos">2171</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
-</span><span id="D4xdata-2172"><a href="#D4xdata-2172"><span class="linenos">2172</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
-</span><span id="D4xdata-2173"><a href="#D4xdata-2173"><span class="linenos">2173</span></a>
-</span><span id="D4xdata-2174"><a href="#D4xdata-2174"><span class="linenos">2174</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="D4xdata-2175"><a href="#D4xdata-2175"><span class="linenos">2175</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2176"><a href="#D4xdata-2176"><span class="linenos">2176</span></a>
+</span><span id="D4xdata-2097"><a href="#D4xdata-2097"><span class="linenos">2097</span></a>
+</span><span id="D4xdata-2098"><a href="#D4xdata-2098"><span class="linenos">2098</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata-2099"><a href="#D4xdata-2099"><span class="linenos">2099</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata-2100"><a href="#D4xdata-2100"><span class="linenos">2100</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2101"><a href="#D4xdata-2101"><span class="linenos">2101</span></a><span class="sd">		Compile various statistics for each sample.</span>
+</span><span id="D4xdata-2102"><a href="#D4xdata-2102"><span class="linenos">2102</span></a>
+</span><span id="D4xdata-2103"><a href="#D4xdata-2103"><span class="linenos">2103</span></a><span class="sd">		For each anchor sample:</span>
+</span><span id="D4xdata-2104"><a href="#D4xdata-2104"><span class="linenos">2104</span></a>
+</span><span id="D4xdata-2105"><a href="#D4xdata-2105"><span class="linenos">2105</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
+</span><span id="D4xdata-2106"><a href="#D4xdata-2106"><span class="linenos">2106</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
+</span><span id="D4xdata-2107"><a href="#D4xdata-2107"><span class="linenos">2107</span></a>
+</span><span id="D4xdata-2108"><a href="#D4xdata-2108"><span class="linenos">2108</span></a><span class="sd">		For each unknown sample:</span>
+</span><span id="D4xdata-2109"><a href="#D4xdata-2109"><span class="linenos">2109</span></a>
+</span><span id="D4xdata-2110"><a href="#D4xdata-2110"><span class="linenos">2110</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
+</span><span id="D4xdata-2111"><a href="#D4xdata-2111"><span class="linenos">2111</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
+</span><span id="D4xdata-2112"><a href="#D4xdata-2112"><span class="linenos">2112</span></a>
+</span><span id="D4xdata-2113"><a href="#D4xdata-2113"><span class="linenos">2113</span></a><span class="sd">		For each anchor and unknown:</span>
+</span><span id="D4xdata-2114"><a href="#D4xdata-2114"><span class="linenos">2114</span></a>
+</span><span id="D4xdata-2115"><a href="#D4xdata-2115"><span class="linenos">2115</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
+</span><span id="D4xdata-2116"><a href="#D4xdata-2116"><span class="linenos">2116</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
+</span><span id="D4xdata-2117"><a href="#D4xdata-2117"><span class="linenos">2117</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
+</span><span id="D4xdata-2118"><a href="#D4xdata-2118"><span class="linenos">2118</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
+</span><span id="D4xdata-2119"><a href="#D4xdata-2119"><span class="linenos">2119</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
+</span><span id="D4xdata-2120"><a href="#D4xdata-2120"><span class="linenos">2120</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
+</span><span id="D4xdata-2121"><a href="#D4xdata-2121"><span class="linenos">2121</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
+</span><span id="D4xdata-2122"><a href="#D4xdata-2122"><span class="linenos">2122</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2123"><a href="#D4xdata-2123"><span class="linenos">2123</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata-2124"><a href="#D4xdata-2124"><span class="linenos">2124</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
+</span><span id="D4xdata-2125"><a href="#D4xdata-2125"><span class="linenos">2125</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
+</span><span id="D4xdata-2126"><a href="#D4xdata-2126"><span class="linenos">2126</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata-2127"><a href="#D4xdata-2127"><span class="linenos">2127</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata-2128"><a href="#D4xdata-2128"><span class="linenos">2128</span></a>
+</span><span id="D4xdata-2129"><a href="#D4xdata-2129"><span class="linenos">2129</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata-2130"><a href="#D4xdata-2130"><span class="linenos">2130</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata-2131"><a href="#D4xdata-2131"><span class="linenos">2131</span></a>
+</span><span id="D4xdata-2132"><a href="#D4xdata-2132"><span class="linenos">2132</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata-2133"><a href="#D4xdata-2133"><span class="linenos">2133</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
+</span><span id="D4xdata-2134"><a href="#D4xdata-2134"><span class="linenos">2134</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="D4xdata-2135"><a href="#D4xdata-2135"><span class="linenos">2135</span></a>			
+</span><span id="D4xdata-2136"><a href="#D4xdata-2136"><span class="linenos">2136</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2137"><a href="#D4xdata-2137"><span class="linenos">2137</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="D4xdata-2138"><a href="#D4xdata-2138"><span class="linenos">2138</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata-2139"><a href="#D4xdata-2139"><span class="linenos">2139</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2140"><a href="#D4xdata-2140"><span class="linenos">2140</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata-2141"><a href="#D4xdata-2141"><span class="linenos">2141</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2142"><a href="#D4xdata-2142"><span class="linenos">2142</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2143"><a href="#D4xdata-2143"><span class="linenos">2143</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2144"><a href="#D4xdata-2144"><span class="linenos">2144</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2145"><a href="#D4xdata-2145"><span class="linenos">2145</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
+</span><span id="D4xdata-2146"><a href="#D4xdata-2146"><span class="linenos">2146</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
+</span><span id="D4xdata-2147"><a href="#D4xdata-2147"><span class="linenos">2147</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
+</span><span id="D4xdata-2148"><a href="#D4xdata-2148"><span class="linenos">2148</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2149"><a href="#D4xdata-2149"><span class="linenos">2149</span></a>
+</span><span id="D4xdata-2150"><a href="#D4xdata-2150"><span class="linenos">2150</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2151"><a href="#D4xdata-2151"><span class="linenos">2151</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="D4xdata-2152"><a href="#D4xdata-2152"><span class="linenos">2152</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata-2153"><a href="#D4xdata-2153"><span class="linenos">2153</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2154"><a href="#D4xdata-2154"><span class="linenos">2154</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata-2155"><a href="#D4xdata-2155"><span class="linenos">2155</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2156"><a href="#D4xdata-2156"><span class="linenos">2156</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata-2157"><a href="#D4xdata-2157"><span class="linenos">2157</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="D4xdata-2158"><a href="#D4xdata-2158"><span class="linenos">2158</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2159"><a href="#D4xdata-2159"><span class="linenos">2159</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata-2160"><a href="#D4xdata-2160"><span class="linenos">2160</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
+</span><span id="D4xdata-2161"><a href="#D4xdata-2161"><span class="linenos">2161</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2162"><a href="#D4xdata-2162"><span class="linenos">2162</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="D4xdata-2163"><a href="#D4xdata-2163"><span class="linenos">2163</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="D4xdata-2164"><a href="#D4xdata-2164"><span class="linenos">2164</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
+</span><span id="D4xdata-2165"><a href="#D4xdata-2165"><span class="linenos">2165</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
+</span><span id="D4xdata-2166"><a href="#D4xdata-2166"><span class="linenos">2166</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2167"><a href="#D4xdata-2167"><span class="linenos">2167</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
+</span><span id="D4xdata-2168"><a href="#D4xdata-2168"><span class="linenos">2168</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="D4xdata-2169"><a href="#D4xdata-2169"><span class="linenos">2169</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
+</span><span id="D4xdata-2170"><a href="#D4xdata-2170"><span class="linenos">2170</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
+</span><span id="D4xdata-2171"><a href="#D4xdata-2171"><span class="linenos">2171</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
+</span><span id="D4xdata-2172"><a href="#D4xdata-2172"><span class="linenos">2172</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
+</span><span id="D4xdata-2173"><a href="#D4xdata-2173"><span class="linenos">2173</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
+</span><span id="D4xdata-2174"><a href="#D4xdata-2174"><span class="linenos">2174</span></a>
+</span><span id="D4xdata-2175"><a href="#D4xdata-2175"><span class="linenos">2175</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="D4xdata-2176"><a href="#D4xdata-2176"><span class="linenos">2176</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
 </span><span id="D4xdata-2177"><a href="#D4xdata-2177"><span class="linenos">2177</span></a>
 </span><span id="D4xdata-2178"><a href="#D4xdata-2178"><span class="linenos">2178</span></a>
-</span><span id="D4xdata-2179"><a href="#D4xdata-2179"><span class="linenos">2179</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata-2180"><a href="#D4xdata-2180"><span class="linenos">2180</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2181"><a href="#D4xdata-2181"><span class="linenos">2181</span></a><span class="sd">		Compute various statistics for each session.</span>
-</span><span id="D4xdata-2182"><a href="#D4xdata-2182"><span class="linenos">2182</span></a>
-</span><span id="D4xdata-2183"><a href="#D4xdata-2183"><span class="linenos">2183</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
-</span><span id="D4xdata-2184"><a href="#D4xdata-2184"><span class="linenos">2184</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
-</span><span id="D4xdata-2185"><a href="#D4xdata-2185"><span class="linenos">2185</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
-</span><span id="D4xdata-2186"><a href="#D4xdata-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
-</span><span id="D4xdata-2187"><a href="#D4xdata-2187"><span class="linenos">2187</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
-</span><span id="D4xdata-2188"><a href="#D4xdata-2188"><span class="linenos">2188</span></a><span class="sd">		+ `a`: scrambling factor</span>
-</span><span id="D4xdata-2189"><a href="#D4xdata-2189"><span class="linenos">2189</span></a><span class="sd">		+ `b`: compositional slope</span>
-</span><span id="D4xdata-2190"><a href="#D4xdata-2190"><span class="linenos">2190</span></a><span class="sd">		+ `c`: WG offset</span>
-</span><span id="D4xdata-2191"><a href="#D4xdata-2191"><span class="linenos">2191</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
-</span><span id="D4xdata-2192"><a href="#D4xdata-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
-</span><span id="D4xdata-2193"><a href="#D4xdata-2193"><span class="linenos">2193</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
-</span><span id="D4xdata-2194"><a href="#D4xdata-2194"><span class="linenos">2194</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
-</span><span id="D4xdata-2195"><a href="#D4xdata-2195"><span class="linenos">2195</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
-</span><span id="D4xdata-2196"><a href="#D4xdata-2196"><span class="linenos">2196</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
-</span><span id="D4xdata-2197"><a href="#D4xdata-2197"><span class="linenos">2197</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
-</span><span id="D4xdata-2198"><a href="#D4xdata-2198"><span class="linenos">2198</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
-</span><span id="D4xdata-2199"><a href="#D4xdata-2199"><span class="linenos">2199</span></a><span class="sd">		+ `c2`: WG offset drift</span>
-</span><span id="D4xdata-2200"><a href="#D4xdata-2200"><span class="linenos">2200</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
-</span><span id="D4xdata-2201"><a href="#D4xdata-2201"><span class="linenos">2201</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
-</span><span id="D4xdata-2202"><a href="#D4xdata-2202"><span class="linenos">2202</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
-</span><span id="D4xdata-2203"><a href="#D4xdata-2203"><span class="linenos">2203</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
-</span><span id="D4xdata-2204"><a href="#D4xdata-2204"><span class="linenos">2204</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2205"><a href="#D4xdata-2205"><span class="linenos">2205</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2206"><a href="#D4xdata-2206"><span class="linenos">2206</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="D4xdata-2207"><a href="#D4xdata-2207"><span class="linenos">2207</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2208"><a href="#D4xdata-2208"><span class="linenos">2208</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="D4xdata-2209"><a href="#D4xdata-2209"><span class="linenos">2209</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2210"><a href="#D4xdata-2210"><span class="linenos">2210</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="D4xdata-2211"><a href="#D4xdata-2211"><span class="linenos">2211</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="D4xdata-2212"><a href="#D4xdata-2212"><span class="linenos">2212</span></a>
-</span><span id="D4xdata-2213"><a href="#D4xdata-2213"><span class="linenos">2213</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2214"><a href="#D4xdata-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata-2215"><a href="#D4xdata-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata-2216"><a href="#D4xdata-2216"><span class="linenos">2216</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata-2217"><a href="#D4xdata-2217"><span class="linenos">2217</span></a>
-</span><span id="D4xdata-2218"><a href="#D4xdata-2218"><span class="linenos">2218</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2219"><a href="#D4xdata-2219"><span class="linenos">2219</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2220"><a href="#D4xdata-2220"><span class="linenos">2220</span></a>
-</span><span id="D4xdata-2221"><a href="#D4xdata-2221"><span class="linenos">2221</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2222"><a href="#D4xdata-2222"><span class="linenos">2222</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2223"><a href="#D4xdata-2223"><span class="linenos">2223</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2224"><a href="#D4xdata-2224"><span class="linenos">2224</span></a>
-</span><span id="D4xdata-2225"><a href="#D4xdata-2225"><span class="linenos">2225</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2226"><a href="#D4xdata-2226"><span class="linenos">2226</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2227"><a href="#D4xdata-2227"><span class="linenos">2227</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2228"><a href="#D4xdata-2228"><span class="linenos">2228</span></a>
-</span><span id="D4xdata-2229"><a href="#D4xdata-2229"><span class="linenos">2229</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2230"><a href="#D4xdata-2230"><span class="linenos">2230</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2231"><a href="#D4xdata-2231"><span class="linenos">2231</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2232"><a href="#D4xdata-2232"><span class="linenos">2232</span></a>
-</span><span id="D4xdata-2233"><a href="#D4xdata-2233"><span class="linenos">2233</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2234"><a href="#D4xdata-2234"><span class="linenos">2234</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata-2235"><a href="#D4xdata-2235"><span class="linenos">2235</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2236"><a href="#D4xdata-2236"><span class="linenos">2236</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2237"><a href="#D4xdata-2237"><span class="linenos">2237</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2238"><a href="#D4xdata-2238"><span class="linenos">2238</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2239"><a href="#D4xdata-2239"><span class="linenos">2239</span></a>
-</span><span id="D4xdata-2240"><a href="#D4xdata-2240"><span class="linenos">2240</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2241"><a href="#D4xdata-2241"><span class="linenos">2241</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata-2242"><a href="#D4xdata-2242"><span class="linenos">2242</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2243"><a href="#D4xdata-2243"><span class="linenos">2243</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2244"><a href="#D4xdata-2244"><span class="linenos">2244</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2245"><a href="#D4xdata-2245"><span class="linenos">2245</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2246"><a href="#D4xdata-2246"><span class="linenos">2246</span></a>
-</span><span id="D4xdata-2247"><a href="#D4xdata-2247"><span class="linenos">2247</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2248"><a href="#D4xdata-2248"><span class="linenos">2248</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata-2249"><a href="#D4xdata-2249"><span class="linenos">2249</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2250"><a href="#D4xdata-2250"><span class="linenos">2250</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata-2251"><a href="#D4xdata-2251"><span class="linenos">2251</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2252"><a href="#D4xdata-2252"><span class="linenos">2252</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata-2253"><a href="#D4xdata-2253"><span class="linenos">2253</span></a>
-</span><span id="D4xdata-2254"><a href="#D4xdata-2254"><span class="linenos">2254</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2255"><a href="#D4xdata-2255"><span class="linenos">2255</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2256"><a href="#D4xdata-2256"><span class="linenos">2256</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2257"><a href="#D4xdata-2257"><span class="linenos">2257</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="D4xdata-2258"><a href="#D4xdata-2258"><span class="linenos">2258</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
-</span><span id="D4xdata-2259"><a href="#D4xdata-2259"><span class="linenos">2259</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2260"><a href="#D4xdata-2260"><span class="linenos">2260</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2261"><a href="#D4xdata-2261"><span class="linenos">2261</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
-</span><span id="D4xdata-2262"><a href="#D4xdata-2262"><span class="linenos">2262</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata-2263"><a href="#D4xdata-2263"><span class="linenos">2263</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2264"><a href="#D4xdata-2264"><span class="linenos">2264</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2265"><a href="#D4xdata-2265"><span class="linenos">2265</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata-2266"><a href="#D4xdata-2266"><span class="linenos">2266</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata-2267"><a href="#D4xdata-2267"><span class="linenos">2267</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2268"><a href="#D4xdata-2268"><span class="linenos">2268</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata-2269"><a href="#D4xdata-2269"><span class="linenos">2269</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2270"><a href="#D4xdata-2270"><span class="linenos">2270</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2271"><a href="#D4xdata-2271"><span class="linenos">2271</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata-2272"><a href="#D4xdata-2272"><span class="linenos">2272</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata-2273"><a href="#D4xdata-2273"><span class="linenos">2273</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2274"><a href="#D4xdata-2274"><span class="linenos">2274</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata-2275"><a href="#D4xdata-2275"><span class="linenos">2275</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2276"><a href="#D4xdata-2276"><span class="linenos">2276</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata-2277"><a href="#D4xdata-2277"><span class="linenos">2277</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2278"><a href="#D4xdata-2278"><span class="linenos">2278</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2279"><a href="#D4xdata-2279"><span class="linenos">2279</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
-</span><span id="D4xdata-2280"><a href="#D4xdata-2280"><span class="linenos">2280</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata-2281"><a href="#D4xdata-2281"><span class="linenos">2281</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2282"><a href="#D4xdata-2282"><span class="linenos">2282</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2283"><a href="#D4xdata-2283"><span class="linenos">2283</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata-2284"><a href="#D4xdata-2284"><span class="linenos">2284</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata-2285"><a href="#D4xdata-2285"><span class="linenos">2285</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2286"><a href="#D4xdata-2286"><span class="linenos">2286</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata-2287"><a href="#D4xdata-2287"><span class="linenos">2287</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2288"><a href="#D4xdata-2288"><span class="linenos">2288</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata-2289"><a href="#D4xdata-2289"><span class="linenos">2289</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2290"><a href="#D4xdata-2290"><span class="linenos">2290</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2291"><a href="#D4xdata-2291"><span class="linenos">2291</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
-</span><span id="D4xdata-2292"><a href="#D4xdata-2292"><span class="linenos">2292</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata-2293"><a href="#D4xdata-2293"><span class="linenos">2293</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2294"><a href="#D4xdata-2294"><span class="linenos">2294</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata-2295"><a href="#D4xdata-2295"><span class="linenos">2295</span></a>
-</span><span id="D4xdata-2296"><a href="#D4xdata-2296"><span class="linenos">2296</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
-</span><span id="D4xdata-2297"><a href="#D4xdata-2297"><span class="linenos">2297</span></a>
-</span><span id="D4xdata-2298"><a href="#D4xdata-2298"><span class="linenos">2298</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2299"><a href="#D4xdata-2299"><span class="linenos">2299</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
+</span><span id="D4xdata-2179"><a href="#D4xdata-2179"><span class="linenos">2179</span></a>
+</span><span id="D4xdata-2180"><a href="#D4xdata-2180"><span class="linenos">2180</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata-2181"><a href="#D4xdata-2181"><span class="linenos">2181</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2182"><a href="#D4xdata-2182"><span class="linenos">2182</span></a><span class="sd">		Compute various statistics for each session.</span>
+</span><span id="D4xdata-2183"><a href="#D4xdata-2183"><span class="linenos">2183</span></a>
+</span><span id="D4xdata-2184"><a href="#D4xdata-2184"><span class="linenos">2184</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
+</span><span id="D4xdata-2185"><a href="#D4xdata-2185"><span class="linenos">2185</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
+</span><span id="D4xdata-2186"><a href="#D4xdata-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
+</span><span id="D4xdata-2187"><a href="#D4xdata-2187"><span class="linenos">2187</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
+</span><span id="D4xdata-2188"><a href="#D4xdata-2188"><span class="linenos">2188</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
+</span><span id="D4xdata-2189"><a href="#D4xdata-2189"><span class="linenos">2189</span></a><span class="sd">		+ `a`: scrambling factor</span>
+</span><span id="D4xdata-2190"><a href="#D4xdata-2190"><span class="linenos">2190</span></a><span class="sd">		+ `b`: compositional slope</span>
+</span><span id="D4xdata-2191"><a href="#D4xdata-2191"><span class="linenos">2191</span></a><span class="sd">		+ `c`: WG offset</span>
+</span><span id="D4xdata-2192"><a href="#D4xdata-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
+</span><span id="D4xdata-2193"><a href="#D4xdata-2193"><span class="linenos">2193</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
+</span><span id="D4xdata-2194"><a href="#D4xdata-2194"><span class="linenos">2194</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
+</span><span id="D4xdata-2195"><a href="#D4xdata-2195"><span class="linenos">2195</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
+</span><span id="D4xdata-2196"><a href="#D4xdata-2196"><span class="linenos">2196</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
+</span><span id="D4xdata-2197"><a href="#D4xdata-2197"><span class="linenos">2197</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
+</span><span id="D4xdata-2198"><a href="#D4xdata-2198"><span class="linenos">2198</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
+</span><span id="D4xdata-2199"><a href="#D4xdata-2199"><span class="linenos">2199</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
+</span><span id="D4xdata-2200"><a href="#D4xdata-2200"><span class="linenos">2200</span></a><span class="sd">		+ `c2`: WG offset drift</span>
+</span><span id="D4xdata-2201"><a href="#D4xdata-2201"><span class="linenos">2201</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
+</span><span id="D4xdata-2202"><a href="#D4xdata-2202"><span class="linenos">2202</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
+</span><span id="D4xdata-2203"><a href="#D4xdata-2203"><span class="linenos">2203</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
+</span><span id="D4xdata-2204"><a href="#D4xdata-2204"><span class="linenos">2204</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
+</span><span id="D4xdata-2205"><a href="#D4xdata-2205"><span class="linenos">2205</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2206"><a href="#D4xdata-2206"><span class="linenos">2206</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2207"><a href="#D4xdata-2207"><span class="linenos">2207</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="D4xdata-2208"><a href="#D4xdata-2208"><span class="linenos">2208</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2209"><a href="#D4xdata-2209"><span class="linenos">2209</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="D4xdata-2210"><a href="#D4xdata-2210"><span class="linenos">2210</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2211"><a href="#D4xdata-2211"><span class="linenos">2211</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="D4xdata-2212"><a href="#D4xdata-2212"><span class="linenos">2212</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="D4xdata-2213"><a href="#D4xdata-2213"><span class="linenos">2213</span></a>
+</span><span id="D4xdata-2214"><a href="#D4xdata-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2215"><a href="#D4xdata-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata-2216"><a href="#D4xdata-2216"><span class="linenos">2216</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata-2217"><a href="#D4xdata-2217"><span class="linenos">2217</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata-2218"><a href="#D4xdata-2218"><span class="linenos">2218</span></a>
+</span><span id="D4xdata-2219"><a href="#D4xdata-2219"><span class="linenos">2219</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2220"><a href="#D4xdata-2220"><span class="linenos">2220</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2221"><a href="#D4xdata-2221"><span class="linenos">2221</span></a>
+</span><span id="D4xdata-2222"><a href="#D4xdata-2222"><span class="linenos">2222</span></a>				<span class="c1"># different (better?) computation of D4x repeatability for each session:</span>
+</span><span id="D4xdata-2223"><a href="#D4xdata-2223"><span class="linenos">2223</span></a>				<span class="n">sqresiduals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata-2224"><a href="#D4xdata-2224"><span class="linenos">2224</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">sqresiduals</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2225"><a href="#D4xdata-2225"><span class="linenos">2225</span></a>
+</span><span id="D4xdata-2226"><a href="#D4xdata-2226"><span class="linenos">2226</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2227"><a href="#D4xdata-2227"><span class="linenos">2227</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2228"><a href="#D4xdata-2228"><span class="linenos">2228</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2229"><a href="#D4xdata-2229"><span class="linenos">2229</span></a>
+</span><span id="D4xdata-2230"><a href="#D4xdata-2230"><span class="linenos">2230</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2231"><a href="#D4xdata-2231"><span class="linenos">2231</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2232"><a href="#D4xdata-2232"><span class="linenos">2232</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2233"><a href="#D4xdata-2233"><span class="linenos">2233</span></a>
+</span><span id="D4xdata-2234"><a href="#D4xdata-2234"><span class="linenos">2234</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2235"><a href="#D4xdata-2235"><span class="linenos">2235</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2236"><a href="#D4xdata-2236"><span class="linenos">2236</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2237"><a href="#D4xdata-2237"><span class="linenos">2237</span></a>
+</span><span id="D4xdata-2238"><a href="#D4xdata-2238"><span class="linenos">2238</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2239"><a href="#D4xdata-2239"><span class="linenos">2239</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata-2240"><a href="#D4xdata-2240"><span class="linenos">2240</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2241"><a href="#D4xdata-2241"><span class="linenos">2241</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2242"><a href="#D4xdata-2242"><span class="linenos">2242</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2243"><a href="#D4xdata-2243"><span class="linenos">2243</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2244"><a href="#D4xdata-2244"><span class="linenos">2244</span></a>
+</span><span id="D4xdata-2245"><a href="#D4xdata-2245"><span class="linenos">2245</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2246"><a href="#D4xdata-2246"><span class="linenos">2246</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata-2247"><a href="#D4xdata-2247"><span class="linenos">2247</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2248"><a href="#D4xdata-2248"><span class="linenos">2248</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2249"><a href="#D4xdata-2249"><span class="linenos">2249</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2250"><a href="#D4xdata-2250"><span class="linenos">2250</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2251"><a href="#D4xdata-2251"><span class="linenos">2251</span></a>
+</span><span id="D4xdata-2252"><a href="#D4xdata-2252"><span class="linenos">2252</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2253"><a href="#D4xdata-2253"><span class="linenos">2253</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata-2254"><a href="#D4xdata-2254"><span class="linenos">2254</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2255"><a href="#D4xdata-2255"><span class="linenos">2255</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata-2256"><a href="#D4xdata-2256"><span class="linenos">2256</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2257"><a href="#D4xdata-2257"><span class="linenos">2257</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata-2258"><a href="#D4xdata-2258"><span class="linenos">2258</span></a>
+</span><span id="D4xdata-2259"><a href="#D4xdata-2259"><span class="linenos">2259</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2260"><a href="#D4xdata-2260"><span class="linenos">2260</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2261"><a href="#D4xdata-2261"><span class="linenos">2261</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2262"><a href="#D4xdata-2262"><span class="linenos">2262</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="D4xdata-2263"><a href="#D4xdata-2263"><span class="linenos">2263</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
+</span><span id="D4xdata-2264"><a href="#D4xdata-2264"><span class="linenos">2264</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2265"><a href="#D4xdata-2265"><span class="linenos">2265</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2266"><a href="#D4xdata-2266"><span class="linenos">2266</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
+</span><span id="D4xdata-2267"><a href="#D4xdata-2267"><span class="linenos">2267</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata-2268"><a href="#D4xdata-2268"><span class="linenos">2268</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2269"><a href="#D4xdata-2269"><span class="linenos">2269</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2270"><a href="#D4xdata-2270"><span class="linenos">2270</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata-2271"><a href="#D4xdata-2271"><span class="linenos">2271</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata-2272"><a href="#D4xdata-2272"><span class="linenos">2272</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2273"><a href="#D4xdata-2273"><span class="linenos">2273</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata-2274"><a href="#D4xdata-2274"><span class="linenos">2274</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2275"><a href="#D4xdata-2275"><span class="linenos">2275</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2276"><a href="#D4xdata-2276"><span class="linenos">2276</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata-2277"><a href="#D4xdata-2277"><span class="linenos">2277</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata-2278"><a href="#D4xdata-2278"><span class="linenos">2278</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2279"><a href="#D4xdata-2279"><span class="linenos">2279</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata-2280"><a href="#D4xdata-2280"><span class="linenos">2280</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2281"><a href="#D4xdata-2281"><span class="linenos">2281</span></a>					<span class="k">pass</span>
+</span><span id="D4xdata-2282"><a href="#D4xdata-2282"><span class="linenos">2282</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2283"><a href="#D4xdata-2283"><span class="linenos">2283</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2284"><a href="#D4xdata-2284"><span class="linenos">2284</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
+</span><span id="D4xdata-2285"><a href="#D4xdata-2285"><span class="linenos">2285</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata-2286"><a href="#D4xdata-2286"><span class="linenos">2286</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2287"><a href="#D4xdata-2287"><span class="linenos">2287</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2288"><a href="#D4xdata-2288"><span class="linenos">2288</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata-2289"><a href="#D4xdata-2289"><span class="linenos">2289</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata-2290"><a href="#D4xdata-2290"><span class="linenos">2290</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2291"><a href="#D4xdata-2291"><span class="linenos">2291</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata-2292"><a href="#D4xdata-2292"><span class="linenos">2292</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2293"><a href="#D4xdata-2293"><span class="linenos">2293</span></a>					<span class="k">pass</span>
+</span><span id="D4xdata-2294"><a href="#D4xdata-2294"><span class="linenos">2294</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2295"><a href="#D4xdata-2295"><span class="linenos">2295</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2296"><a href="#D4xdata-2296"><span class="linenos">2296</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
+</span><span id="D4xdata-2297"><a href="#D4xdata-2297"><span class="linenos">2297</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata-2298"><a href="#D4xdata-2298"><span class="linenos">2298</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2299"><a href="#D4xdata-2299"><span class="linenos">2299</span></a>					<span class="k">pass</span>
 </span><span id="D4xdata-2300"><a href="#D4xdata-2300"><span class="linenos">2300</span></a>
-</span><span id="D4xdata-2301"><a href="#D4xdata-2301"><span class="linenos">2301</span></a>
-</span><span id="D4xdata-2302"><a href="#D4xdata-2302"><span class="linenos">2302</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata-2303"><a href="#D4xdata-2303"><span class="linenos">2303</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata-2304"><a href="#D4xdata-2304"><span class="linenos">2304</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2305"><a href="#D4xdata-2305"><span class="linenos">2305</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
-</span><span id="D4xdata-2306"><a href="#D4xdata-2306"><span class="linenos">2306</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
-</span><span id="D4xdata-2307"><a href="#D4xdata-2307"><span class="linenos">2307</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2308"><a href="#D4xdata-2308"><span class="linenos">2308</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2309"><a href="#D4xdata-2309"><span class="linenos">2309</span></a>
-</span><span id="D4xdata-2310"><a href="#D4xdata-2310"><span class="linenos">2310</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2311"><a href="#D4xdata-2311"><span class="linenos">2311</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2312"><a href="#D4xdata-2312"><span class="linenos">2312</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2313"><a href="#D4xdata-2313"><span class="linenos">2313</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2314"><a href="#D4xdata-2314"><span class="linenos">2314</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2315"><a href="#D4xdata-2315"><span class="linenos">2315</span></a>
-</span><span id="D4xdata-2316"><a href="#D4xdata-2316"><span class="linenos">2316</span></a>
-</span><span id="D4xdata-2317"><a href="#D4xdata-2317"><span class="linenos">2317</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata-2318"><a href="#D4xdata-2318"><span class="linenos">2318</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="D4xdata-2319"><a href="#D4xdata-2319"><span class="linenos">2319</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2320"><a href="#D4xdata-2320"><span class="linenos">2320</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
-</span><span id="D4xdata-2321"><a href="#D4xdata-2321"><span class="linenos">2321</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2322"><a href="#D4xdata-2322"><span class="linenos">2322</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
-</span><span id="D4xdata-2323"><a href="#D4xdata-2323"><span class="linenos">2323</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
-</span><span id="D4xdata-2324"><a href="#D4xdata-2324"><span class="linenos">2324</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
-</span><span id="D4xdata-2325"><a href="#D4xdata-2325"><span class="linenos">2325</span></a>
-</span><span id="D4xdata-2326"><a href="#D4xdata-2326"><span class="linenos">2326</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
-</span><span id="D4xdata-2327"><a href="#D4xdata-2327"><span class="linenos">2327</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
-</span><span id="D4xdata-2328"><a href="#D4xdata-2328"><span class="linenos">2328</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
-</span><span id="D4xdata-2329"><a href="#D4xdata-2329"><span class="linenos">2329</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
-</span><span id="D4xdata-2330"><a href="#D4xdata-2330"><span class="linenos">2330</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
-</span><span id="D4xdata-2331"><a href="#D4xdata-2331"><span class="linenos">2331</span></a>
-</span><span id="D4xdata-2332"><a href="#D4xdata-2332"><span class="linenos">2332</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
-</span><span id="D4xdata-2333"><a href="#D4xdata-2333"><span class="linenos">2333</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
-</span><span id="D4xdata-2334"><a href="#D4xdata-2334"><span class="linenos">2334</span></a>
-</span><span id="D4xdata-2335"><a href="#D4xdata-2335"><span class="linenos">2335</span></a>
-</span><span id="D4xdata-2336"><a href="#D4xdata-2336"><span class="linenos">2336</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata-2337"><a href="#D4xdata-2337"><span class="linenos">2337</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-2338"><a href="#D4xdata-2338"><span class="linenos">2338</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2339"><a href="#D4xdata-2339"><span class="linenos">2339</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2340"><a href="#D4xdata-2340"><span class="linenos">2340</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-2341"><a href="#D4xdata-2341"><span class="linenos">2341</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2342"><a href="#D4xdata-2342"><span class="linenos">2342</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
-</span><span id="D4xdata-2343"><a href="#D4xdata-2343"><span class="linenos">2343</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
-</span><span id="D4xdata-2344"><a href="#D4xdata-2344"><span class="linenos">2344</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
-</span><span id="D4xdata-2345"><a href="#D4xdata-2345"><span class="linenos">2345</span></a><span class="sd">		</span>
-</span><span id="D4xdata-2346"><a href="#D4xdata-2346"><span class="linenos">2346</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
-</span><span id="D4xdata-2347"><a href="#D4xdata-2347"><span class="linenos">2347</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2348"><a href="#D4xdata-2348"><span class="linenos">2348</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2349"><a href="#D4xdata-2349"><span class="linenos">2349</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata-2350"><a href="#D4xdata-2350"><span class="linenos">2350</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2351"><a href="#D4xdata-2351"><span class="linenos">2351</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata-2352"><a href="#D4xdata-2352"><span class="linenos">2352</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2353"><a href="#D4xdata-2353"><span class="linenos">2353</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata-2354"><a href="#D4xdata-2354"><span class="linenos">2354</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2355"><a href="#D4xdata-2355"><span class="linenos">2355</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="D4xdata-2356"><a href="#D4xdata-2356"><span class="linenos">2356</span></a>
-</span><span id="D4xdata-2357"><a href="#D4xdata-2357"><span class="linenos">2357</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2358"><a href="#D4xdata-2358"><span class="linenos">2358</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata-2359"><a href="#D4xdata-2359"><span class="linenos">2359</span></a>
-</span><span id="D4xdata-2360"><a href="#D4xdata-2360"><span class="linenos">2360</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="D4xdata-2361"><a href="#D4xdata-2361"><span class="linenos">2361</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="D4xdata-2362"><a href="#D4xdata-2362"><span class="linenos">2362</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="D4xdata-2363"><a href="#D4xdata-2363"><span class="linenos">2363</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="D4xdata-2364"><a href="#D4xdata-2364"><span class="linenos">2364</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="D4xdata-2365"><a href="#D4xdata-2365"><span class="linenos">2365</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata-2366"><a href="#D4xdata-2366"><span class="linenos">2366</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="D4xdata-2367"><a href="#D4xdata-2367"><span class="linenos">2367</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata-2368"><a href="#D4xdata-2368"><span class="linenos">2368</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2369"><a href="#D4xdata-2369"><span class="linenos">2369</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
-</span><span id="D4xdata-2370"><a href="#D4xdata-2370"><span class="linenos">2370</span></a>
-</span><span id="D4xdata-2371"><a href="#D4xdata-2371"><span class="linenos">2371</span></a>	
-</span><span id="D4xdata-2372"><a href="#D4xdata-2372"><span class="linenos">2372</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata-2373"><a href="#D4xdata-2373"><span class="linenos">2373</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
-</span><span id="D4xdata-2374"><a href="#D4xdata-2374"><span class="linenos">2374</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2375"><a href="#D4xdata-2375"><span class="linenos">2375</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
-</span><span id="D4xdata-2376"><a href="#D4xdata-2376"><span class="linenos">2376</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2377"><a href="#D4xdata-2377"><span class="linenos">2377</span></a>
-</span><span id="D4xdata-2378"><a href="#D4xdata-2378"><span class="linenos">2378</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2379"><a href="#D4xdata-2379"><span class="linenos">2379</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata-2380"><a href="#D4xdata-2380"><span class="linenos">2380</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2381"><a href="#D4xdata-2381"><span class="linenos">2381</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata-2382"><a href="#D4xdata-2382"><span class="linenos">2382</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2383"><a href="#D4xdata-2383"><span class="linenos">2383</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata-2384"><a href="#D4xdata-2384"><span class="linenos">2384</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2385"><a href="#D4xdata-2385"><span class="linenos">2385</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="D4xdata-2386"><a href="#D4xdata-2386"><span class="linenos">2386</span></a>
-</span><span id="D4xdata-2387"><a href="#D4xdata-2387"><span class="linenos">2387</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2388"><a href="#D4xdata-2388"><span class="linenos">2388</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata-2389"><a href="#D4xdata-2389"><span class="linenos">2389</span></a>
-</span><span id="D4xdata-2390"><a href="#D4xdata-2390"><span class="linenos">2390</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata-2391"><a href="#D4xdata-2391"><span class="linenos">2391</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
-</span><span id="D4xdata-2392"><a href="#D4xdata-2392"><span class="linenos">2392</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata-2393"><a href="#D4xdata-2393"><span class="linenos">2393</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
-</span><span id="D4xdata-2394"><a href="#D4xdata-2394"><span class="linenos">2394</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
-</span><span id="D4xdata-2395"><a href="#D4xdata-2395"><span class="linenos">2395</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
-</span><span id="D4xdata-2396"><a href="#D4xdata-2396"><span class="linenos">2396</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="D4xdata-2397"><a href="#D4xdata-2397"><span class="linenos">2397</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
-</span><span id="D4xdata-2398"><a href="#D4xdata-2398"><span class="linenos">2398</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2399"><a href="#D4xdata-2399"><span class="linenos">2399</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
-</span><span id="D4xdata-2400"><a href="#D4xdata-2400"><span class="linenos">2400</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
-</span><span id="D4xdata-2401"><a href="#D4xdata-2401"><span class="linenos">2401</span></a>					<span class="k">if</span> <span class="p">(</span>
-</span><span id="D4xdata-2402"><a href="#D4xdata-2402"><span class="linenos">2402</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
-</span><span id="D4xdata-2403"><a href="#D4xdata-2403"><span class="linenos">2403</span></a>						<span class="ow">and</span> <span class="p">(</span>
-</span><span id="D4xdata-2404"><a href="#D4xdata-2404"><span class="linenos">2404</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="D4xdata-2405"><a href="#D4xdata-2405"><span class="linenos">2405</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="D4xdata-2406"><a href="#D4xdata-2406"><span class="linenos">2406</span></a>							<span class="p">)</span>
-</span><span id="D4xdata-2407"><a href="#D4xdata-2407"><span class="linenos">2407</span></a>						<span class="p">)</span>
-</span><span id="D4xdata-2408"><a href="#D4xdata-2408"><span class="linenos">2408</span></a>					<span class="p">])</span>
-</span><span id="D4xdata-2409"><a href="#D4xdata-2409"><span class="linenos">2409</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
-</span><span id="D4xdata-2410"><a href="#D4xdata-2410"><span class="linenos">2410</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
-</span><span id="D4xdata-2411"><a href="#D4xdata-2411"><span class="linenos">2411</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2412"><a href="#D4xdata-2412"><span class="linenos">2412</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
-</span><span id="D4xdata-2413"><a href="#D4xdata-2413"><span class="linenos">2413</span></a>					<span class="p">})</span>
-</span><span id="D4xdata-2414"><a href="#D4xdata-2414"><span class="linenos">2414</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
-</span><span id="D4xdata-2415"><a href="#D4xdata-2415"><span class="linenos">2415</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
-</span><span id="D4xdata-2416"><a href="#D4xdata-2416"><span class="linenos">2416</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
-</span><span id="D4xdata-2417"><a href="#D4xdata-2417"><span class="linenos">2417</span></a>
-</span><span id="D4xdata-2418"><a href="#D4xdata-2418"><span class="linenos">2418</span></a><span class="c1"># 			for sample in mysamples :</span>
-</span><span id="D4xdata-2419"><a href="#D4xdata-2419"><span class="linenos">2419</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
-</span><span id="D4xdata-2420"><a href="#D4xdata-2420"><span class="linenos">2420</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
-</span><span id="D4xdata-2421"><a href="#D4xdata-2421"><span class="linenos">2421</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
-</span><span id="D4xdata-2422"><a href="#D4xdata-2422"><span class="linenos">2422</span></a><span class="c1"># 					if sample in self.unknowns:</span>
-</span><span id="D4xdata-2423"><a href="#D4xdata-2423"><span class="linenos">2423</span></a><span class="c1"># 						Nf += len(X) - 1</span>
-</span><span id="D4xdata-2424"><a href="#D4xdata-2424"><span class="linenos">2424</span></a><span class="c1"># 					else:</span>
-</span><span id="D4xdata-2425"><a href="#D4xdata-2425"><span class="linenos">2425</span></a><span class="c1"># 						Nf += len(X)</span>
-</span><span id="D4xdata-2426"><a href="#D4xdata-2426"><span class="linenos">2426</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
-</span><span id="D4xdata-2427"><a href="#D4xdata-2427"><span class="linenos">2427</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
-</span><span id="D4xdata-2428"><a href="#D4xdata-2428"><span class="linenos">2428</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata-2429"><a href="#D4xdata-2429"><span class="linenos">2429</span></a>
-</span><span id="D4xdata-2430"><a href="#D4xdata-2430"><span class="linenos">2430</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
-</span><span id="D4xdata-2431"><a href="#D4xdata-2431"><span class="linenos">2431</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="D4xdata-2432"><a href="#D4xdata-2432"><span class="linenos">2432</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="D4xdata-2433"><a href="#D4xdata-2433"><span class="linenos">2433</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="D4xdata-2434"><a href="#D4xdata-2434"><span class="linenos">2434</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="D4xdata-2435"><a href="#D4xdata-2435"><span class="linenos">2435</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
-</span><span id="D4xdata-2436"><a href="#D4xdata-2436"><span class="linenos">2436</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
-</span><span id="D4xdata-2437"><a href="#D4xdata-2437"><span class="linenos">2437</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata-2438"><a href="#D4xdata-2438"><span class="linenos">2438</span></a>
-</span><span id="D4xdata-2439"><a href="#D4xdata-2439"><span class="linenos">2439</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2440"><a href="#D4xdata-2440"><span class="linenos">2440</span></a>		<span class="k">return</span> <span class="n">r</span>
-</span><span id="D4xdata-2441"><a href="#D4xdata-2441"><span class="linenos">2441</span></a>
-</span><span id="D4xdata-2442"><a href="#D4xdata-2442"><span class="linenos">2442</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="D4xdata-2443"><a href="#D4xdata-2443"><span class="linenos">2443</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2444"><a href="#D4xdata-2444"><span class="linenos">2444</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
-</span><span id="D4xdata-2445"><a href="#D4xdata-2445"><span class="linenos">2445</span></a>
-</span><span id="D4xdata-2446"><a href="#D4xdata-2446"><span class="linenos">2446</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
-</span><span id="D4xdata-2447"><a href="#D4xdata-2447"><span class="linenos">2447</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
-</span><span id="D4xdata-2448"><a href="#D4xdata-2448"><span class="linenos">2448</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
-</span><span id="D4xdata-2449"><a href="#D4xdata-2449"><span class="linenos">2449</span></a>
-</span><span id="D4xdata-2450"><a href="#D4xdata-2450"><span class="linenos">2450</span></a><span class="sd">		**Examples**</span>
-</span><span id="D4xdata-2451"><a href="#D4xdata-2451"><span class="linenos">2451</span></a>
-</span><span id="D4xdata-2452"><a href="#D4xdata-2452"><span class="linenos">2452</span></a><span class="sd">		```python</span>
-</span><span id="D4xdata-2453"><a href="#D4xdata-2453"><span class="linenos">2453</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
-</span><span id="D4xdata-2454"><a href="#D4xdata-2454"><span class="linenos">2454</span></a><span class="sd">		```</span>
-</span><span id="D4xdata-2455"><a href="#D4xdata-2455"><span class="linenos">2455</span></a>
-</span><span id="D4xdata-2456"><a href="#D4xdata-2456"><span class="linenos">2456</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
-</span><span id="D4xdata-2457"><a href="#D4xdata-2457"><span class="linenos">2457</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
-</span><span id="D4xdata-2458"><a href="#D4xdata-2458"><span class="linenos">2458</span></a><span class="sd">		values of samples X and Y, respectively.</span>
-</span><span id="D4xdata-2459"><a href="#D4xdata-2459"><span class="linenos">2459</span></a>
-</span><span id="D4xdata-2460"><a href="#D4xdata-2460"><span class="linenos">2460</span></a><span class="sd">		```python</span>
-</span><span id="D4xdata-2461"><a href="#D4xdata-2461"><span class="linenos">2461</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
-</span><span id="D4xdata-2462"><a href="#D4xdata-2462"><span class="linenos">2462</span></a><span class="sd">		```</span>
-</span><span id="D4xdata-2463"><a href="#D4xdata-2463"><span class="linenos">2463</span></a>
-</span><span id="D4xdata-2464"><a href="#D4xdata-2464"><span class="linenos">2464</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
-</span><span id="D4xdata-2465"><a href="#D4xdata-2465"><span class="linenos">2465</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2466"><a href="#D4xdata-2466"><span class="linenos">2466</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2467"><a href="#D4xdata-2467"><span class="linenos">2467</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
+</span><span id="D4xdata-2301"><a href="#D4xdata-2301"><span class="linenos">2301</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
+</span><span id="D4xdata-2302"><a href="#D4xdata-2302"><span class="linenos">2302</span></a>
+</span><span id="D4xdata-2303"><a href="#D4xdata-2303"><span class="linenos">2303</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2304"><a href="#D4xdata-2304"><span class="linenos">2304</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
+</span><span id="D4xdata-2305"><a href="#D4xdata-2305"><span class="linenos">2305</span></a>
+</span><span id="D4xdata-2306"><a href="#D4xdata-2306"><span class="linenos">2306</span></a>
+</span><span id="D4xdata-2307"><a href="#D4xdata-2307"><span class="linenos">2307</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata-2308"><a href="#D4xdata-2308"><span class="linenos">2308</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata-2309"><a href="#D4xdata-2309"><span class="linenos">2309</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2310"><a href="#D4xdata-2310"><span class="linenos">2310</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
+</span><span id="D4xdata-2311"><a href="#D4xdata-2311"><span class="linenos">2311</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
+</span><span id="D4xdata-2312"><a href="#D4xdata-2312"><span class="linenos">2312</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2313"><a href="#D4xdata-2313"><span class="linenos">2313</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2314"><a href="#D4xdata-2314"><span class="linenos">2314</span></a>
+</span><span id="D4xdata-2315"><a href="#D4xdata-2315"><span class="linenos">2315</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2316"><a href="#D4xdata-2316"><span class="linenos">2316</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2317"><a href="#D4xdata-2317"><span class="linenos">2317</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2318"><a href="#D4xdata-2318"><span class="linenos">2318</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2319"><a href="#D4xdata-2319"><span class="linenos">2319</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2320"><a href="#D4xdata-2320"><span class="linenos">2320</span></a>
+</span><span id="D4xdata-2321"><a href="#D4xdata-2321"><span class="linenos">2321</span></a>
+</span><span id="D4xdata-2322"><a href="#D4xdata-2322"><span class="linenos">2322</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata-2323"><a href="#D4xdata-2323"><span class="linenos">2323</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="D4xdata-2324"><a href="#D4xdata-2324"><span class="linenos">2324</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2325"><a href="#D4xdata-2325"><span class="linenos">2325</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
+</span><span id="D4xdata-2326"><a href="#D4xdata-2326"><span class="linenos">2326</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2327"><a href="#D4xdata-2327"><span class="linenos">2327</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
+</span><span id="D4xdata-2328"><a href="#D4xdata-2328"><span class="linenos">2328</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
+</span><span id="D4xdata-2329"><a href="#D4xdata-2329"><span class="linenos">2329</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
+</span><span id="D4xdata-2330"><a href="#D4xdata-2330"><span class="linenos">2330</span></a>
+</span><span id="D4xdata-2331"><a href="#D4xdata-2331"><span class="linenos">2331</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
+</span><span id="D4xdata-2332"><a href="#D4xdata-2332"><span class="linenos">2332</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
+</span><span id="D4xdata-2333"><a href="#D4xdata-2333"><span class="linenos">2333</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
+</span><span id="D4xdata-2334"><a href="#D4xdata-2334"><span class="linenos">2334</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
+</span><span id="D4xdata-2335"><a href="#D4xdata-2335"><span class="linenos">2335</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
+</span><span id="D4xdata-2336"><a href="#D4xdata-2336"><span class="linenos">2336</span></a>
+</span><span id="D4xdata-2337"><a href="#D4xdata-2337"><span class="linenos">2337</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
+</span><span id="D4xdata-2338"><a href="#D4xdata-2338"><span class="linenos">2338</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
+</span><span id="D4xdata-2339"><a href="#D4xdata-2339"><span class="linenos">2339</span></a>
+</span><span id="D4xdata-2340"><a href="#D4xdata-2340"><span class="linenos">2340</span></a>
+</span><span id="D4xdata-2341"><a href="#D4xdata-2341"><span class="linenos">2341</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata-2342"><a href="#D4xdata-2342"><span class="linenos">2342</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-2343"><a href="#D4xdata-2343"><span class="linenos">2343</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2344"><a href="#D4xdata-2344"><span class="linenos">2344</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2345"><a href="#D4xdata-2345"><span class="linenos">2345</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-2346"><a href="#D4xdata-2346"><span class="linenos">2346</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2347"><a href="#D4xdata-2347"><span class="linenos">2347</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
+</span><span id="D4xdata-2348"><a href="#D4xdata-2348"><span class="linenos">2348</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
+</span><span id="D4xdata-2349"><a href="#D4xdata-2349"><span class="linenos">2349</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
+</span><span id="D4xdata-2350"><a href="#D4xdata-2350"><span class="linenos">2350</span></a><span class="sd">		</span>
+</span><span id="D4xdata-2351"><a href="#D4xdata-2351"><span class="linenos">2351</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
+</span><span id="D4xdata-2352"><a href="#D4xdata-2352"><span class="linenos">2352</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2353"><a href="#D4xdata-2353"><span class="linenos">2353</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2354"><a href="#D4xdata-2354"><span class="linenos">2354</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata-2355"><a href="#D4xdata-2355"><span class="linenos">2355</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2356"><a href="#D4xdata-2356"><span class="linenos">2356</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata-2357"><a href="#D4xdata-2357"><span class="linenos">2357</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2358"><a href="#D4xdata-2358"><span class="linenos">2358</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata-2359"><a href="#D4xdata-2359"><span class="linenos">2359</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2360"><a href="#D4xdata-2360"><span class="linenos">2360</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="D4xdata-2361"><a href="#D4xdata-2361"><span class="linenos">2361</span></a>
+</span><span id="D4xdata-2362"><a href="#D4xdata-2362"><span class="linenos">2362</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2363"><a href="#D4xdata-2363"><span class="linenos">2363</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata-2364"><a href="#D4xdata-2364"><span class="linenos">2364</span></a>
+</span><span id="D4xdata-2365"><a href="#D4xdata-2365"><span class="linenos">2365</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="D4xdata-2366"><a href="#D4xdata-2366"><span class="linenos">2366</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="D4xdata-2367"><a href="#D4xdata-2367"><span class="linenos">2367</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="D4xdata-2368"><a href="#D4xdata-2368"><span class="linenos">2368</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="D4xdata-2369"><a href="#D4xdata-2369"><span class="linenos">2369</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="D4xdata-2370"><a href="#D4xdata-2370"><span class="linenos">2370</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata-2371"><a href="#D4xdata-2371"><span class="linenos">2371</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="D4xdata-2372"><a href="#D4xdata-2372"><span class="linenos">2372</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata-2373"><a href="#D4xdata-2373"><span class="linenos">2373</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2374"><a href="#D4xdata-2374"><span class="linenos">2374</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
+</span><span id="D4xdata-2375"><a href="#D4xdata-2375"><span class="linenos">2375</span></a>
+</span><span id="D4xdata-2376"><a href="#D4xdata-2376"><span class="linenos">2376</span></a>	
+</span><span id="D4xdata-2377"><a href="#D4xdata-2377"><span class="linenos">2377</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata-2378"><a href="#D4xdata-2378"><span class="linenos">2378</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
+</span><span id="D4xdata-2379"><a href="#D4xdata-2379"><span class="linenos">2379</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2380"><a href="#D4xdata-2380"><span class="linenos">2380</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
+</span><span id="D4xdata-2381"><a href="#D4xdata-2381"><span class="linenos">2381</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2382"><a href="#D4xdata-2382"><span class="linenos">2382</span></a>
+</span><span id="D4xdata-2383"><a href="#D4xdata-2383"><span class="linenos">2383</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2384"><a href="#D4xdata-2384"><span class="linenos">2384</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata-2385"><a href="#D4xdata-2385"><span class="linenos">2385</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2386"><a href="#D4xdata-2386"><span class="linenos">2386</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata-2387"><a href="#D4xdata-2387"><span class="linenos">2387</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2388"><a href="#D4xdata-2388"><span class="linenos">2388</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata-2389"><a href="#D4xdata-2389"><span class="linenos">2389</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2390"><a href="#D4xdata-2390"><span class="linenos">2390</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="D4xdata-2391"><a href="#D4xdata-2391"><span class="linenos">2391</span></a>
+</span><span id="D4xdata-2392"><a href="#D4xdata-2392"><span class="linenos">2392</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2393"><a href="#D4xdata-2393"><span class="linenos">2393</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata-2394"><a href="#D4xdata-2394"><span class="linenos">2394</span></a>
+</span><span id="D4xdata-2395"><a href="#D4xdata-2395"><span class="linenos">2395</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata-2396"><a href="#D4xdata-2396"><span class="linenos">2396</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
+</span><span id="D4xdata-2397"><a href="#D4xdata-2397"><span class="linenos">2397</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata-2398"><a href="#D4xdata-2398"><span class="linenos">2398</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</span><span id="D4xdata-2399"><a href="#D4xdata-2399"><span class="linenos">2399</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
+</span><span id="D4xdata-2400"><a href="#D4xdata-2400"><span class="linenos">2400</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
+</span><span id="D4xdata-2401"><a href="#D4xdata-2401"><span class="linenos">2401</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="D4xdata-2402"><a href="#D4xdata-2402"><span class="linenos">2402</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
+</span><span id="D4xdata-2403"><a href="#D4xdata-2403"><span class="linenos">2403</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2404"><a href="#D4xdata-2404"><span class="linenos">2404</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
+</span><span id="D4xdata-2405"><a href="#D4xdata-2405"><span class="linenos">2405</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
+</span><span id="D4xdata-2406"><a href="#D4xdata-2406"><span class="linenos">2406</span></a>					<span class="k">if</span> <span class="p">(</span>
+</span><span id="D4xdata-2407"><a href="#D4xdata-2407"><span class="linenos">2407</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+</span><span id="D4xdata-2408"><a href="#D4xdata-2408"><span class="linenos">2408</span></a>						<span class="ow">and</span> <span class="p">(</span>
+</span><span id="D4xdata-2409"><a href="#D4xdata-2409"><span class="linenos">2409</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="D4xdata-2410"><a href="#D4xdata-2410"><span class="linenos">2410</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="D4xdata-2411"><a href="#D4xdata-2411"><span class="linenos">2411</span></a>							<span class="p">)</span>
+</span><span id="D4xdata-2412"><a href="#D4xdata-2412"><span class="linenos">2412</span></a>						<span class="p">)</span>
+</span><span id="D4xdata-2413"><a href="#D4xdata-2413"><span class="linenos">2413</span></a>					<span class="p">])</span>
+</span><span id="D4xdata-2414"><a href="#D4xdata-2414"><span class="linenos">2414</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
+</span><span id="D4xdata-2415"><a href="#D4xdata-2415"><span class="linenos">2415</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
+</span><span id="D4xdata-2416"><a href="#D4xdata-2416"><span class="linenos">2416</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2417"><a href="#D4xdata-2417"><span class="linenos">2417</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
+</span><span id="D4xdata-2418"><a href="#D4xdata-2418"><span class="linenos">2418</span></a>					<span class="p">})</span>
+</span><span id="D4xdata-2419"><a href="#D4xdata-2419"><span class="linenos">2419</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
+</span><span id="D4xdata-2420"><a href="#D4xdata-2420"><span class="linenos">2420</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
+</span><span id="D4xdata-2421"><a href="#D4xdata-2421"><span class="linenos">2421</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
+</span><span id="D4xdata-2422"><a href="#D4xdata-2422"><span class="linenos">2422</span></a>
+</span><span id="D4xdata-2423"><a href="#D4xdata-2423"><span class="linenos">2423</span></a><span class="c1"># 			for sample in mysamples :</span>
+</span><span id="D4xdata-2424"><a href="#D4xdata-2424"><span class="linenos">2424</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
+</span><span id="D4xdata-2425"><a href="#D4xdata-2425"><span class="linenos">2425</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
+</span><span id="D4xdata-2426"><a href="#D4xdata-2426"><span class="linenos">2426</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
+</span><span id="D4xdata-2427"><a href="#D4xdata-2427"><span class="linenos">2427</span></a><span class="c1"># 					if sample in self.unknowns:</span>
+</span><span id="D4xdata-2428"><a href="#D4xdata-2428"><span class="linenos">2428</span></a><span class="c1"># 						Nf += len(X) - 1</span>
+</span><span id="D4xdata-2429"><a href="#D4xdata-2429"><span class="linenos">2429</span></a><span class="c1"># 					else:</span>
+</span><span id="D4xdata-2430"><a href="#D4xdata-2430"><span class="linenos">2430</span></a><span class="c1"># 						Nf += len(X)</span>
+</span><span id="D4xdata-2431"><a href="#D4xdata-2431"><span class="linenos">2431</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
+</span><span id="D4xdata-2432"><a href="#D4xdata-2432"><span class="linenos">2432</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
+</span><span id="D4xdata-2433"><a href="#D4xdata-2433"><span class="linenos">2433</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata-2434"><a href="#D4xdata-2434"><span class="linenos">2434</span></a>
+</span><span id="D4xdata-2435"><a href="#D4xdata-2435"><span class="linenos">2435</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
+</span><span id="D4xdata-2436"><a href="#D4xdata-2436"><span class="linenos">2436</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="D4xdata-2437"><a href="#D4xdata-2437"><span class="linenos">2437</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="D4xdata-2438"><a href="#D4xdata-2438"><span class="linenos">2438</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="D4xdata-2439"><a href="#D4xdata-2439"><span class="linenos">2439</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="D4xdata-2440"><a href="#D4xdata-2440"><span class="linenos">2440</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+</span><span id="D4xdata-2441"><a href="#D4xdata-2441"><span class="linenos">2441</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
+</span><span id="D4xdata-2442"><a href="#D4xdata-2442"><span class="linenos">2442</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata-2443"><a href="#D4xdata-2443"><span class="linenos">2443</span></a>
+</span><span id="D4xdata-2444"><a href="#D4xdata-2444"><span class="linenos">2444</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2445"><a href="#D4xdata-2445"><span class="linenos">2445</span></a>		<span class="k">return</span> <span class="n">r</span>
+</span><span id="D4xdata-2446"><a href="#D4xdata-2446"><span class="linenos">2446</span></a>
+</span><span id="D4xdata-2447"><a href="#D4xdata-2447"><span class="linenos">2447</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="D4xdata-2448"><a href="#D4xdata-2448"><span class="linenos">2448</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2449"><a href="#D4xdata-2449"><span class="linenos">2449</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
+</span><span id="D4xdata-2450"><a href="#D4xdata-2450"><span class="linenos">2450</span></a>
+</span><span id="D4xdata-2451"><a href="#D4xdata-2451"><span class="linenos">2451</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
+</span><span id="D4xdata-2452"><a href="#D4xdata-2452"><span class="linenos">2452</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
+</span><span id="D4xdata-2453"><a href="#D4xdata-2453"><span class="linenos">2453</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
+</span><span id="D4xdata-2454"><a href="#D4xdata-2454"><span class="linenos">2454</span></a>
+</span><span id="D4xdata-2455"><a href="#D4xdata-2455"><span class="linenos">2455</span></a><span class="sd">		**Examples**</span>
+</span><span id="D4xdata-2456"><a href="#D4xdata-2456"><span class="linenos">2456</span></a>
+</span><span id="D4xdata-2457"><a href="#D4xdata-2457"><span class="linenos">2457</span></a><span class="sd">		```python</span>
+</span><span id="D4xdata-2458"><a href="#D4xdata-2458"><span class="linenos">2458</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
+</span><span id="D4xdata-2459"><a href="#D4xdata-2459"><span class="linenos">2459</span></a><span class="sd">		```</span>
+</span><span id="D4xdata-2460"><a href="#D4xdata-2460"><span class="linenos">2460</span></a>
+</span><span id="D4xdata-2461"><a href="#D4xdata-2461"><span class="linenos">2461</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
+</span><span id="D4xdata-2462"><a href="#D4xdata-2462"><span class="linenos">2462</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
+</span><span id="D4xdata-2463"><a href="#D4xdata-2463"><span class="linenos">2463</span></a><span class="sd">		values of samples X and Y, respectively.</span>
+</span><span id="D4xdata-2464"><a href="#D4xdata-2464"><span class="linenos">2464</span></a>
+</span><span id="D4xdata-2465"><a href="#D4xdata-2465"><span class="linenos">2465</span></a><span class="sd">		```python</span>
+</span><span id="D4xdata-2466"><a href="#D4xdata-2466"><span class="linenos">2466</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
+</span><span id="D4xdata-2467"><a href="#D4xdata-2467"><span class="linenos">2467</span></a><span class="sd">		```</span>
 </span><span id="D4xdata-2468"><a href="#D4xdata-2468"><span class="linenos">2468</span></a>
-</span><span id="D4xdata-2469"><a href="#D4xdata-2469"><span class="linenos">2469</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
-</span><span id="D4xdata-2470"><a href="#D4xdata-2470"><span class="linenos">2470</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
-</span><span id="D4xdata-2471"><a href="#D4xdata-2471"><span class="linenos">2471</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
-</span><span id="D4xdata-2472"><a href="#D4xdata-2472"><span class="linenos">2472</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="D4xdata-2469"><a href="#D4xdata-2469"><span class="linenos">2469</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
+</span><span id="D4xdata-2470"><a href="#D4xdata-2470"><span class="linenos">2470</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2471"><a href="#D4xdata-2471"><span class="linenos">2471</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2472"><a href="#D4xdata-2472"><span class="linenos">2472</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
 </span><span id="D4xdata-2473"><a href="#D4xdata-2473"><span class="linenos">2473</span></a>
-</span><span id="D4xdata-2474"><a href="#D4xdata-2474"><span class="linenos">2474</span></a>		<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata-2475"><a href="#D4xdata-2475"><span class="linenos">2475</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
-</span><span id="D4xdata-2476"><a href="#D4xdata-2476"><span class="linenos">2476</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
-</span><span id="D4xdata-2477"><a href="#D4xdata-2477"><span class="linenos">2477</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
-</span><span id="D4xdata-2478"><a href="#D4xdata-2478"><span class="linenos">2478</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata-2479"><a href="#D4xdata-2479"><span class="linenos">2479</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
-</span><span id="D4xdata-2480"><a href="#D4xdata-2480"><span class="linenos">2480</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata-2481"><a href="#D4xdata-2481"><span class="linenos">2481</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
-</span><span id="D4xdata-2482"><a href="#D4xdata-2482"><span class="linenos">2482</span></a>
-</span><span id="D4xdata-2483"><a href="#D4xdata-2483"><span class="linenos">2483</span></a>
-</span><span id="D4xdata-2484"><a href="#D4xdata-2484"><span class="linenos">2484</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="D4xdata-2485"><a href="#D4xdata-2485"><span class="linenos">2485</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2486"><a href="#D4xdata-2486"><span class="linenos">2486</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
+</span><span id="D4xdata-2474"><a href="#D4xdata-2474"><span class="linenos">2474</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
+</span><span id="D4xdata-2475"><a href="#D4xdata-2475"><span class="linenos">2475</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
+</span><span id="D4xdata-2476"><a href="#D4xdata-2476"><span class="linenos">2476</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
+</span><span id="D4xdata-2477"><a href="#D4xdata-2477"><span class="linenos">2477</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="D4xdata-2478"><a href="#D4xdata-2478"><span class="linenos">2478</span></a>
+</span><span id="D4xdata-2479"><a href="#D4xdata-2479"><span class="linenos">2479</span></a>		<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata-2480"><a href="#D4xdata-2480"><span class="linenos">2480</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
+</span><span id="D4xdata-2481"><a href="#D4xdata-2481"><span class="linenos">2481</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
+</span><span id="D4xdata-2482"><a href="#D4xdata-2482"><span class="linenos">2482</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
+</span><span id="D4xdata-2483"><a href="#D4xdata-2483"><span class="linenos">2483</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata-2484"><a href="#D4xdata-2484"><span class="linenos">2484</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
+</span><span id="D4xdata-2485"><a href="#D4xdata-2485"><span class="linenos">2485</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata-2486"><a href="#D4xdata-2486"><span class="linenos">2486</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
 </span><span id="D4xdata-2487"><a href="#D4xdata-2487"><span class="linenos">2487</span></a>
-</span><span id="D4xdata-2488"><a href="#D4xdata-2488"><span class="linenos">2488</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
-</span><span id="D4xdata-2489"><a href="#D4xdata-2489"><span class="linenos">2489</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
-</span><span id="D4xdata-2490"><a href="#D4xdata-2490"><span class="linenos">2490</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
-</span><span id="D4xdata-2491"><a href="#D4xdata-2491"><span class="linenos">2491</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2492"><a href="#D4xdata-2492"><span class="linenos">2492</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2493"><a href="#D4xdata-2493"><span class="linenos">2493</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
-</span><span id="D4xdata-2494"><a href="#D4xdata-2494"><span class="linenos">2494</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2495"><a href="#D4xdata-2495"><span class="linenos">2495</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2496"><a href="#D4xdata-2496"><span class="linenos">2496</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2497"><a href="#D4xdata-2497"><span class="linenos">2497</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
-</span><span id="D4xdata-2498"><a href="#D4xdata-2498"><span class="linenos">2498</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2499"><a href="#D4xdata-2499"><span class="linenos">2499</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
-</span><span id="D4xdata-2500"><a href="#D4xdata-2500"><span class="linenos">2500</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="D4xdata-2501"><a href="#D4xdata-2501"><span class="linenos">2501</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2502"><a href="#D4xdata-2502"><span class="linenos">2502</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="D4xdata-2503"><a href="#D4xdata-2503"><span class="linenos">2503</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2504"><a href="#D4xdata-2504"><span class="linenos">2504</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
-</span><span id="D4xdata-2505"><a href="#D4xdata-2505"><span class="linenos">2505</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
-</span><span id="D4xdata-2506"><a href="#D4xdata-2506"><span class="linenos">2506</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
-</span><span id="D4xdata-2507"><a href="#D4xdata-2507"><span class="linenos">2507</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2508"><a href="#D4xdata-2508"><span class="linenos">2508</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
-</span><span id="D4xdata-2509"><a href="#D4xdata-2509"><span class="linenos">2509</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
-</span><span id="D4xdata-2510"><a href="#D4xdata-2510"><span class="linenos">2510</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="D4xdata-2511"><a href="#D4xdata-2511"><span class="linenos">2511</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="D4xdata-2512"><a href="#D4xdata-2512"><span class="linenos">2512</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="D4xdata-2513"><a href="#D4xdata-2513"><span class="linenos">2513</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="D4xdata-2514"><a href="#D4xdata-2514"><span class="linenos">2514</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
-</span><span id="D4xdata-2515"><a href="#D4xdata-2515"><span class="linenos">2515</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="D4xdata-2516"><a href="#D4xdata-2516"><span class="linenos">2516</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="D4xdata-2517"><a href="#D4xdata-2517"><span class="linenos">2517</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
-</span><span id="D4xdata-2518"><a href="#D4xdata-2518"><span class="linenos">2518</span></a>							<span class="o">@</span> <span class="n">CM</span>
-</span><span id="D4xdata-2519"><a href="#D4xdata-2519"><span class="linenos">2519</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
-</span><span id="D4xdata-2520"><a href="#D4xdata-2520"><span class="linenos">2520</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="D4xdata-2521"><a href="#D4xdata-2521"><span class="linenos">2521</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
-</span><span id="D4xdata-2522"><a href="#D4xdata-2522"><span class="linenos">2522</span></a>
-</span><span id="D4xdata-2523"><a href="#D4xdata-2523"><span class="linenos">2523</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="D4xdata-2524"><a href="#D4xdata-2524"><span class="linenos">2524</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2525"><a href="#D4xdata-2525"><span class="linenos">2525</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
-</span><span id="D4xdata-2526"><a href="#D4xdata-2526"><span class="linenos">2526</span></a>
-</span><span id="D4xdata-2527"><a href="#D4xdata-2527"><span class="linenos">2527</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
-</span><span id="D4xdata-2528"><a href="#D4xdata-2528"><span class="linenos">2528</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2529"><a href="#D4xdata-2529"><span class="linenos">2529</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
-</span><span id="D4xdata-2530"><a href="#D4xdata-2530"><span class="linenos">2530</span></a>			<span class="k">return</span> <span class="mf">1.</span>
-</span><span id="D4xdata-2531"><a href="#D4xdata-2531"><span class="linenos">2531</span></a>		<span class="k">return</span> <span class="p">(</span>
-</span><span id="D4xdata-2532"><a href="#D4xdata-2532"><span class="linenos">2532</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
-</span><span id="D4xdata-2533"><a href="#D4xdata-2533"><span class="linenos">2533</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2534"><a href="#D4xdata-2534"><span class="linenos">2534</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2535"><a href="#D4xdata-2535"><span class="linenos">2535</span></a>			<span class="p">)</span>
-</span><span id="D4xdata-2536"><a href="#D4xdata-2536"><span class="linenos">2536</span></a>
-</span><span id="D4xdata-2537"><a href="#D4xdata-2537"><span class="linenos">2537</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-2538"><a href="#D4xdata-2538"><span class="linenos">2538</span></a>		<span class="n">session</span><span class="p">,</span>
-</span><span id="D4xdata-2539"><a href="#D4xdata-2539"><span class="linenos">2539</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata-2540"><a href="#D4xdata-2540"><span class="linenos">2540</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata-2541"><a href="#D4xdata-2541"><span class="linenos">2541</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="D4xdata-2542"><a href="#D4xdata-2542"><span class="linenos">2542</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="D4xdata-2543"><a href="#D4xdata-2543"><span class="linenos">2543</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
-</span><span id="D4xdata-2544"><a href="#D4xdata-2544"><span class="linenos">2544</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
-</span><span id="D4xdata-2545"><a href="#D4xdata-2545"><span class="linenos">2545</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2546"><a href="#D4xdata-2546"><span class="linenos">2546</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2547"><a href="#D4xdata-2547"><span class="linenos">2547</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2548"><a href="#D4xdata-2548"><span class="linenos">2548</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2549"><a href="#D4xdata-2549"><span class="linenos">2549</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-2550"><a href="#D4xdata-2550"><span class="linenos">2550</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2551"><a href="#D4xdata-2551"><span class="linenos">2551</span></a><span class="sd">		Generate plot for a single session</span>
-</span><span id="D4xdata-2552"><a href="#D4xdata-2552"><span class="linenos">2552</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2553"><a href="#D4xdata-2553"><span class="linenos">2553</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2554"><a href="#D4xdata-2554"><span class="linenos">2554</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="D4xdata-2555"><a href="#D4xdata-2555"><span class="linenos">2555</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2556"><a href="#D4xdata-2556"><span class="linenos">2556</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="D4xdata-2557"><a href="#D4xdata-2557"><span class="linenos">2557</span></a>
-</span><span id="D4xdata-2558"><a href="#D4xdata-2558"><span class="linenos">2558</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
-</span><span id="D4xdata-2559"><a href="#D4xdata-2559"><span class="linenos">2559</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
-</span><span id="D4xdata-2560"><a href="#D4xdata-2560"><span class="linenos">2560</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
-</span><span id="D4xdata-2561"><a href="#D4xdata-2561"><span class="linenos">2561</span></a>		
-</span><span id="D4xdata-2562"><a href="#D4xdata-2562"><span class="linenos">2562</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2563"><a href="#D4xdata-2563"><span class="linenos">2563</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="D4xdata-2564"><a href="#D4xdata-2564"><span class="linenos">2564</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
-</span><span id="D4xdata-2565"><a href="#D4xdata-2565"><span class="linenos">2565</span></a>
-</span><span id="D4xdata-2566"><a href="#D4xdata-2566"><span class="linenos">2566</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata-2567"><a href="#D4xdata-2567"><span class="linenos">2567</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="D4xdata-2568"><a href="#D4xdata-2568"><span class="linenos">2568</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="D4xdata-2569"><a href="#D4xdata-2569"><span class="linenos">2569</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
-</span><span id="D4xdata-2570"><a href="#D4xdata-2570"><span class="linenos">2570</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata-2571"><a href="#D4xdata-2571"><span class="linenos">2571</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="D4xdata-2572"><a href="#D4xdata-2572"><span class="linenos">2572</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="D4xdata-2573"><a href="#D4xdata-2573"><span class="linenos">2573</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
-</span><span id="D4xdata-2574"><a href="#D4xdata-2574"><span class="linenos">2574</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata-2575"><a href="#D4xdata-2575"><span class="linenos">2575</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+</span><span id="D4xdata-2488"><a href="#D4xdata-2488"><span class="linenos">2488</span></a>
+</span><span id="D4xdata-2489"><a href="#D4xdata-2489"><span class="linenos">2489</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="D4xdata-2490"><a href="#D4xdata-2490"><span class="linenos">2490</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2491"><a href="#D4xdata-2491"><span class="linenos">2491</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
+</span><span id="D4xdata-2492"><a href="#D4xdata-2492"><span class="linenos">2492</span></a>
+</span><span id="D4xdata-2493"><a href="#D4xdata-2493"><span class="linenos">2493</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
+</span><span id="D4xdata-2494"><a href="#D4xdata-2494"><span class="linenos">2494</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
+</span><span id="D4xdata-2495"><a href="#D4xdata-2495"><span class="linenos">2495</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
+</span><span id="D4xdata-2496"><a href="#D4xdata-2496"><span class="linenos">2496</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2497"><a href="#D4xdata-2497"><span class="linenos">2497</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2498"><a href="#D4xdata-2498"><span class="linenos">2498</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
+</span><span id="D4xdata-2499"><a href="#D4xdata-2499"><span class="linenos">2499</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2500"><a href="#D4xdata-2500"><span class="linenos">2500</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2501"><a href="#D4xdata-2501"><span class="linenos">2501</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2502"><a href="#D4xdata-2502"><span class="linenos">2502</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
+</span><span id="D4xdata-2503"><a href="#D4xdata-2503"><span class="linenos">2503</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2504"><a href="#D4xdata-2504"><span class="linenos">2504</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
+</span><span id="D4xdata-2505"><a href="#D4xdata-2505"><span class="linenos">2505</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="D4xdata-2506"><a href="#D4xdata-2506"><span class="linenos">2506</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2507"><a href="#D4xdata-2507"><span class="linenos">2507</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="D4xdata-2508"><a href="#D4xdata-2508"><span class="linenos">2508</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2509"><a href="#D4xdata-2509"><span class="linenos">2509</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
+</span><span id="D4xdata-2510"><a href="#D4xdata-2510"><span class="linenos">2510</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
+</span><span id="D4xdata-2511"><a href="#D4xdata-2511"><span class="linenos">2511</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
+</span><span id="D4xdata-2512"><a href="#D4xdata-2512"><span class="linenos">2512</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2513"><a href="#D4xdata-2513"><span class="linenos">2513</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
+</span><span id="D4xdata-2514"><a href="#D4xdata-2514"><span class="linenos">2514</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
+</span><span id="D4xdata-2515"><a href="#D4xdata-2515"><span class="linenos">2515</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="D4xdata-2516"><a href="#D4xdata-2516"><span class="linenos">2516</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="D4xdata-2517"><a href="#D4xdata-2517"><span class="linenos">2517</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="D4xdata-2518"><a href="#D4xdata-2518"><span class="linenos">2518</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="D4xdata-2519"><a href="#D4xdata-2519"><span class="linenos">2519</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
+</span><span id="D4xdata-2520"><a href="#D4xdata-2520"><span class="linenos">2520</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="D4xdata-2521"><a href="#D4xdata-2521"><span class="linenos">2521</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="D4xdata-2522"><a href="#D4xdata-2522"><span class="linenos">2522</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
+</span><span id="D4xdata-2523"><a href="#D4xdata-2523"><span class="linenos">2523</span></a>							<span class="o">@</span> <span class="n">CM</span>
+</span><span id="D4xdata-2524"><a href="#D4xdata-2524"><span class="linenos">2524</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
+</span><span id="D4xdata-2525"><a href="#D4xdata-2525"><span class="linenos">2525</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="D4xdata-2526"><a href="#D4xdata-2526"><span class="linenos">2526</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
+</span><span id="D4xdata-2527"><a href="#D4xdata-2527"><span class="linenos">2527</span></a>
+</span><span id="D4xdata-2528"><a href="#D4xdata-2528"><span class="linenos">2528</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="D4xdata-2529"><a href="#D4xdata-2529"><span class="linenos">2529</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2530"><a href="#D4xdata-2530"><span class="linenos">2530</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
+</span><span id="D4xdata-2531"><a href="#D4xdata-2531"><span class="linenos">2531</span></a>
+</span><span id="D4xdata-2532"><a href="#D4xdata-2532"><span class="linenos">2532</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
+</span><span id="D4xdata-2533"><a href="#D4xdata-2533"><span class="linenos">2533</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2534"><a href="#D4xdata-2534"><span class="linenos">2534</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
+</span><span id="D4xdata-2535"><a href="#D4xdata-2535"><span class="linenos">2535</span></a>			<span class="k">return</span> <span class="mf">1.</span>
+</span><span id="D4xdata-2536"><a href="#D4xdata-2536"><span class="linenos">2536</span></a>		<span class="k">return</span> <span class="p">(</span>
+</span><span id="D4xdata-2537"><a href="#D4xdata-2537"><span class="linenos">2537</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
+</span><span id="D4xdata-2538"><a href="#D4xdata-2538"><span class="linenos">2538</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2539"><a href="#D4xdata-2539"><span class="linenos">2539</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2540"><a href="#D4xdata-2540"><span class="linenos">2540</span></a>			<span class="p">)</span>
+</span><span id="D4xdata-2541"><a href="#D4xdata-2541"><span class="linenos">2541</span></a>
+</span><span id="D4xdata-2542"><a href="#D4xdata-2542"><span class="linenos">2542</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-2543"><a href="#D4xdata-2543"><span class="linenos">2543</span></a>		<span class="n">session</span><span class="p">,</span>
+</span><span id="D4xdata-2544"><a href="#D4xdata-2544"><span class="linenos">2544</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata-2545"><a href="#D4xdata-2545"><span class="linenos">2545</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata-2546"><a href="#D4xdata-2546"><span class="linenos">2546</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="D4xdata-2547"><a href="#D4xdata-2547"><span class="linenos">2547</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="D4xdata-2548"><a href="#D4xdata-2548"><span class="linenos">2548</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
+</span><span id="D4xdata-2549"><a href="#D4xdata-2549"><span class="linenos">2549</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
+</span><span id="D4xdata-2550"><a href="#D4xdata-2550"><span class="linenos">2550</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2551"><a href="#D4xdata-2551"><span class="linenos">2551</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2552"><a href="#D4xdata-2552"><span class="linenos">2552</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2553"><a href="#D4xdata-2553"><span class="linenos">2553</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2554"><a href="#D4xdata-2554"><span class="linenos">2554</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-2555"><a href="#D4xdata-2555"><span class="linenos">2555</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2556"><a href="#D4xdata-2556"><span class="linenos">2556</span></a><span class="sd">		Generate plot for a single session</span>
+</span><span id="D4xdata-2557"><a href="#D4xdata-2557"><span class="linenos">2557</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2558"><a href="#D4xdata-2558"><span class="linenos">2558</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2559"><a href="#D4xdata-2559"><span class="linenos">2559</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="D4xdata-2560"><a href="#D4xdata-2560"><span class="linenos">2560</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2561"><a href="#D4xdata-2561"><span class="linenos">2561</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="D4xdata-2562"><a href="#D4xdata-2562"><span class="linenos">2562</span></a>
+</span><span id="D4xdata-2563"><a href="#D4xdata-2563"><span class="linenos">2563</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
+</span><span id="D4xdata-2564"><a href="#D4xdata-2564"><span class="linenos">2564</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
+</span><span id="D4xdata-2565"><a href="#D4xdata-2565"><span class="linenos">2565</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
+</span><span id="D4xdata-2566"><a href="#D4xdata-2566"><span class="linenos">2566</span></a>		<span class="n">anchors_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata-2567"><a href="#D4xdata-2567"><span class="linenos">2567</span></a>		<span class="n">anchors_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata-2568"><a href="#D4xdata-2568"><span class="linenos">2568</span></a>		<span class="n">unknowns_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata-2569"><a href="#D4xdata-2569"><span class="linenos">2569</span></a>		<span class="n">unknowns_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata-2570"><a href="#D4xdata-2570"><span class="linenos">2570</span></a>		<span class="n">anchor_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+</span><span id="D4xdata-2571"><a href="#D4xdata-2571"><span class="linenos">2571</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata-2572"><a href="#D4xdata-2572"><span class="linenos">2572</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
+</span><span id="D4xdata-2573"><a href="#D4xdata-2573"><span class="linenos">2573</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="D4xdata-2574"><a href="#D4xdata-2574"><span class="linenos">2574</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="D4xdata-2575"><a href="#D4xdata-2575"><span class="linenos">2575</span></a>		<span class="n">unknown_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
 </span><span id="D4xdata-2576"><a href="#D4xdata-2576"><span class="linenos">2576</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
 </span><span id="D4xdata-2577"><a href="#D4xdata-2577"><span class="linenos">2577</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="D4xdata-2578"><a href="#D4xdata-2578"><span class="linenos">2578</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata-2579"><a href="#D4xdata-2579"><span class="linenos">2579</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata-2580"><a href="#D4xdata-2580"><span class="linenos">2580</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
-</span><span id="D4xdata-2581"><a href="#D4xdata-2581"><span class="linenos">2581</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata-2582"><a href="#D4xdata-2582"><span class="linenos">2582</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
-</span><span id="D4xdata-2583"><a href="#D4xdata-2583"><span class="linenos">2583</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata-2584"><a href="#D4xdata-2584"><span class="linenos">2584</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="D4xdata-2585"><a href="#D4xdata-2585"><span class="linenos">2585</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata-2586"><a href="#D4xdata-2586"><span class="linenos">2586</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata-2587"><a href="#D4xdata-2587"><span class="linenos">2587</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
-</span><span id="D4xdata-2588"><a href="#D4xdata-2588"><span class="linenos">2588</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2589"><a href="#D4xdata-2589"><span class="linenos">2589</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="D4xdata-2590"><a href="#D4xdata-2590"><span class="linenos">2590</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="D4xdata-2591"><a href="#D4xdata-2591"><span class="linenos">2591</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
-</span><span id="D4xdata-2592"><a href="#D4xdata-2592"><span class="linenos">2592</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
-</span><span id="D4xdata-2593"><a href="#D4xdata-2593"><span class="linenos">2593</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata-2594"><a href="#D4xdata-2594"><span class="linenos">2594</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata-2595"><a href="#D4xdata-2595"><span class="linenos">2595</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata-2596"><a href="#D4xdata-2596"><span class="linenos">2596</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata-2597"><a href="#D4xdata-2597"><span class="linenos">2597</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
-</span><span id="D4xdata-2598"><a href="#D4xdata-2598"><span class="linenos">2598</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2599"><a href="#D4xdata-2599"><span class="linenos">2599</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata-2600"><a href="#D4xdata-2600"><span class="linenos">2600</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2601"><a href="#D4xdata-2601"><span class="linenos">2601</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
-</span><span id="D4xdata-2602"><a href="#D4xdata-2602"><span class="linenos">2602</span></a>				
-</span><span id="D4xdata-2603"><a href="#D4xdata-2603"><span class="linenos">2603</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2604"><a href="#D4xdata-2604"><span class="linenos">2604</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
-</span><span id="D4xdata-2605"><a href="#D4xdata-2605"><span class="linenos">2605</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
-</span><span id="D4xdata-2606"><a href="#D4xdata-2606"><span class="linenos">2606</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
-</span><span id="D4xdata-2607"><a href="#D4xdata-2607"><span class="linenos">2607</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2608"><a href="#D4xdata-2608"><span class="linenos">2608</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
-</span><span id="D4xdata-2609"><a href="#D4xdata-2609"><span class="linenos">2609</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
-</span><span id="D4xdata-2610"><a href="#D4xdata-2610"><span class="linenos">2610</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
-</span><span id="D4xdata-2611"><a href="#D4xdata-2611"><span class="linenos">2611</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
-</span><span id="D4xdata-2612"><a href="#D4xdata-2612"><span class="linenos">2612</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
-</span><span id="D4xdata-2613"><a href="#D4xdata-2613"><span class="linenos">2613</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
-</span><span id="D4xdata-2614"><a href="#D4xdata-2614"><span class="linenos">2614</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
-</span><span id="D4xdata-2615"><a href="#D4xdata-2615"><span class="linenos">2615</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
-</span><span id="D4xdata-2616"><a href="#D4xdata-2616"><span class="linenos">2616</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
-</span><span id="D4xdata-2617"><a href="#D4xdata-2617"><span class="linenos">2617</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
-</span><span id="D4xdata-2618"><a href="#D4xdata-2618"><span class="linenos">2618</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
-</span><span id="D4xdata-2619"><a href="#D4xdata-2619"><span class="linenos">2619</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2620"><a href="#D4xdata-2620"><span class="linenos">2620</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
-</span><span id="D4xdata-2621"><a href="#D4xdata-2621"><span class="linenos">2621</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2622"><a href="#D4xdata-2622"><span class="linenos">2622</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
-</span><span id="D4xdata-2623"><a href="#D4xdata-2623"><span class="linenos">2623</span></a>
-</span><span id="D4xdata-2624"><a href="#D4xdata-2624"><span class="linenos">2624</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
-</span><span id="D4xdata-2625"><a href="#D4xdata-2625"><span class="linenos">2625</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
-</span><span id="D4xdata-2626"><a href="#D4xdata-2626"><span class="linenos">2626</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
-</span><span id="D4xdata-2627"><a href="#D4xdata-2627"><span class="linenos">2627</span></a>
-</span><span id="D4xdata-2628"><a href="#D4xdata-2628"><span class="linenos">2628</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
-</span><span id="D4xdata-2629"><a href="#D4xdata-2629"><span class="linenos">2629</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
-</span><span id="D4xdata-2630"><a href="#D4xdata-2630"><span class="linenos">2630</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2631"><a href="#D4xdata-2631"><span class="linenos">2631</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
-</span><span id="D4xdata-2632"><a href="#D4xdata-2632"><span class="linenos">2632</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
-</span><span id="D4xdata-2633"><a href="#D4xdata-2633"><span class="linenos">2633</span></a>
-</span><span id="D4xdata-2634"><a href="#D4xdata-2634"><span class="linenos">2634</span></a>		<span class="k">return</span> <span class="n">out</span>
+</span><span id="D4xdata-2578"><a href="#D4xdata-2578"><span class="linenos">2578</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="D4xdata-2579"><a href="#D4xdata-2579"><span class="linenos">2579</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="D4xdata-2580"><a href="#D4xdata-2580"><span class="linenos">2580</span></a>		
+</span><span id="D4xdata-2581"><a href="#D4xdata-2581"><span class="linenos">2581</span></a>		
+</span><span id="D4xdata-2582"><a href="#D4xdata-2582"><span class="linenos">2582</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2583"><a href="#D4xdata-2583"><span class="linenos">2583</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="D4xdata-2584"><a href="#D4xdata-2584"><span class="linenos">2584</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
+</span><span id="D4xdata-2585"><a href="#D4xdata-2585"><span class="linenos">2585</span></a>
+</span><span id="D4xdata-2586"><a href="#D4xdata-2586"><span class="linenos">2586</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata-2587"><a href="#D4xdata-2587"><span class="linenos">2587</span></a>			<span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="D4xdata-2588"><a href="#D4xdata-2588"><span class="linenos">2588</span></a>			<span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="D4xdata-2589"><a href="#D4xdata-2589"><span class="linenos">2589</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
+</span><span id="D4xdata-2590"><a href="#D4xdata-2590"><span class="linenos">2590</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata-2591"><a href="#D4xdata-2591"><span class="linenos">2591</span></a>			<span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="D4xdata-2592"><a href="#D4xdata-2592"><span class="linenos">2592</span></a>			<span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="D4xdata-2593"><a href="#D4xdata-2593"><span class="linenos">2593</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
+</span><span id="D4xdata-2594"><a href="#D4xdata-2594"><span class="linenos">2594</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata-2595"><a href="#D4xdata-2595"><span class="linenos">2595</span></a>			<span class="o">*</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="D4xdata-2596"><a href="#D4xdata-2596"><span class="linenos">2596</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
+</span><span id="D4xdata-2597"><a href="#D4xdata-2597"><span class="linenos">2597</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata-2598"><a href="#D4xdata-2598"><span class="linenos">2598</span></a>			<span class="o">*</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="D4xdata-2599"><a href="#D4xdata-2599"><span class="linenos">2599</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
+</span><span id="D4xdata-2600"><a href="#D4xdata-2600"><span class="linenos">2600</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2601"><a href="#D4xdata-2601"><span class="linenos">2601</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="D4xdata-2602"><a href="#D4xdata-2602"><span class="linenos">2602</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="D4xdata-2603"><a href="#D4xdata-2603"><span class="linenos">2603</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+</span><span id="D4xdata-2604"><a href="#D4xdata-2604"><span class="linenos">2604</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
+</span><span id="D4xdata-2605"><a href="#D4xdata-2605"><span class="linenos">2605</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata-2606"><a href="#D4xdata-2606"><span class="linenos">2606</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata-2607"><a href="#D4xdata-2607"><span class="linenos">2607</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata-2608"><a href="#D4xdata-2608"><span class="linenos">2608</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata-2609"><a href="#D4xdata-2609"><span class="linenos">2609</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
+</span><span id="D4xdata-2610"><a href="#D4xdata-2610"><span class="linenos">2610</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2611"><a href="#D4xdata-2611"><span class="linenos">2611</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata-2612"><a href="#D4xdata-2612"><span class="linenos">2612</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2613"><a href="#D4xdata-2613"><span class="linenos">2613</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
+</span><span id="D4xdata-2614"><a href="#D4xdata-2614"><span class="linenos">2614</span></a>				
+</span><span id="D4xdata-2615"><a href="#D4xdata-2615"><span class="linenos">2615</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2616"><a href="#D4xdata-2616"><span class="linenos">2616</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
+</span><span id="D4xdata-2617"><a href="#D4xdata-2617"><span class="linenos">2617</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
+</span><span id="D4xdata-2618"><a href="#D4xdata-2618"><span class="linenos">2618</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
+</span><span id="D4xdata-2619"><a href="#D4xdata-2619"><span class="linenos">2619</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2620"><a href="#D4xdata-2620"><span class="linenos">2620</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
+</span><span id="D4xdata-2621"><a href="#D4xdata-2621"><span class="linenos">2621</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
+</span><span id="D4xdata-2622"><a href="#D4xdata-2622"><span class="linenos">2622</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
+</span><span id="D4xdata-2623"><a href="#D4xdata-2623"><span class="linenos">2623</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
+</span><span id="D4xdata-2624"><a href="#D4xdata-2624"><span class="linenos">2624</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
+</span><span id="D4xdata-2625"><a href="#D4xdata-2625"><span class="linenos">2625</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
+</span><span id="D4xdata-2626"><a href="#D4xdata-2626"><span class="linenos">2626</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
+</span><span id="D4xdata-2627"><a href="#D4xdata-2627"><span class="linenos">2627</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
+</span><span id="D4xdata-2628"><a href="#D4xdata-2628"><span class="linenos">2628</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
+</span><span id="D4xdata-2629"><a href="#D4xdata-2629"><span class="linenos">2629</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
+</span><span id="D4xdata-2630"><a href="#D4xdata-2630"><span class="linenos">2630</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
+</span><span id="D4xdata-2631"><a href="#D4xdata-2631"><span class="linenos">2631</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2632"><a href="#D4xdata-2632"><span class="linenos">2632</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
+</span><span id="D4xdata-2633"><a href="#D4xdata-2633"><span class="linenos">2633</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2634"><a href="#D4xdata-2634"><span class="linenos">2634</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
 </span><span id="D4xdata-2635"><a href="#D4xdata-2635"><span class="linenos">2635</span></a>
-</span><span id="D4xdata-2636"><a href="#D4xdata-2636"><span class="linenos">2636</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
-</span><span id="D4xdata-2637"><a href="#D4xdata-2637"><span class="linenos">2637</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-2638"><a href="#D4xdata-2638"><span class="linenos">2638</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata-2639"><a href="#D4xdata-2639"><span class="linenos">2639</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata-2640"><a href="#D4xdata-2640"><span class="linenos">2640</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata-2641"><a href="#D4xdata-2641"><span class="linenos">2641</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2642"><a href="#D4xdata-2642"><span class="linenos">2642</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2643"><a href="#D4xdata-2643"><span class="linenos">2643</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
-</span><span id="D4xdata-2644"><a href="#D4xdata-2644"><span class="linenos">2644</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2645"><a href="#D4xdata-2645"><span class="linenos">2645</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2646"><a href="#D4xdata-2646"><span class="linenos">2646</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="D4xdata-2647"><a href="#D4xdata-2647"><span class="linenos">2647</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2648"><a href="#D4xdata-2648"><span class="linenos">2648</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-2649"><a href="#D4xdata-2649"><span class="linenos">2649</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2650"><a href="#D4xdata-2650"><span class="linenos">2650</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
-</span><span id="D4xdata-2651"><a href="#D4xdata-2651"><span class="linenos">2651</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
-</span><span id="D4xdata-2652"><a href="#D4xdata-2652"><span class="linenos">2652</span></a>
-</span><span id="D4xdata-2653"><a href="#D4xdata-2653"><span class="linenos">2653</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
-</span><span id="D4xdata-2654"><a href="#D4xdata-2654"><span class="linenos">2654</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
-</span><span id="D4xdata-2655"><a href="#D4xdata-2655"><span class="linenos">2655</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
-</span><span id="D4xdata-2656"><a href="#D4xdata-2656"><span class="linenos">2656</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="D4xdata-2657"><a href="#D4xdata-2657"><span class="linenos">2657</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
-</span><span id="D4xdata-2658"><a href="#D4xdata-2658"><span class="linenos">2658</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
-</span><span id="D4xdata-2659"><a href="#D4xdata-2659"><span class="linenos">2659</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata-2660"><a href="#D4xdata-2660"><span class="linenos">2660</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata-2661"><a href="#D4xdata-2661"><span class="linenos">2661</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
-</span><span id="D4xdata-2662"><a href="#D4xdata-2662"><span class="linenos">2662</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
-</span><span id="D4xdata-2663"><a href="#D4xdata-2663"><span class="linenos">2663</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2664"><a href="#D4xdata-2664"><span class="linenos">2664</span></a>		
-</span><span id="D4xdata-2665"><a href="#D4xdata-2665"><span class="linenos">2665</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
-</span><span id="D4xdata-2666"><a href="#D4xdata-2666"><span class="linenos">2666</span></a>
-</span><span id="D4xdata-2667"><a href="#D4xdata-2667"><span class="linenos">2667</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2668"><a href="#D4xdata-2668"><span class="linenos">2668</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2669"><a href="#D4xdata-2669"><span class="linenos">2669</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
-</span><span id="D4xdata-2670"><a href="#D4xdata-2670"><span class="linenos">2670</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2671"><a href="#D4xdata-2671"><span class="linenos">2671</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
-</span><span id="D4xdata-2672"><a href="#D4xdata-2672"><span class="linenos">2672</span></a>		
-</span><span id="D4xdata-2673"><a href="#D4xdata-2673"><span class="linenos">2673</span></a>		<span class="c1"># Layout</span>
-</span><span id="D4xdata-2674"><a href="#D4xdata-2674"><span class="linenos">2674</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata-2675"><a href="#D4xdata-2675"><span class="linenos">2675</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2676"><a href="#D4xdata-2676"><span class="linenos">2676</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
-</span><span id="D4xdata-2677"><a href="#D4xdata-2677"><span class="linenos">2677</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
-</span><span id="D4xdata-2678"><a href="#D4xdata-2678"><span class="linenos">2678</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2679"><a href="#D4xdata-2679"><span class="linenos">2679</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
-</span><span id="D4xdata-2680"><a href="#D4xdata-2680"><span class="linenos">2680</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="D4xdata-2681"><a href="#D4xdata-2681"><span class="linenos">2681</span></a>		
-</span><span id="D4xdata-2682"><a href="#D4xdata-2682"><span class="linenos">2682</span></a>		<span class="c1"># Colors</span>
-</span><span id="D4xdata-2683"><a href="#D4xdata-2683"><span class="linenos">2683</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
-</span><span id="D4xdata-2684"><a href="#D4xdata-2684"><span class="linenos">2684</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2685"><a href="#D4xdata-2685"><span class="linenos">2685</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="D4xdata-2686"><a href="#D4xdata-2686"><span class="linenos">2686</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
-</span><span id="D4xdata-2687"><a href="#D4xdata-2687"><span class="linenos">2687</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata-2688"><a href="#D4xdata-2688"><span class="linenos">2688</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
-</span><span id="D4xdata-2689"><a href="#D4xdata-2689"><span class="linenos">2689</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="D4xdata-2690"><a href="#D4xdata-2690"><span class="linenos">2690</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="D4xdata-2691"><a href="#D4xdata-2691"><span class="linenos">2691</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="D4xdata-2692"><a href="#D4xdata-2692"><span class="linenos">2692</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="D4xdata-2693"><a href="#D4xdata-2693"><span class="linenos">2693</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2694"><a href="#D4xdata-2694"><span class="linenos">2694</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
-</span><span id="D4xdata-2695"><a href="#D4xdata-2695"><span class="linenos">2695</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2696"><a href="#D4xdata-2696"><span class="linenos">2696</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="D4xdata-2697"><a href="#D4xdata-2697"><span class="linenos">2697</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="D4xdata-2698"><a href="#D4xdata-2698"><span class="linenos">2698</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="D4xdata-2699"><a href="#D4xdata-2699"><span class="linenos">2699</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="D4xdata-2700"><a href="#D4xdata-2700"><span class="linenos">2700</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2701"><a href="#D4xdata-2701"><span class="linenos">2701</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
-</span><span id="D4xdata-2702"><a href="#D4xdata-2702"><span class="linenos">2702</span></a>
-</span><span id="D4xdata-2703"><a href="#D4xdata-2703"><span class="linenos">2703</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="D4xdata-2704"><a href="#D4xdata-2704"><span class="linenos">2704</span></a>		
-</span><span id="D4xdata-2705"><a href="#D4xdata-2705"><span class="linenos">2705</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
-</span><span id="D4xdata-2706"><a href="#D4xdata-2706"><span class="linenos">2706</span></a>
-</span><span id="D4xdata-2707"><a href="#D4xdata-2707"><span class="linenos">2707</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
-</span><span id="D4xdata-2708"><a href="#D4xdata-2708"><span class="linenos">2708</span></a>
-</span><span id="D4xdata-2709"><a href="#D4xdata-2709"><span class="linenos">2709</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2710"><a href="#D4xdata-2710"><span class="linenos">2710</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="D4xdata-2711"><a href="#D4xdata-2711"><span class="linenos">2711</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
-</span><span id="D4xdata-2712"><a href="#D4xdata-2712"><span class="linenos">2712</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata-2713"><a href="#D4xdata-2713"><span class="linenos">2713</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="D4xdata-2714"><a href="#D4xdata-2714"><span class="linenos">2714</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="D4xdata-2715"><a href="#D4xdata-2715"><span class="linenos">2715</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
-</span><span id="D4xdata-2716"><a href="#D4xdata-2716"><span class="linenos">2716</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata-2717"><a href="#D4xdata-2717"><span class="linenos">2717</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
-</span><span id="D4xdata-2718"><a href="#D4xdata-2718"><span class="linenos">2718</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
-</span><span id="D4xdata-2719"><a href="#D4xdata-2719"><span class="linenos">2719</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata-2720"><a href="#D4xdata-2720"><span class="linenos">2720</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="D4xdata-2721"><a href="#D4xdata-2721"><span class="linenos">2721</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-2722"><a href="#D4xdata-2722"><span class="linenos">2722</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="D4xdata-2723"><a href="#D4xdata-2723"><span class="linenos">2723</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
-</span><span id="D4xdata-2724"><a href="#D4xdata-2724"><span class="linenos">2724</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="D4xdata-2725"><a href="#D4xdata-2725"><span class="linenos">2725</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
-</span><span id="D4xdata-2726"><a href="#D4xdata-2726"><span class="linenos">2726</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata-2727"><a href="#D4xdata-2727"><span class="linenos">2727</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="D4xdata-2728"><a href="#D4xdata-2728"><span class="linenos">2728</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="D4xdata-2729"><a href="#D4xdata-2729"><span class="linenos">2729</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2730"><a href="#D4xdata-2730"><span class="linenos">2730</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="D4xdata-2731"><a href="#D4xdata-2731"><span class="linenos">2731</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
-</span><span id="D4xdata-2732"><a href="#D4xdata-2732"><span class="linenos">2732</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2733"><a href="#D4xdata-2733"><span class="linenos">2733</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
-</span><span id="D4xdata-2734"><a href="#D4xdata-2734"><span class="linenos">2734</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2735"><a href="#D4xdata-2735"><span class="linenos">2735</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
-</span><span id="D4xdata-2736"><a href="#D4xdata-2736"><span class="linenos">2736</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata-2737"><a href="#D4xdata-2737"><span class="linenos">2737</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata-2738"><a href="#D4xdata-2738"><span class="linenos">2738</span></a>				<span class="p">)</span>
-</span><span id="D4xdata-2739"><a href="#D4xdata-2739"><span class="linenos">2739</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
-</span><span id="D4xdata-2740"><a href="#D4xdata-2740"><span class="linenos">2740</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
-</span><span id="D4xdata-2741"><a href="#D4xdata-2741"><span class="linenos">2741</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata-2742"><a href="#D4xdata-2742"><span class="linenos">2742</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="D4xdata-2743"><a href="#D4xdata-2743"><span class="linenos">2743</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata-2744"><a href="#D4xdata-2744"><span class="linenos">2744</span></a>
-</span><span id="D4xdata-2745"><a href="#D4xdata-2745"><span class="linenos">2745</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata-2746"><a href="#D4xdata-2746"><span class="linenos">2746</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata-2747"><a href="#D4xdata-2747"><span class="linenos">2747</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
-</span><span id="D4xdata-2748"><a href="#D4xdata-2748"><span class="linenos">2748</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2749"><a href="#D4xdata-2749"><span class="linenos">2749</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2750"><a href="#D4xdata-2750"><span class="linenos">2750</span></a>
-</span><span id="D4xdata-2751"><a href="#D4xdata-2751"><span class="linenos">2751</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata-2752"><a href="#D4xdata-2752"><span class="linenos">2752</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata-2753"><a href="#D4xdata-2753"><span class="linenos">2753</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata-2754"><a href="#D4xdata-2754"><span class="linenos">2754</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2755"><a href="#D4xdata-2755"><span class="linenos">2755</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="D4xdata-2756"><a href="#D4xdata-2756"><span class="linenos">2756</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
-</span><span id="D4xdata-2757"><a href="#D4xdata-2757"><span class="linenos">2757</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata-2758"><a href="#D4xdata-2758"><span class="linenos">2758</span></a>				<span class="n">s</span><span class="p">,</span>
-</span><span id="D4xdata-2759"><a href="#D4xdata-2759"><span class="linenos">2759</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2760"><a href="#D4xdata-2760"><span class="linenos">2760</span></a>				<span class="o">**</span><span class="p">(</span>
-</span><span id="D4xdata-2761"><a href="#D4xdata-2761"><span class="linenos">2761</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2762"><a href="#D4xdata-2762"><span class="linenos">2762</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
-</span><span id="D4xdata-2763"><a href="#D4xdata-2763"><span class="linenos">2763</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
-</span><span id="D4xdata-2764"><a href="#D4xdata-2764"><span class="linenos">2764</span></a>					<span class="p">)</span>
-</span><span id="D4xdata-2765"><a href="#D4xdata-2765"><span class="linenos">2765</span></a>				<span class="p">)</span>
-</span><span id="D4xdata-2766"><a href="#D4xdata-2766"><span class="linenos">2766</span></a>
-</span><span id="D4xdata-2767"><a href="#D4xdata-2767"><span class="linenos">2767</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2768"><a href="#D4xdata-2768"><span class="linenos">2768</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="D4xdata-2769"><a href="#D4xdata-2769"><span class="linenos">2769</span></a>
-</span><span id="D4xdata-2770"><a href="#D4xdata-2770"><span class="linenos">2770</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
-</span><span id="D4xdata-2771"><a href="#D4xdata-2771"><span class="linenos">2771</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="D4xdata-2772"><a href="#D4xdata-2772"><span class="linenos">2772</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
-</span><span id="D4xdata-2773"><a href="#D4xdata-2773"><span class="linenos">2773</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata-2774"><a href="#D4xdata-2774"><span class="linenos">2774</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
-</span><span id="D4xdata-2775"><a href="#D4xdata-2775"><span class="linenos">2775</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="D4xdata-2776"><a href="#D4xdata-2776"><span class="linenos">2776</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata-2777"><a href="#D4xdata-2777"><span class="linenos">2777</span></a>
-</span><span id="D4xdata-2778"><a href="#D4xdata-2778"><span class="linenos">2778</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="D4xdata-2779"><a href="#D4xdata-2779"><span class="linenos">2779</span></a>
-</span><span id="D4xdata-2780"><a href="#D4xdata-2780"><span class="linenos">2780</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
-</span><span id="D4xdata-2781"><a href="#D4xdata-2781"><span class="linenos">2781</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
-</span><span id="D4xdata-2782"><a href="#D4xdata-2782"><span class="linenos">2782</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="D4xdata-2783"><a href="#D4xdata-2783"><span class="linenos">2783</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
-</span><span id="D4xdata-2784"><a href="#D4xdata-2784"><span class="linenos">2784</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="D4xdata-2785"><a href="#D4xdata-2785"><span class="linenos">2785</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata-2786"><a href="#D4xdata-2786"><span class="linenos">2786</span></a>
-</span><span id="D4xdata-2787"><a href="#D4xdata-2787"><span class="linenos">2787</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
-</span><span id="D4xdata-2788"><a href="#D4xdata-2788"><span class="linenos">2788</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="D4xdata-2789"><a href="#D4xdata-2789"><span class="linenos">2789</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="D4xdata-2790"><a href="#D4xdata-2790"><span class="linenos">2790</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="D4xdata-2791"><a href="#D4xdata-2791"><span class="linenos">2791</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="D4xdata-2792"><a href="#D4xdata-2792"><span class="linenos">2792</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata-2793"><a href="#D4xdata-2793"><span class="linenos">2793</span></a>
-</span><span id="D4xdata-2794"><a href="#D4xdata-2794"><span class="linenos">2794</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2795"><a href="#D4xdata-2795"><span class="linenos">2795</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
-</span><span id="D4xdata-2796"><a href="#D4xdata-2796"><span class="linenos">2796</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2797"><a href="#D4xdata-2797"><span class="linenos">2797</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
-</span><span id="D4xdata-2798"><a href="#D4xdata-2798"><span class="linenos">2798</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
-</span><span id="D4xdata-2799"><a href="#D4xdata-2799"><span class="linenos">2799</span></a>
-</span><span id="D4xdata-2800"><a href="#D4xdata-2800"><span class="linenos">2800</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="D4xdata-2801"><a href="#D4xdata-2801"><span class="linenos">2801</span></a>
-</span><span id="D4xdata-2802"><a href="#D4xdata-2802"><span class="linenos">2802</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2803"><a href="#D4xdata-2803"><span class="linenos">2803</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata-2804"><a href="#D4xdata-2804"><span class="linenos">2804</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+</span><span id="D4xdata-2636"><a href="#D4xdata-2636"><span class="linenos">2636</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="D4xdata-2637"><a href="#D4xdata-2637"><span class="linenos">2637</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
+</span><span id="D4xdata-2638"><a href="#D4xdata-2638"><span class="linenos">2638</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
+</span><span id="D4xdata-2639"><a href="#D4xdata-2639"><span class="linenos">2639</span></a>			<span class="n">contour</span> <span class="o">=</span> <span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="D4xdata-2640"><a href="#D4xdata-2640"><span class="linenos">2640</span></a>
+</span><span id="D4xdata-2641"><a href="#D4xdata-2641"><span class="linenos">2641</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2642"><a href="#D4xdata-2642"><span class="linenos">2642</span></a>			<span class="k">return</span> <span class="p">{</span>
+</span><span id="D4xdata-2643"><a href="#D4xdata-2643"><span class="linenos">2643</span></a>			<span class="s1">&#39;anchors&#39;</span><span class="p">:</span><span class="n">anchors</span><span class="p">,</span>
+</span><span id="D4xdata-2644"><a href="#D4xdata-2644"><span class="linenos">2644</span></a>			<span class="s1">&#39;unknowns&#39;</span><span class="p">:</span><span class="n">unknowns</span><span class="p">,</span>
+</span><span id="D4xdata-2645"><a href="#D4xdata-2645"><span class="linenos">2645</span></a>			<span class="s1">&#39;anchors_d&#39;</span><span class="p">:</span><span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="D4xdata-2646"><a href="#D4xdata-2646"><span class="linenos">2646</span></a>			<span class="s1">&#39;anchors_D&#39;</span><span class="p">:</span><span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="D4xdata-2647"><a href="#D4xdata-2647"><span class="linenos">2647</span></a>			<span class="s1">&#39;unknowns_d&#39;</span><span class="p">:</span><span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="D4xdata-2648"><a href="#D4xdata-2648"><span class="linenos">2648</span></a>			<span class="s1">&#39;unknowns_D&#39;</span><span class="p">:</span><span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="D4xdata-2649"><a href="#D4xdata-2649"><span class="linenos">2649</span></a>			<span class="s1">&#39;anchor_avg&#39;</span><span class="p">:</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="D4xdata-2650"><a href="#D4xdata-2650"><span class="linenos">2650</span></a>			<span class="s1">&#39;unknown_avg&#39;</span><span class="p">:</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="D4xdata-2651"><a href="#D4xdata-2651"><span class="linenos">2651</span></a>			<span class="s1">&#39;contour&#39;</span><span class="p">:</span><span class="n">contour</span><span class="p">,</span>
+</span><span id="D4xdata-2652"><a href="#D4xdata-2652"><span class="linenos">2652</span></a>			<span class="p">}</span>
+</span><span id="D4xdata-2653"><a href="#D4xdata-2653"><span class="linenos">2653</span></a>
+</span><span id="D4xdata-2654"><a href="#D4xdata-2654"><span class="linenos">2654</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
+</span><span id="D4xdata-2655"><a href="#D4xdata-2655"><span class="linenos">2655</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
+</span><span id="D4xdata-2656"><a href="#D4xdata-2656"><span class="linenos">2656</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2657"><a href="#D4xdata-2657"><span class="linenos">2657</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
+</span><span id="D4xdata-2658"><a href="#D4xdata-2658"><span class="linenos">2658</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
+</span><span id="D4xdata-2659"><a href="#D4xdata-2659"><span class="linenos">2659</span></a>
+</span><span id="D4xdata-2660"><a href="#D4xdata-2660"><span class="linenos">2660</span></a>		<span class="k">return</span> <span class="n">out</span>
+</span><span id="D4xdata-2661"><a href="#D4xdata-2661"><span class="linenos">2661</span></a>
+</span><span id="D4xdata-2662"><a href="#D4xdata-2662"><span class="linenos">2662</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
+</span><span id="D4xdata-2663"><a href="#D4xdata-2663"><span class="linenos">2663</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-2664"><a href="#D4xdata-2664"><span class="linenos">2664</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata-2665"><a href="#D4xdata-2665"><span class="linenos">2665</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata-2666"><a href="#D4xdata-2666"><span class="linenos">2666</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata-2667"><a href="#D4xdata-2667"><span class="linenos">2667</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2668"><a href="#D4xdata-2668"><span class="linenos">2668</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2669"><a href="#D4xdata-2669"><span class="linenos">2669</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
+</span><span id="D4xdata-2670"><a href="#D4xdata-2670"><span class="linenos">2670</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2671"><a href="#D4xdata-2671"><span class="linenos">2671</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2672"><a href="#D4xdata-2672"><span class="linenos">2672</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="D4xdata-2673"><a href="#D4xdata-2673"><span class="linenos">2673</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2674"><a href="#D4xdata-2674"><span class="linenos">2674</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-2675"><a href="#D4xdata-2675"><span class="linenos">2675</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2676"><a href="#D4xdata-2676"><span class="linenos">2676</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
+</span><span id="D4xdata-2677"><a href="#D4xdata-2677"><span class="linenos">2677</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
+</span><span id="D4xdata-2678"><a href="#D4xdata-2678"><span class="linenos">2678</span></a>
+</span><span id="D4xdata-2679"><a href="#D4xdata-2679"><span class="linenos">2679</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
+</span><span id="D4xdata-2680"><a href="#D4xdata-2680"><span class="linenos">2680</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
+</span><span id="D4xdata-2681"><a href="#D4xdata-2681"><span class="linenos">2681</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
+</span><span id="D4xdata-2682"><a href="#D4xdata-2682"><span class="linenos">2682</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="D4xdata-2683"><a href="#D4xdata-2683"><span class="linenos">2683</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
+</span><span id="D4xdata-2684"><a href="#D4xdata-2684"><span class="linenos">2684</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
+</span><span id="D4xdata-2685"><a href="#D4xdata-2685"><span class="linenos">2685</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata-2686"><a href="#D4xdata-2686"><span class="linenos">2686</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata-2687"><a href="#D4xdata-2687"><span class="linenos">2687</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
+</span><span id="D4xdata-2688"><a href="#D4xdata-2688"><span class="linenos">2688</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
+</span><span id="D4xdata-2689"><a href="#D4xdata-2689"><span class="linenos">2689</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2690"><a href="#D4xdata-2690"><span class="linenos">2690</span></a>		
+</span><span id="D4xdata-2691"><a href="#D4xdata-2691"><span class="linenos">2691</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
+</span><span id="D4xdata-2692"><a href="#D4xdata-2692"><span class="linenos">2692</span></a>
+</span><span id="D4xdata-2693"><a href="#D4xdata-2693"><span class="linenos">2693</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2694"><a href="#D4xdata-2694"><span class="linenos">2694</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2695"><a href="#D4xdata-2695"><span class="linenos">2695</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
+</span><span id="D4xdata-2696"><a href="#D4xdata-2696"><span class="linenos">2696</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2697"><a href="#D4xdata-2697"><span class="linenos">2697</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
+</span><span id="D4xdata-2698"><a href="#D4xdata-2698"><span class="linenos">2698</span></a>		
+</span><span id="D4xdata-2699"><a href="#D4xdata-2699"><span class="linenos">2699</span></a>		<span class="c1"># Layout</span>
+</span><span id="D4xdata-2700"><a href="#D4xdata-2700"><span class="linenos">2700</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata-2701"><a href="#D4xdata-2701"><span class="linenos">2701</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2702"><a href="#D4xdata-2702"><span class="linenos">2702</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
+</span><span id="D4xdata-2703"><a href="#D4xdata-2703"><span class="linenos">2703</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
+</span><span id="D4xdata-2704"><a href="#D4xdata-2704"><span class="linenos">2704</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2705"><a href="#D4xdata-2705"><span class="linenos">2705</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
+</span><span id="D4xdata-2706"><a href="#D4xdata-2706"><span class="linenos">2706</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="D4xdata-2707"><a href="#D4xdata-2707"><span class="linenos">2707</span></a>		
+</span><span id="D4xdata-2708"><a href="#D4xdata-2708"><span class="linenos">2708</span></a>		<span class="c1"># Colors</span>
+</span><span id="D4xdata-2709"><a href="#D4xdata-2709"><span class="linenos">2709</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
+</span><span id="D4xdata-2710"><a href="#D4xdata-2710"><span class="linenos">2710</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2711"><a href="#D4xdata-2711"><span class="linenos">2711</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="D4xdata-2712"><a href="#D4xdata-2712"><span class="linenos">2712</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
+</span><span id="D4xdata-2713"><a href="#D4xdata-2713"><span class="linenos">2713</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata-2714"><a href="#D4xdata-2714"><span class="linenos">2714</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
+</span><span id="D4xdata-2715"><a href="#D4xdata-2715"><span class="linenos">2715</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="D4xdata-2716"><a href="#D4xdata-2716"><span class="linenos">2716</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="D4xdata-2717"><a href="#D4xdata-2717"><span class="linenos">2717</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="D4xdata-2718"><a href="#D4xdata-2718"><span class="linenos">2718</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="D4xdata-2719"><a href="#D4xdata-2719"><span class="linenos">2719</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2720"><a href="#D4xdata-2720"><span class="linenos">2720</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
+</span><span id="D4xdata-2721"><a href="#D4xdata-2721"><span class="linenos">2721</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2722"><a href="#D4xdata-2722"><span class="linenos">2722</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="D4xdata-2723"><a href="#D4xdata-2723"><span class="linenos">2723</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="D4xdata-2724"><a href="#D4xdata-2724"><span class="linenos">2724</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="D4xdata-2725"><a href="#D4xdata-2725"><span class="linenos">2725</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="D4xdata-2726"><a href="#D4xdata-2726"><span class="linenos">2726</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2727"><a href="#D4xdata-2727"><span class="linenos">2727</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
+</span><span id="D4xdata-2728"><a href="#D4xdata-2728"><span class="linenos">2728</span></a>
+</span><span id="D4xdata-2729"><a href="#D4xdata-2729"><span class="linenos">2729</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="D4xdata-2730"><a href="#D4xdata-2730"><span class="linenos">2730</span></a>		
+</span><span id="D4xdata-2731"><a href="#D4xdata-2731"><span class="linenos">2731</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
+</span><span id="D4xdata-2732"><a href="#D4xdata-2732"><span class="linenos">2732</span></a>
+</span><span id="D4xdata-2733"><a href="#D4xdata-2733"><span class="linenos">2733</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
+</span><span id="D4xdata-2734"><a href="#D4xdata-2734"><span class="linenos">2734</span></a>
+</span><span id="D4xdata-2735"><a href="#D4xdata-2735"><span class="linenos">2735</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2736"><a href="#D4xdata-2736"><span class="linenos">2736</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="D4xdata-2737"><a href="#D4xdata-2737"><span class="linenos">2737</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
+</span><span id="D4xdata-2738"><a href="#D4xdata-2738"><span class="linenos">2738</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata-2739"><a href="#D4xdata-2739"><span class="linenos">2739</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="D4xdata-2740"><a href="#D4xdata-2740"><span class="linenos">2740</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="D4xdata-2741"><a href="#D4xdata-2741"><span class="linenos">2741</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+</span><span id="D4xdata-2742"><a href="#D4xdata-2742"><span class="linenos">2742</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata-2743"><a href="#D4xdata-2743"><span class="linenos">2743</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
+</span><span id="D4xdata-2744"><a href="#D4xdata-2744"><span class="linenos">2744</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
+</span><span id="D4xdata-2745"><a href="#D4xdata-2745"><span class="linenos">2745</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata-2746"><a href="#D4xdata-2746"><span class="linenos">2746</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="D4xdata-2747"><a href="#D4xdata-2747"><span class="linenos">2747</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-2748"><a href="#D4xdata-2748"><span class="linenos">2748</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="D4xdata-2749"><a href="#D4xdata-2749"><span class="linenos">2749</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
+</span><span id="D4xdata-2750"><a href="#D4xdata-2750"><span class="linenos">2750</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="D4xdata-2751"><a href="#D4xdata-2751"><span class="linenos">2751</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
+</span><span id="D4xdata-2752"><a href="#D4xdata-2752"><span class="linenos">2752</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata-2753"><a href="#D4xdata-2753"><span class="linenos">2753</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="D4xdata-2754"><a href="#D4xdata-2754"><span class="linenos">2754</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="D4xdata-2755"><a href="#D4xdata-2755"><span class="linenos">2755</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2756"><a href="#D4xdata-2756"><span class="linenos">2756</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="D4xdata-2757"><a href="#D4xdata-2757"><span class="linenos">2757</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
+</span><span id="D4xdata-2758"><a href="#D4xdata-2758"><span class="linenos">2758</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2759"><a href="#D4xdata-2759"><span class="linenos">2759</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
+</span><span id="D4xdata-2760"><a href="#D4xdata-2760"><span class="linenos">2760</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2761"><a href="#D4xdata-2761"><span class="linenos">2761</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
+</span><span id="D4xdata-2762"><a href="#D4xdata-2762"><span class="linenos">2762</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata-2763"><a href="#D4xdata-2763"><span class="linenos">2763</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata-2764"><a href="#D4xdata-2764"><span class="linenos">2764</span></a>				<span class="p">)</span>
+</span><span id="D4xdata-2765"><a href="#D4xdata-2765"><span class="linenos">2765</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
+</span><span id="D4xdata-2766"><a href="#D4xdata-2766"><span class="linenos">2766</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
+</span><span id="D4xdata-2767"><a href="#D4xdata-2767"><span class="linenos">2767</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata-2768"><a href="#D4xdata-2768"><span class="linenos">2768</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="D4xdata-2769"><a href="#D4xdata-2769"><span class="linenos">2769</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata-2770"><a href="#D4xdata-2770"><span class="linenos">2770</span></a>
+</span><span id="D4xdata-2771"><a href="#D4xdata-2771"><span class="linenos">2771</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata-2772"><a href="#D4xdata-2772"><span class="linenos">2772</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata-2773"><a href="#D4xdata-2773"><span class="linenos">2773</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
+</span><span id="D4xdata-2774"><a href="#D4xdata-2774"><span class="linenos">2774</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2775"><a href="#D4xdata-2775"><span class="linenos">2775</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2776"><a href="#D4xdata-2776"><span class="linenos">2776</span></a>
+</span><span id="D4xdata-2777"><a href="#D4xdata-2777"><span class="linenos">2777</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata-2778"><a href="#D4xdata-2778"><span class="linenos">2778</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata-2779"><a href="#D4xdata-2779"><span class="linenos">2779</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata-2780"><a href="#D4xdata-2780"><span class="linenos">2780</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2781"><a href="#D4xdata-2781"><span class="linenos">2781</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="D4xdata-2782"><a href="#D4xdata-2782"><span class="linenos">2782</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
+</span><span id="D4xdata-2783"><a href="#D4xdata-2783"><span class="linenos">2783</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata-2784"><a href="#D4xdata-2784"><span class="linenos">2784</span></a>				<span class="n">s</span><span class="p">,</span>
+</span><span id="D4xdata-2785"><a href="#D4xdata-2785"><span class="linenos">2785</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2786"><a href="#D4xdata-2786"><span class="linenos">2786</span></a>				<span class="o">**</span><span class="p">(</span>
+</span><span id="D4xdata-2787"><a href="#D4xdata-2787"><span class="linenos">2787</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2788"><a href="#D4xdata-2788"><span class="linenos">2788</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+</span><span id="D4xdata-2789"><a href="#D4xdata-2789"><span class="linenos">2789</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
+</span><span id="D4xdata-2790"><a href="#D4xdata-2790"><span class="linenos">2790</span></a>					<span class="p">)</span>
+</span><span id="D4xdata-2791"><a href="#D4xdata-2791"><span class="linenos">2791</span></a>				<span class="p">)</span>
+</span><span id="D4xdata-2792"><a href="#D4xdata-2792"><span class="linenos">2792</span></a>
+</span><span id="D4xdata-2793"><a href="#D4xdata-2793"><span class="linenos">2793</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2794"><a href="#D4xdata-2794"><span class="linenos">2794</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="D4xdata-2795"><a href="#D4xdata-2795"><span class="linenos">2795</span></a>
+</span><span id="D4xdata-2796"><a href="#D4xdata-2796"><span class="linenos">2796</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
+</span><span id="D4xdata-2797"><a href="#D4xdata-2797"><span class="linenos">2797</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="D4xdata-2798"><a href="#D4xdata-2798"><span class="linenos">2798</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
+</span><span id="D4xdata-2799"><a href="#D4xdata-2799"><span class="linenos">2799</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata-2800"><a href="#D4xdata-2800"><span class="linenos">2800</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+</span><span id="D4xdata-2801"><a href="#D4xdata-2801"><span class="linenos">2801</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="D4xdata-2802"><a href="#D4xdata-2802"><span class="linenos">2802</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata-2803"><a href="#D4xdata-2803"><span class="linenos">2803</span></a>
+</span><span id="D4xdata-2804"><a href="#D4xdata-2804"><span class="linenos">2804</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
 </span><span id="D4xdata-2805"><a href="#D4xdata-2805"><span class="linenos">2805</span></a>
-</span><span id="D4xdata-2806"><a href="#D4xdata-2806"><span class="linenos">2806</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2807"><a href="#D4xdata-2807"><span class="linenos">2807</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="D4xdata-2808"><a href="#D4xdata-2808"><span class="linenos">2808</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="D4xdata-2809"><a href="#D4xdata-2809"><span class="linenos">2809</span></a>
-</span><span id="D4xdata-2810"><a href="#D4xdata-2810"><span class="linenos">2810</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata-2811"><a href="#D4xdata-2811"><span class="linenos">2811</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
-</span><span id="D4xdata-2812"><a href="#D4xdata-2812"><span class="linenos">2812</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
-</span><span id="D4xdata-2813"><a href="#D4xdata-2813"><span class="linenos">2813</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
-</span><span id="D4xdata-2814"><a href="#D4xdata-2814"><span class="linenos">2814</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-</span><span id="D4xdata-2815"><a href="#D4xdata-2815"><span class="linenos">2815</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
-</span><span id="D4xdata-2816"><a href="#D4xdata-2816"><span class="linenos">2816</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
-</span><span id="D4xdata-2817"><a href="#D4xdata-2817"><span class="linenos">2817</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
-</span><span id="D4xdata-2818"><a href="#D4xdata-2818"><span class="linenos">2818</span></a>					<span class="n">X</span><span class="p">,</span>
-</span><span id="D4xdata-2819"><a href="#D4xdata-2819"><span class="linenos">2819</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2820"><a href="#D4xdata-2820"><span class="linenos">2820</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2821"><a href="#D4xdata-2821"><span class="linenos">2821</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata-2822"><a href="#D4xdata-2822"><span class="linenos">2822</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata-2823"><a href="#D4xdata-2823"><span class="linenos">2823</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
-</span><span id="D4xdata-2824"><a href="#D4xdata-2824"><span class="linenos">2824</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
-</span><span id="D4xdata-2825"><a href="#D4xdata-2825"><span class="linenos">2825</span></a>					<span class="p">)</span>
-</span><span id="D4xdata-2826"><a href="#D4xdata-2826"><span class="linenos">2826</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
-</span><span id="D4xdata-2827"><a href="#D4xdata-2827"><span class="linenos">2827</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
-</span><span id="D4xdata-2828"><a href="#D4xdata-2828"><span class="linenos">2828</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
-</span><span id="D4xdata-2829"><a href="#D4xdata-2829"><span class="linenos">2829</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata-2830"><a href="#D4xdata-2830"><span class="linenos">2830</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2831"><a href="#D4xdata-2831"><span class="linenos">2831</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2832"><a href="#D4xdata-2832"><span class="linenos">2832</span></a>				<span class="p">)</span>
-</span><span id="D4xdata-2833"><a href="#D4xdata-2833"><span class="linenos">2833</span></a>
-</span><span id="D4xdata-2834"><a href="#D4xdata-2834"><span class="linenos">2834</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="D4xdata-2835"><a href="#D4xdata-2835"><span class="linenos">2835</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata-2836"><a href="#D4xdata-2836"><span class="linenos">2836</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="D4xdata-2837"><a href="#D4xdata-2837"><span class="linenos">2837</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
-</span><span id="D4xdata-2838"><a href="#D4xdata-2838"><span class="linenos">2838</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata-2839"><a href="#D4xdata-2839"><span class="linenos">2839</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata-2840"><a href="#D4xdata-2840"><span class="linenos">2840</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata-2841"><a href="#D4xdata-2841"><span class="linenos">2841</span></a>
-</span><span id="D4xdata-2842"><a href="#D4xdata-2842"><span class="linenos">2842</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="D4xdata-2843"><a href="#D4xdata-2843"><span class="linenos">2843</span></a>
-</span><span id="D4xdata-2844"><a href="#D4xdata-2844"><span class="linenos">2844</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata-2845"><a href="#D4xdata-2845"><span class="linenos">2845</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata-2846"><a href="#D4xdata-2846"><span class="linenos">2846</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2847"><a href="#D4xdata-2847"><span class="linenos">2847</span></a>			<span class="k">return</span> <span class="n">fig</span>
-</span><span id="D4xdata-2848"><a href="#D4xdata-2848"><span class="linenos">2848</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2849"><a href="#D4xdata-2849"><span class="linenos">2849</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
-</span><span id="D4xdata-2850"><a href="#D4xdata-2850"><span class="linenos">2850</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="D4xdata-2851"><a href="#D4xdata-2851"><span class="linenos">2851</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="D4xdata-2852"><a href="#D4xdata-2852"><span class="linenos">2852</span></a>				
-</span><span id="D4xdata-2853"><a href="#D4xdata-2853"><span class="linenos">2853</span></a>
-</span><span id="D4xdata-2854"><a href="#D4xdata-2854"><span class="linenos">2854</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D4xdata-2855"><a href="#D4xdata-2855"><span class="linenos">2855</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2856"><a href="#D4xdata-2856"><span class="linenos">2856</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
-</span><span id="D4xdata-2857"><a href="#D4xdata-2857"><span class="linenos">2857</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2858"><a href="#D4xdata-2858"><span class="linenos">2858</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2806"><a href="#D4xdata-2806"><span class="linenos">2806</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
+</span><span id="D4xdata-2807"><a href="#D4xdata-2807"><span class="linenos">2807</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
+</span><span id="D4xdata-2808"><a href="#D4xdata-2808"><span class="linenos">2808</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="D4xdata-2809"><a href="#D4xdata-2809"><span class="linenos">2809</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
+</span><span id="D4xdata-2810"><a href="#D4xdata-2810"><span class="linenos">2810</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="D4xdata-2811"><a href="#D4xdata-2811"><span class="linenos">2811</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata-2812"><a href="#D4xdata-2812"><span class="linenos">2812</span></a>
+</span><span id="D4xdata-2813"><a href="#D4xdata-2813"><span class="linenos">2813</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
+</span><span id="D4xdata-2814"><a href="#D4xdata-2814"><span class="linenos">2814</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="D4xdata-2815"><a href="#D4xdata-2815"><span class="linenos">2815</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="D4xdata-2816"><a href="#D4xdata-2816"><span class="linenos">2816</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="D4xdata-2817"><a href="#D4xdata-2817"><span class="linenos">2817</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="D4xdata-2818"><a href="#D4xdata-2818"><span class="linenos">2818</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata-2819"><a href="#D4xdata-2819"><span class="linenos">2819</span></a>
+</span><span id="D4xdata-2820"><a href="#D4xdata-2820"><span class="linenos">2820</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2821"><a href="#D4xdata-2821"><span class="linenos">2821</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
+</span><span id="D4xdata-2822"><a href="#D4xdata-2822"><span class="linenos">2822</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2823"><a href="#D4xdata-2823"><span class="linenos">2823</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
+</span><span id="D4xdata-2824"><a href="#D4xdata-2824"><span class="linenos">2824</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
+</span><span id="D4xdata-2825"><a href="#D4xdata-2825"><span class="linenos">2825</span></a>
+</span><span id="D4xdata-2826"><a href="#D4xdata-2826"><span class="linenos">2826</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="D4xdata-2827"><a href="#D4xdata-2827"><span class="linenos">2827</span></a>
+</span><span id="D4xdata-2828"><a href="#D4xdata-2828"><span class="linenos">2828</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2829"><a href="#D4xdata-2829"><span class="linenos">2829</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata-2830"><a href="#D4xdata-2830"><span class="linenos">2830</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+</span><span id="D4xdata-2831"><a href="#D4xdata-2831"><span class="linenos">2831</span></a>
+</span><span id="D4xdata-2832"><a href="#D4xdata-2832"><span class="linenos">2832</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2833"><a href="#D4xdata-2833"><span class="linenos">2833</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="D4xdata-2834"><a href="#D4xdata-2834"><span class="linenos">2834</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="D4xdata-2835"><a href="#D4xdata-2835"><span class="linenos">2835</span></a>
+</span><span id="D4xdata-2836"><a href="#D4xdata-2836"><span class="linenos">2836</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata-2837"><a href="#D4xdata-2837"><span class="linenos">2837</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
+</span><span id="D4xdata-2838"><a href="#D4xdata-2838"><span class="linenos">2838</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
+</span><span id="D4xdata-2839"><a href="#D4xdata-2839"><span class="linenos">2839</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
+</span><span id="D4xdata-2840"><a href="#D4xdata-2840"><span class="linenos">2840</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+</span><span id="D4xdata-2841"><a href="#D4xdata-2841"><span class="linenos">2841</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
+</span><span id="D4xdata-2842"><a href="#D4xdata-2842"><span class="linenos">2842</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
+</span><span id="D4xdata-2843"><a href="#D4xdata-2843"><span class="linenos">2843</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
+</span><span id="D4xdata-2844"><a href="#D4xdata-2844"><span class="linenos">2844</span></a>					<span class="n">X</span><span class="p">,</span>
+</span><span id="D4xdata-2845"><a href="#D4xdata-2845"><span class="linenos">2845</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2846"><a href="#D4xdata-2846"><span class="linenos">2846</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2847"><a href="#D4xdata-2847"><span class="linenos">2847</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata-2848"><a href="#D4xdata-2848"><span class="linenos">2848</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata-2849"><a href="#D4xdata-2849"><span class="linenos">2849</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
+</span><span id="D4xdata-2850"><a href="#D4xdata-2850"><span class="linenos">2850</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
+</span><span id="D4xdata-2851"><a href="#D4xdata-2851"><span class="linenos">2851</span></a>					<span class="p">)</span>
+</span><span id="D4xdata-2852"><a href="#D4xdata-2852"><span class="linenos">2852</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
+</span><span id="D4xdata-2853"><a href="#D4xdata-2853"><span class="linenos">2853</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
+</span><span id="D4xdata-2854"><a href="#D4xdata-2854"><span class="linenos">2854</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
+</span><span id="D4xdata-2855"><a href="#D4xdata-2855"><span class="linenos">2855</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata-2856"><a href="#D4xdata-2856"><span class="linenos">2856</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2857"><a href="#D4xdata-2857"><span class="linenos">2857</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2858"><a href="#D4xdata-2858"><span class="linenos">2858</span></a>				<span class="p">)</span>
 </span><span id="D4xdata-2859"><a href="#D4xdata-2859"><span class="linenos">2859</span></a>
-</span><span id="D4xdata-2860"><a href="#D4xdata-2860"><span class="linenos">2860</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
-</span><span id="D4xdata-2861"><a href="#D4xdata-2861"><span class="linenos">2861</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-2862"><a href="#D4xdata-2862"><span class="linenos">2862</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2863"><a href="#D4xdata-2863"><span class="linenos">2863</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2864"><a href="#D4xdata-2864"><span class="linenos">2864</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata-2865"><a href="#D4xdata-2865"><span class="linenos">2865</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata-2866"><a href="#D4xdata-2866"><span class="linenos">2866</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
-</span><span id="D4xdata-2867"><a href="#D4xdata-2867"><span class="linenos">2867</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2868"><a href="#D4xdata-2868"><span class="linenos">2868</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="D4xdata-2869"><a href="#D4xdata-2869"><span class="linenos">2869</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-2870"><a href="#D4xdata-2870"><span class="linenos">2870</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2871"><a href="#D4xdata-2871"><span class="linenos">2871</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
-</span><span id="D4xdata-2872"><a href="#D4xdata-2872"><span class="linenos">2872</span></a><span class="sd">		</span>
-</span><span id="D4xdata-2873"><a href="#D4xdata-2873"><span class="linenos">2873</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D4xdata-2874"><a href="#D4xdata-2874"><span class="linenos">2874</span></a>
-</span><span id="D4xdata-2875"><a href="#D4xdata-2875"><span class="linenos">2875</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="D4xdata-2876"><a href="#D4xdata-2876"><span class="linenos">2876</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
-</span><span id="D4xdata-2877"><a href="#D4xdata-2877"><span class="linenos">2877</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata-2878"><a href="#D4xdata-2878"><span class="linenos">2878</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata-2879"><a href="#D4xdata-2879"><span class="linenos">2879</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata-2880"><a href="#D4xdata-2880"><span class="linenos">2880</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2881"><a href="#D4xdata-2881"><span class="linenos">2881</span></a>
-</span><span id="D4xdata-2882"><a href="#D4xdata-2882"><span class="linenos">2882</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata-2883"><a href="#D4xdata-2883"><span class="linenos">2883</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata-2884"><a href="#D4xdata-2884"><span class="linenos">2884</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2885"><a href="#D4xdata-2885"><span class="linenos">2885</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata-2886"><a href="#D4xdata-2886"><span class="linenos">2886</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata-2887"><a href="#D4xdata-2887"><span class="linenos">2887</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="D4xdata-2888"><a href="#D4xdata-2888"><span class="linenos">2888</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="D4xdata-2889"><a href="#D4xdata-2889"><span class="linenos">2889</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
-</span><span id="D4xdata-2890"><a href="#D4xdata-2890"><span class="linenos">2890</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
-</span><span id="D4xdata-2891"><a href="#D4xdata-2891"><span class="linenos">2891</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
-</span><span id="D4xdata-2892"><a href="#D4xdata-2892"><span class="linenos">2892</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata-2893"><a href="#D4xdata-2893"><span class="linenos">2893</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata-2894"><a href="#D4xdata-2894"><span class="linenos">2894</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-2895"><a href="#D4xdata-2895"><span class="linenos">2895</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata-2896"><a href="#D4xdata-2896"><span class="linenos">2896</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
-</span><span id="D4xdata-2897"><a href="#D4xdata-2897"><span class="linenos">2897</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata-2898"><a href="#D4xdata-2898"><span class="linenos">2898</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
-</span><span id="D4xdata-2899"><a href="#D4xdata-2899"><span class="linenos">2899</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2900"><a href="#D4xdata-2900"><span class="linenos">2900</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
-</span><span id="D4xdata-2901"><a href="#D4xdata-2901"><span class="linenos">2901</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2902"><a href="#D4xdata-2902"><span class="linenos">2902</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2903"><a href="#D4xdata-2903"><span class="linenos">2903</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
-</span><span id="D4xdata-2904"><a href="#D4xdata-2904"><span class="linenos">2904</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2905"><a href="#D4xdata-2905"><span class="linenos">2905</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
-</span><span id="D4xdata-2906"><a href="#D4xdata-2906"><span class="linenos">2906</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
-</span><span id="D4xdata-2907"><a href="#D4xdata-2907"><span class="linenos">2907</span></a>            <span class="p">)</span>
-</span><span id="D4xdata-2908"><a href="#D4xdata-2908"><span class="linenos">2908</span></a>			
-</span><span id="D4xdata-2909"><a href="#D4xdata-2909"><span class="linenos">2909</span></a>
-</span><span id="D4xdata-2910"><a href="#D4xdata-2910"><span class="linenos">2910</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
-</span><span id="D4xdata-2911"><a href="#D4xdata-2911"><span class="linenos">2911</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata-2912"><a href="#D4xdata-2912"><span class="linenos">2912</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata-2913"><a href="#D4xdata-2913"><span class="linenos">2913</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata-2914"><a href="#D4xdata-2914"><span class="linenos">2914</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata-2915"><a href="#D4xdata-2915"><span class="linenos">2915</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata-2916"><a href="#D4xdata-2916"><span class="linenos">2916</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata-2917"><a href="#D4xdata-2917"><span class="linenos">2917</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="D4xdata-2918"><a href="#D4xdata-2918"><span class="linenos">2918</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata-2919"><a href="#D4xdata-2919"><span class="linenos">2919</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
-</span><span id="D4xdata-2920"><a href="#D4xdata-2920"><span class="linenos">2920</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
-</span><span id="D4xdata-2921"><a href="#D4xdata-2921"><span class="linenos">2921</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata-2922"><a href="#D4xdata-2922"><span class="linenos">2922</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata-2923"><a href="#D4xdata-2923"><span class="linenos">2923</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
-</span><span id="D4xdata-2924"><a href="#D4xdata-2924"><span class="linenos">2924</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
-</span><span id="D4xdata-2925"><a href="#D4xdata-2925"><span class="linenos">2925</span></a>
-</span><span id="D4xdata-2926"><a href="#D4xdata-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata-2927"><a href="#D4xdata-2927"><span class="linenos">2927</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="D4xdata-2928"><a href="#D4xdata-2928"><span class="linenos">2928</span></a>
-</span><span id="D4xdata-2929"><a href="#D4xdata-2929"><span class="linenos">2929</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2930"><a href="#D4xdata-2930"><span class="linenos">2930</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata-2931"><a href="#D4xdata-2931"><span class="linenos">2931</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata-2932"><a href="#D4xdata-2932"><span class="linenos">2932</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2933"><a href="#D4xdata-2933"><span class="linenos">2933</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
-</span><span id="D4xdata-2934"><a href="#D4xdata-2934"><span class="linenos">2934</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="D4xdata-2935"><a href="#D4xdata-2935"><span class="linenos">2935</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="D4xdata-2936"><a href="#D4xdata-2936"><span class="linenos">2936</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2937"><a href="#D4xdata-2937"><span class="linenos">2937</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
-</span><span id="D4xdata-2938"><a href="#D4xdata-2938"><span class="linenos">2938</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="D4xdata-2939"><a href="#D4xdata-2939"><span class="linenos">2939</span></a>			<span class="k">return</span> <span class="n">fig</span>
-</span><span id="D4xdata-2940"><a href="#D4xdata-2940"><span class="linenos">2940</span></a>
-</span><span id="D4xdata-2941"><a href="#D4xdata-2941"><span class="linenos">2941</span></a>
-</span><span id="D4xdata-2942"><a href="#D4xdata-2942"><span class="linenos">2942</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
-</span><span id="D4xdata-2943"><a href="#D4xdata-2943"><span class="linenos">2943</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-2944"><a href="#D4xdata-2944"><span class="linenos">2944</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-2945"><a href="#D4xdata-2945"><span class="linenos">2945</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-2946"><a href="#D4xdata-2946"><span class="linenos">2946</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
-</span><span id="D4xdata-2947"><a href="#D4xdata-2947"><span class="linenos">2947</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
-</span><span id="D4xdata-2948"><a href="#D4xdata-2948"><span class="linenos">2948</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata-2949"><a href="#D4xdata-2949"><span class="linenos">2949</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
-</span><span id="D4xdata-2950"><a href="#D4xdata-2950"><span class="linenos">2950</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
-</span><span id="D4xdata-2951"><a href="#D4xdata-2951"><span class="linenos">2951</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
-</span><span id="D4xdata-2952"><a href="#D4xdata-2952"><span class="linenos">2952</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
-</span><span id="D4xdata-2953"><a href="#D4xdata-2953"><span class="linenos">2953</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-2954"><a href="#D4xdata-2954"><span class="linenos">2954</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2955"><a href="#D4xdata-2955"><span class="linenos">2955</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
-</span><span id="D4xdata-2956"><a href="#D4xdata-2956"><span class="linenos">2956</span></a><span class="sd">		</span>
-</span><span id="D4xdata-2957"><a href="#D4xdata-2957"><span class="linenos">2957</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
-</span><span id="D4xdata-2958"><a href="#D4xdata-2958"><span class="linenos">2958</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
-</span><span id="D4xdata-2959"><a href="#D4xdata-2959"><span class="linenos">2959</span></a><span class="sd">		</span>
-</span><span id="D4xdata-2960"><a href="#D4xdata-2960"><span class="linenos">2960</span></a><span class="sd">		</span>
-</span><span id="D4xdata-2961"><a href="#D4xdata-2961"><span class="linenos">2961</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D4xdata-2962"><a href="#D4xdata-2962"><span class="linenos">2962</span></a>
-</span><span id="D4xdata-2963"><a href="#D4xdata-2963"><span class="linenos">2963</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
-</span><span id="D4xdata-2964"><a href="#D4xdata-2964"><span class="linenos">2964</span></a><span class="sd">		+ `dir`: where to save the plots</span>
-</span><span id="D4xdata-2965"><a href="#D4xdata-2965"><span class="linenos">2965</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata-2966"><a href="#D4xdata-2966"><span class="linenos">2966</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
-</span><span id="D4xdata-2967"><a href="#D4xdata-2967"><span class="linenos">2967</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
-</span><span id="D4xdata-2968"><a href="#D4xdata-2968"><span class="linenos">2968</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
-</span><span id="D4xdata-2969"><a href="#D4xdata-2969"><span class="linenos">2969</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
-</span><span id="D4xdata-2970"><a href="#D4xdata-2970"><span class="linenos">2970</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
-</span><span id="D4xdata-2971"><a href="#D4xdata-2971"><span class="linenos">2971</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
-</span><span id="D4xdata-2972"><a href="#D4xdata-2972"><span class="linenos">2972</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
-</span><span id="D4xdata-2973"><a href="#D4xdata-2973"><span class="linenos">2973</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-2974"><a href="#D4xdata-2974"><span class="linenos">2974</span></a>
-</span><span id="D4xdata-2975"><a href="#D4xdata-2975"><span class="linenos">2975</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
-</span><span id="D4xdata-2976"><a href="#D4xdata-2976"><span class="linenos">2976</span></a>
-</span><span id="D4xdata-2977"><a href="#D4xdata-2977"><span class="linenos">2977</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-2978"><a href="#D4xdata-2978"><span class="linenos">2978</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata-2979"><a href="#D4xdata-2979"><span class="linenos">2979</span></a>
-</span><span id="D4xdata-2980"><a href="#D4xdata-2980"><span class="linenos">2980</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata-2981"><a href="#D4xdata-2981"><span class="linenos">2981</span></a>
-</span><span id="D4xdata-2982"><a href="#D4xdata-2982"><span class="linenos">2982</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
-</span><span id="D4xdata-2983"><a href="#D4xdata-2983"><span class="linenos">2983</span></a>
-</span><span id="D4xdata-2984"><a href="#D4xdata-2984"><span class="linenos">2984</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata-2985"><a href="#D4xdata-2985"><span class="linenos">2985</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata-2986"><a href="#D4xdata-2986"><span class="linenos">2986</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="D4xdata-2987"><a href="#D4xdata-2987"><span class="linenos">2987</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2988"><a href="#D4xdata-2988"><span class="linenos">2988</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-2989"><a href="#D4xdata-2989"><span class="linenos">2989</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
-</span><span id="D4xdata-2990"><a href="#D4xdata-2990"><span class="linenos">2990</span></a>
-</span><span id="D4xdata-2991"><a href="#D4xdata-2991"><span class="linenos">2991</span></a>
-</span><span id="D4xdata-2992"><a href="#D4xdata-2992"><span class="linenos">2992</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata-2993"><a href="#D4xdata-2993"><span class="linenos">2993</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata-2994"><a href="#D4xdata-2994"><span class="linenos">2994</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="D4xdata-2995"><a href="#D4xdata-2995"><span class="linenos">2995</span></a>
-</span><span id="D4xdata-2996"><a href="#D4xdata-2996"><span class="linenos">2996</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
-</span><span id="D4xdata-2997"><a href="#D4xdata-2997"><span class="linenos">2997</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-2998"><a href="#D4xdata-2998"><span class="linenos">2998</span></a>				
-</span><span id="D4xdata-2999"><a href="#D4xdata-2999"><span class="linenos">2999</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-3000"><a href="#D4xdata-3000"><span class="linenos">3000</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="D4xdata-3001"><a href="#D4xdata-3001"><span class="linenos">3001</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3002"><a href="#D4xdata-3002"><span class="linenos">3002</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
-</span><span id="D4xdata-3003"><a href="#D4xdata-3003"><span class="linenos">3003</span></a>			
-</span><span id="D4xdata-3004"><a href="#D4xdata-3004"><span class="linenos">3004</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata-3005"><a href="#D4xdata-3005"><span class="linenos">3005</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata-3006"><a href="#D4xdata-3006"><span class="linenos">3006</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata-3007"><a href="#D4xdata-3007"><span class="linenos">3007</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
-</span><span id="D4xdata-3008"><a href="#D4xdata-3008"><span class="linenos">3008</span></a>
-</span><span id="D4xdata-3009"><a href="#D4xdata-3009"><span class="linenos">3009</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="D4xdata-3010"><a href="#D4xdata-3010"><span class="linenos">3010</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="D4xdata-3011"><a href="#D4xdata-3011"><span class="linenos">3011</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="D4xdata-3012"><a href="#D4xdata-3012"><span class="linenos">3012</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="D4xdata-3013"><a href="#D4xdata-3013"><span class="linenos">3013</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="D4xdata-3014"><a href="#D4xdata-3014"><span class="linenos">3014</span></a>				<span class="p">])</span>			
-</span><span id="D4xdata-3015"><a href="#D4xdata-3015"><span class="linenos">3015</span></a>
-</span><span id="D4xdata-3016"><a href="#D4xdata-3016"><span class="linenos">3016</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+</span><span id="D4xdata-2860"><a href="#D4xdata-2860"><span class="linenos">2860</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="D4xdata-2861"><a href="#D4xdata-2861"><span class="linenos">2861</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata-2862"><a href="#D4xdata-2862"><span class="linenos">2862</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="D4xdata-2863"><a href="#D4xdata-2863"><span class="linenos">2863</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
+</span><span id="D4xdata-2864"><a href="#D4xdata-2864"><span class="linenos">2864</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata-2865"><a href="#D4xdata-2865"><span class="linenos">2865</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata-2866"><a href="#D4xdata-2866"><span class="linenos">2866</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata-2867"><a href="#D4xdata-2867"><span class="linenos">2867</span></a>
+</span><span id="D4xdata-2868"><a href="#D4xdata-2868"><span class="linenos">2868</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="D4xdata-2869"><a href="#D4xdata-2869"><span class="linenos">2869</span></a>
+</span><span id="D4xdata-2870"><a href="#D4xdata-2870"><span class="linenos">2870</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata-2871"><a href="#D4xdata-2871"><span class="linenos">2871</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata-2872"><a href="#D4xdata-2872"><span class="linenos">2872</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2873"><a href="#D4xdata-2873"><span class="linenos">2873</span></a>			<span class="k">return</span> <span class="n">fig</span>
+</span><span id="D4xdata-2874"><a href="#D4xdata-2874"><span class="linenos">2874</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2875"><a href="#D4xdata-2875"><span class="linenos">2875</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
+</span><span id="D4xdata-2876"><a href="#D4xdata-2876"><span class="linenos">2876</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="D4xdata-2877"><a href="#D4xdata-2877"><span class="linenos">2877</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata-2878"><a href="#D4xdata-2878"><span class="linenos">2878</span></a>				
+</span><span id="D4xdata-2879"><a href="#D4xdata-2879"><span class="linenos">2879</span></a>
+</span><span id="D4xdata-2880"><a href="#D4xdata-2880"><span class="linenos">2880</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D4xdata-2881"><a href="#D4xdata-2881"><span class="linenos">2881</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2882"><a href="#D4xdata-2882"><span class="linenos">2882</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
+</span><span id="D4xdata-2883"><a href="#D4xdata-2883"><span class="linenos">2883</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2884"><a href="#D4xdata-2884"><span class="linenos">2884</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2885"><a href="#D4xdata-2885"><span class="linenos">2885</span></a>
+</span><span id="D4xdata-2886"><a href="#D4xdata-2886"><span class="linenos">2886</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
+</span><span id="D4xdata-2887"><a href="#D4xdata-2887"><span class="linenos">2887</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-2888"><a href="#D4xdata-2888"><span class="linenos">2888</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2889"><a href="#D4xdata-2889"><span class="linenos">2889</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2890"><a href="#D4xdata-2890"><span class="linenos">2890</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata-2891"><a href="#D4xdata-2891"><span class="linenos">2891</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata-2892"><a href="#D4xdata-2892"><span class="linenos">2892</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
+</span><span id="D4xdata-2893"><a href="#D4xdata-2893"><span class="linenos">2893</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2894"><a href="#D4xdata-2894"><span class="linenos">2894</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="D4xdata-2895"><a href="#D4xdata-2895"><span class="linenos">2895</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-2896"><a href="#D4xdata-2896"><span class="linenos">2896</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2897"><a href="#D4xdata-2897"><span class="linenos">2897</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
+</span><span id="D4xdata-2898"><a href="#D4xdata-2898"><span class="linenos">2898</span></a><span class="sd">		</span>
+</span><span id="D4xdata-2899"><a href="#D4xdata-2899"><span class="linenos">2899</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D4xdata-2900"><a href="#D4xdata-2900"><span class="linenos">2900</span></a>
+</span><span id="D4xdata-2901"><a href="#D4xdata-2901"><span class="linenos">2901</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="D4xdata-2902"><a href="#D4xdata-2902"><span class="linenos">2902</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
+</span><span id="D4xdata-2903"><a href="#D4xdata-2903"><span class="linenos">2903</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata-2904"><a href="#D4xdata-2904"><span class="linenos">2904</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata-2905"><a href="#D4xdata-2905"><span class="linenos">2905</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata-2906"><a href="#D4xdata-2906"><span class="linenos">2906</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2907"><a href="#D4xdata-2907"><span class="linenos">2907</span></a>
+</span><span id="D4xdata-2908"><a href="#D4xdata-2908"><span class="linenos">2908</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata-2909"><a href="#D4xdata-2909"><span class="linenos">2909</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata-2910"><a href="#D4xdata-2910"><span class="linenos">2910</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2911"><a href="#D4xdata-2911"><span class="linenos">2911</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata-2912"><a href="#D4xdata-2912"><span class="linenos">2912</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata-2913"><a href="#D4xdata-2913"><span class="linenos">2913</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="D4xdata-2914"><a href="#D4xdata-2914"><span class="linenos">2914</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="D4xdata-2915"><a href="#D4xdata-2915"><span class="linenos">2915</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
+</span><span id="D4xdata-2916"><a href="#D4xdata-2916"><span class="linenos">2916</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
+</span><span id="D4xdata-2917"><a href="#D4xdata-2917"><span class="linenos">2917</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
+</span><span id="D4xdata-2918"><a href="#D4xdata-2918"><span class="linenos">2918</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata-2919"><a href="#D4xdata-2919"><span class="linenos">2919</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata-2920"><a href="#D4xdata-2920"><span class="linenos">2920</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-2921"><a href="#D4xdata-2921"><span class="linenos">2921</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata-2922"><a href="#D4xdata-2922"><span class="linenos">2922</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
+</span><span id="D4xdata-2923"><a href="#D4xdata-2923"><span class="linenos">2923</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata-2924"><a href="#D4xdata-2924"><span class="linenos">2924</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
+</span><span id="D4xdata-2925"><a href="#D4xdata-2925"><span class="linenos">2925</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2926"><a href="#D4xdata-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+</span><span id="D4xdata-2927"><a href="#D4xdata-2927"><span class="linenos">2927</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-2928"><a href="#D4xdata-2928"><span class="linenos">2928</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2929"><a href="#D4xdata-2929"><span class="linenos">2929</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
+</span><span id="D4xdata-2930"><a href="#D4xdata-2930"><span class="linenos">2930</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2931"><a href="#D4xdata-2931"><span class="linenos">2931</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
+</span><span id="D4xdata-2932"><a href="#D4xdata-2932"><span class="linenos">2932</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
+</span><span id="D4xdata-2933"><a href="#D4xdata-2933"><span class="linenos">2933</span></a>            <span class="p">)</span>
+</span><span id="D4xdata-2934"><a href="#D4xdata-2934"><span class="linenos">2934</span></a>			
+</span><span id="D4xdata-2935"><a href="#D4xdata-2935"><span class="linenos">2935</span></a>
+</span><span id="D4xdata-2936"><a href="#D4xdata-2936"><span class="linenos">2936</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+</span><span id="D4xdata-2937"><a href="#D4xdata-2937"><span class="linenos">2937</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata-2938"><a href="#D4xdata-2938"><span class="linenos">2938</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata-2939"><a href="#D4xdata-2939"><span class="linenos">2939</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata-2940"><a href="#D4xdata-2940"><span class="linenos">2940</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata-2941"><a href="#D4xdata-2941"><span class="linenos">2941</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata-2942"><a href="#D4xdata-2942"><span class="linenos">2942</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata-2943"><a href="#D4xdata-2943"><span class="linenos">2943</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="D4xdata-2944"><a href="#D4xdata-2944"><span class="linenos">2944</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata-2945"><a href="#D4xdata-2945"><span class="linenos">2945</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
+</span><span id="D4xdata-2946"><a href="#D4xdata-2946"><span class="linenos">2946</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
+</span><span id="D4xdata-2947"><a href="#D4xdata-2947"><span class="linenos">2947</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata-2948"><a href="#D4xdata-2948"><span class="linenos">2948</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata-2949"><a href="#D4xdata-2949"><span class="linenos">2949</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
+</span><span id="D4xdata-2950"><a href="#D4xdata-2950"><span class="linenos">2950</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
+</span><span id="D4xdata-2951"><a href="#D4xdata-2951"><span class="linenos">2951</span></a>
+</span><span id="D4xdata-2952"><a href="#D4xdata-2952"><span class="linenos">2952</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata-2953"><a href="#D4xdata-2953"><span class="linenos">2953</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="D4xdata-2954"><a href="#D4xdata-2954"><span class="linenos">2954</span></a>
+</span><span id="D4xdata-2955"><a href="#D4xdata-2955"><span class="linenos">2955</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2956"><a href="#D4xdata-2956"><span class="linenos">2956</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata-2957"><a href="#D4xdata-2957"><span class="linenos">2957</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata-2958"><a href="#D4xdata-2958"><span class="linenos">2958</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-2959"><a href="#D4xdata-2959"><span class="linenos">2959</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
+</span><span id="D4xdata-2960"><a href="#D4xdata-2960"><span class="linenos">2960</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="D4xdata-2961"><a href="#D4xdata-2961"><span class="linenos">2961</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata-2962"><a href="#D4xdata-2962"><span class="linenos">2962</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2963"><a href="#D4xdata-2963"><span class="linenos">2963</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
+</span><span id="D4xdata-2964"><a href="#D4xdata-2964"><span class="linenos">2964</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="D4xdata-2965"><a href="#D4xdata-2965"><span class="linenos">2965</span></a>			<span class="k">return</span> <span class="n">fig</span>
+</span><span id="D4xdata-2966"><a href="#D4xdata-2966"><span class="linenos">2966</span></a>
+</span><span id="D4xdata-2967"><a href="#D4xdata-2967"><span class="linenos">2967</span></a>
+</span><span id="D4xdata-2968"><a href="#D4xdata-2968"><span class="linenos">2968</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
+</span><span id="D4xdata-2969"><a href="#D4xdata-2969"><span class="linenos">2969</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-2970"><a href="#D4xdata-2970"><span class="linenos">2970</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-2971"><a href="#D4xdata-2971"><span class="linenos">2971</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-2972"><a href="#D4xdata-2972"><span class="linenos">2972</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
+</span><span id="D4xdata-2973"><a href="#D4xdata-2973"><span class="linenos">2973</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
+</span><span id="D4xdata-2974"><a href="#D4xdata-2974"><span class="linenos">2974</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata-2975"><a href="#D4xdata-2975"><span class="linenos">2975</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
+</span><span id="D4xdata-2976"><a href="#D4xdata-2976"><span class="linenos">2976</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
+</span><span id="D4xdata-2977"><a href="#D4xdata-2977"><span class="linenos">2977</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
+</span><span id="D4xdata-2978"><a href="#D4xdata-2978"><span class="linenos">2978</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
+</span><span id="D4xdata-2979"><a href="#D4xdata-2979"><span class="linenos">2979</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-2980"><a href="#D4xdata-2980"><span class="linenos">2980</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-2981"><a href="#D4xdata-2981"><span class="linenos">2981</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
+</span><span id="D4xdata-2982"><a href="#D4xdata-2982"><span class="linenos">2982</span></a><span class="sd">		</span>
+</span><span id="D4xdata-2983"><a href="#D4xdata-2983"><span class="linenos">2983</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
+</span><span id="D4xdata-2984"><a href="#D4xdata-2984"><span class="linenos">2984</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
+</span><span id="D4xdata-2985"><a href="#D4xdata-2985"><span class="linenos">2985</span></a><span class="sd">		</span>
+</span><span id="D4xdata-2986"><a href="#D4xdata-2986"><span class="linenos">2986</span></a><span class="sd">		</span>
+</span><span id="D4xdata-2987"><a href="#D4xdata-2987"><span class="linenos">2987</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D4xdata-2988"><a href="#D4xdata-2988"><span class="linenos">2988</span></a>
+</span><span id="D4xdata-2989"><a href="#D4xdata-2989"><span class="linenos">2989</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
+</span><span id="D4xdata-2990"><a href="#D4xdata-2990"><span class="linenos">2990</span></a><span class="sd">		+ `dir`: where to save the plots</span>
+</span><span id="D4xdata-2991"><a href="#D4xdata-2991"><span class="linenos">2991</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata-2992"><a href="#D4xdata-2992"><span class="linenos">2992</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
+</span><span id="D4xdata-2993"><a href="#D4xdata-2993"><span class="linenos">2993</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
+</span><span id="D4xdata-2994"><a href="#D4xdata-2994"><span class="linenos">2994</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
+</span><span id="D4xdata-2995"><a href="#D4xdata-2995"><span class="linenos">2995</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
+</span><span id="D4xdata-2996"><a href="#D4xdata-2996"><span class="linenos">2996</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
+</span><span id="D4xdata-2997"><a href="#D4xdata-2997"><span class="linenos">2997</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
+</span><span id="D4xdata-2998"><a href="#D4xdata-2998"><span class="linenos">2998</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
+</span><span id="D4xdata-2999"><a href="#D4xdata-2999"><span class="linenos">2999</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-3000"><a href="#D4xdata-3000"><span class="linenos">3000</span></a>
+</span><span id="D4xdata-3001"><a href="#D4xdata-3001"><span class="linenos">3001</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
+</span><span id="D4xdata-3002"><a href="#D4xdata-3002"><span class="linenos">3002</span></a>
+</span><span id="D4xdata-3003"><a href="#D4xdata-3003"><span class="linenos">3003</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-3004"><a href="#D4xdata-3004"><span class="linenos">3004</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata-3005"><a href="#D4xdata-3005"><span class="linenos">3005</span></a>
+</span><span id="D4xdata-3006"><a href="#D4xdata-3006"><span class="linenos">3006</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata-3007"><a href="#D4xdata-3007"><span class="linenos">3007</span></a>
+</span><span id="D4xdata-3008"><a href="#D4xdata-3008"><span class="linenos">3008</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
+</span><span id="D4xdata-3009"><a href="#D4xdata-3009"><span class="linenos">3009</span></a>
+</span><span id="D4xdata-3010"><a href="#D4xdata-3010"><span class="linenos">3010</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata-3011"><a href="#D4xdata-3011"><span class="linenos">3011</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata-3012"><a href="#D4xdata-3012"><span class="linenos">3012</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="D4xdata-3013"><a href="#D4xdata-3013"><span class="linenos">3013</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3014"><a href="#D4xdata-3014"><span class="linenos">3014</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3015"><a href="#D4xdata-3015"><span class="linenos">3015</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+</span><span id="D4xdata-3016"><a href="#D4xdata-3016"><span class="linenos">3016</span></a>
 </span><span id="D4xdata-3017"><a href="#D4xdata-3017"><span class="linenos">3017</span></a>
-</span><span id="D4xdata-3018"><a href="#D4xdata-3018"><span class="linenos">3018</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
-</span><span id="D4xdata-3019"><a href="#D4xdata-3019"><span class="linenos">3019</span></a>
-</span><span id="D4xdata-3020"><a href="#D4xdata-3020"><span class="linenos">3020</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
-</span><span id="D4xdata-3021"><a href="#D4xdata-3021"><span class="linenos">3021</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
-</span><span id="D4xdata-3022"><a href="#D4xdata-3022"><span class="linenos">3022</span></a>
-</span><span id="D4xdata-3023"><a href="#D4xdata-3023"><span class="linenos">3023</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="D4xdata-3024"><a href="#D4xdata-3024"><span class="linenos">3024</span></a>
-</span><span id="D4xdata-3025"><a href="#D4xdata-3025"><span class="linenos">3025</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
-</span><span id="D4xdata-3026"><a href="#D4xdata-3026"><span class="linenos">3026</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
-</span><span id="D4xdata-3027"><a href="#D4xdata-3027"><span class="linenos">3027</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
-</span><span id="D4xdata-3028"><a href="#D4xdata-3028"><span class="linenos">3028</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
-</span><span id="D4xdata-3029"><a href="#D4xdata-3029"><span class="linenos">3029</span></a>
-</span><span id="D4xdata-3030"><a href="#D4xdata-3030"><span class="linenos">3030</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-3031"><a href="#D4xdata-3031"><span class="linenos">3031</span></a>
-</span><span id="D4xdata-3032"><a href="#D4xdata-3032"><span class="linenos">3032</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata-3033"><a href="#D4xdata-3033"><span class="linenos">3033</span></a>
-</span><span id="D4xdata-3034"><a href="#D4xdata-3034"><span class="linenos">3034</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-3035"><a href="#D4xdata-3035"><span class="linenos">3035</span></a>
-</span><span id="D4xdata-3036"><a href="#D4xdata-3036"><span class="linenos">3036</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
-</span><span id="D4xdata-3037"><a href="#D4xdata-3037"><span class="linenos">3037</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
-</span><span id="D4xdata-3038"><a href="#D4xdata-3038"><span class="linenos">3038</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
-</span><span id="D4xdata-3039"><a href="#D4xdata-3039"><span class="linenos">3039</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="D4xdata-3040"><a href="#D4xdata-3040"><span class="linenos">3040</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="D4xdata-3041"><a href="#D4xdata-3041"><span class="linenos">3041</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
-</span><span id="D4xdata-3042"><a href="#D4xdata-3042"><span class="linenos">3042</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
-</span><span id="D4xdata-3043"><a href="#D4xdata-3043"><span class="linenos">3043</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="D4xdata-3044"><a href="#D4xdata-3044"><span class="linenos">3044</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-3045"><a href="#D4xdata-3045"><span class="linenos">3045</span></a>					<span class="p">))</span>
-</span><span id="D4xdata-3046"><a href="#D4xdata-3046"><span class="linenos">3046</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="D4xdata-3047"><a href="#D4xdata-3047"><span class="linenos">3047</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
-</span><span id="D4xdata-3048"><a href="#D4xdata-3048"><span class="linenos">3048</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
-</span><span id="D4xdata-3049"><a href="#D4xdata-3049"><span class="linenos">3049</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-3050"><a href="#D4xdata-3050"><span class="linenos">3050</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="D4xdata-3051"><a href="#D4xdata-3051"><span class="linenos">3051</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-3052"><a href="#D4xdata-3052"><span class="linenos">3052</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-3053"><a href="#D4xdata-3053"><span class="linenos">3053</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
-</span><span id="D4xdata-3054"><a href="#D4xdata-3054"><span class="linenos">3054</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
-</span><span id="D4xdata-3055"><a href="#D4xdata-3055"><span class="linenos">3055</span></a>					<span class="p">)</span>
-</span><span id="D4xdata-3056"><a href="#D4xdata-3056"><span class="linenos">3056</span></a>
-</span><span id="D4xdata-3057"><a href="#D4xdata-3057"><span class="linenos">3057</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata-3058"><a href="#D4xdata-3058"><span class="linenos">3058</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata-3059"><a href="#D4xdata-3059"><span class="linenos">3059</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3060"><a href="#D4xdata-3060"><span class="linenos">3060</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata-3018"><a href="#D4xdata-3018"><span class="linenos">3018</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata-3019"><a href="#D4xdata-3019"><span class="linenos">3019</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata-3020"><a href="#D4xdata-3020"><span class="linenos">3020</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</span><span id="D4xdata-3021"><a href="#D4xdata-3021"><span class="linenos">3021</span></a>
+</span><span id="D4xdata-3022"><a href="#D4xdata-3022"><span class="linenos">3022</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
+</span><span id="D4xdata-3023"><a href="#D4xdata-3023"><span class="linenos">3023</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata-3024"><a href="#D4xdata-3024"><span class="linenos">3024</span></a>				
+</span><span id="D4xdata-3025"><a href="#D4xdata-3025"><span class="linenos">3025</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata-3026"><a href="#D4xdata-3026"><span class="linenos">3026</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="D4xdata-3027"><a href="#D4xdata-3027"><span class="linenos">3027</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3028"><a href="#D4xdata-3028"><span class="linenos">3028</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
+</span><span id="D4xdata-3029"><a href="#D4xdata-3029"><span class="linenos">3029</span></a>			
+</span><span id="D4xdata-3030"><a href="#D4xdata-3030"><span class="linenos">3030</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata-3031"><a href="#D4xdata-3031"><span class="linenos">3031</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata-3032"><a href="#D4xdata-3032"><span class="linenos">3032</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata-3033"><a href="#D4xdata-3033"><span class="linenos">3033</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
+</span><span id="D4xdata-3034"><a href="#D4xdata-3034"><span class="linenos">3034</span></a>
+</span><span id="D4xdata-3035"><a href="#D4xdata-3035"><span class="linenos">3035</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="D4xdata-3036"><a href="#D4xdata-3036"><span class="linenos">3036</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="D4xdata-3037"><a href="#D4xdata-3037"><span class="linenos">3037</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="D4xdata-3038"><a href="#D4xdata-3038"><span class="linenos">3038</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="D4xdata-3039"><a href="#D4xdata-3039"><span class="linenos">3039</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="D4xdata-3040"><a href="#D4xdata-3040"><span class="linenos">3040</span></a>				<span class="p">])</span>			
+</span><span id="D4xdata-3041"><a href="#D4xdata-3041"><span class="linenos">3041</span></a>
+</span><span id="D4xdata-3042"><a href="#D4xdata-3042"><span class="linenos">3042</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+</span><span id="D4xdata-3043"><a href="#D4xdata-3043"><span class="linenos">3043</span></a>
+</span><span id="D4xdata-3044"><a href="#D4xdata-3044"><span class="linenos">3044</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
+</span><span id="D4xdata-3045"><a href="#D4xdata-3045"><span class="linenos">3045</span></a>
+</span><span id="D4xdata-3046"><a href="#D4xdata-3046"><span class="linenos">3046</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
+</span><span id="D4xdata-3047"><a href="#D4xdata-3047"><span class="linenos">3047</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
+</span><span id="D4xdata-3048"><a href="#D4xdata-3048"><span class="linenos">3048</span></a>
+</span><span id="D4xdata-3049"><a href="#D4xdata-3049"><span class="linenos">3049</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="D4xdata-3050"><a href="#D4xdata-3050"><span class="linenos">3050</span></a>
+</span><span id="D4xdata-3051"><a href="#D4xdata-3051"><span class="linenos">3051</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
+</span><span id="D4xdata-3052"><a href="#D4xdata-3052"><span class="linenos">3052</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
+</span><span id="D4xdata-3053"><a href="#D4xdata-3053"><span class="linenos">3053</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
+</span><span id="D4xdata-3054"><a href="#D4xdata-3054"><span class="linenos">3054</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
+</span><span id="D4xdata-3055"><a href="#D4xdata-3055"><span class="linenos">3055</span></a>
+</span><span id="D4xdata-3056"><a href="#D4xdata-3056"><span class="linenos">3056</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata-3057"><a href="#D4xdata-3057"><span class="linenos">3057</span></a>
+</span><span id="D4xdata-3058"><a href="#D4xdata-3058"><span class="linenos">3058</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata-3059"><a href="#D4xdata-3059"><span class="linenos">3059</span></a>
+</span><span id="D4xdata-3060"><a href="#D4xdata-3060"><span class="linenos">3060</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
 </span><span id="D4xdata-3061"><a href="#D4xdata-3061"><span class="linenos">3061</span></a>
-</span><span id="D4xdata-3062"><a href="#D4xdata-3062"><span class="linenos">3062</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata-3063"><a href="#D4xdata-3063"><span class="linenos">3063</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata-3064"><a href="#D4xdata-3064"><span class="linenos">3064</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3065"><a href="#D4xdata-3065"><span class="linenos">3065</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3066"><a href="#D4xdata-3066"><span class="linenos">3066</span></a>
-</span><span id="D4xdata-3067"><a href="#D4xdata-3067"><span class="linenos">3067</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
-</span><span id="D4xdata-3068"><a href="#D4xdata-3068"><span class="linenos">3068</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
-</span><span id="D4xdata-3069"><a href="#D4xdata-3069"><span class="linenos">3069</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-3070"><a href="#D4xdata-3070"><span class="linenos">3070</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata-3071"><a href="#D4xdata-3071"><span class="linenos">3071</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="D4xdata-3072"><a href="#D4xdata-3072"><span class="linenos">3072</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3073"><a href="#D4xdata-3073"><span class="linenos">3073</span></a>
-</span><span id="D4xdata-3074"><a href="#D4xdata-3074"><span class="linenos">3074</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata-3075"><a href="#D4xdata-3075"><span class="linenos">3075</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="D4xdata-3076"><a href="#D4xdata-3076"><span class="linenos">3076</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata-3077"><a href="#D4xdata-3077"><span class="linenos">3077</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata-3078"><a href="#D4xdata-3078"><span class="linenos">3078</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata-3079"><a href="#D4xdata-3079"><span class="linenos">3079</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata-3080"><a href="#D4xdata-3080"><span class="linenos">3080</span></a>			<span class="p">])</span>			
-</span><span id="D4xdata-3081"><a href="#D4xdata-3081"><span class="linenos">3081</span></a>
+</span><span id="D4xdata-3062"><a href="#D4xdata-3062"><span class="linenos">3062</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
+</span><span id="D4xdata-3063"><a href="#D4xdata-3063"><span class="linenos">3063</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
+</span><span id="D4xdata-3064"><a href="#D4xdata-3064"><span class="linenos">3064</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
+</span><span id="D4xdata-3065"><a href="#D4xdata-3065"><span class="linenos">3065</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="D4xdata-3066"><a href="#D4xdata-3066"><span class="linenos">3066</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="D4xdata-3067"><a href="#D4xdata-3067"><span class="linenos">3067</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
+</span><span id="D4xdata-3068"><a href="#D4xdata-3068"><span class="linenos">3068</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
+</span><span id="D4xdata-3069"><a href="#D4xdata-3069"><span class="linenos">3069</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="D4xdata-3070"><a href="#D4xdata-3070"><span class="linenos">3070</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-3071"><a href="#D4xdata-3071"><span class="linenos">3071</span></a>					<span class="p">))</span>
+</span><span id="D4xdata-3072"><a href="#D4xdata-3072"><span class="linenos">3072</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="D4xdata-3073"><a href="#D4xdata-3073"><span class="linenos">3073</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+</span><span id="D4xdata-3074"><a href="#D4xdata-3074"><span class="linenos">3074</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
+</span><span id="D4xdata-3075"><a href="#D4xdata-3075"><span class="linenos">3075</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-3076"><a href="#D4xdata-3076"><span class="linenos">3076</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="D4xdata-3077"><a href="#D4xdata-3077"><span class="linenos">3077</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-3078"><a href="#D4xdata-3078"><span class="linenos">3078</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-3079"><a href="#D4xdata-3079"><span class="linenos">3079</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
+</span><span id="D4xdata-3080"><a href="#D4xdata-3080"><span class="linenos">3080</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
+</span><span id="D4xdata-3081"><a href="#D4xdata-3081"><span class="linenos">3081</span></a>					<span class="p">)</span>
 </span><span id="D4xdata-3082"><a href="#D4xdata-3082"><span class="linenos">3082</span></a>
-</span><span id="D4xdata-3083"><a href="#D4xdata-3083"><span class="linenos">3083</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata-3084"><a href="#D4xdata-3084"><span class="linenos">3084</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata-3085"><a href="#D4xdata-3085"><span class="linenos">3085</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
-</span><span id="D4xdata-3086"><a href="#D4xdata-3086"><span class="linenos">3086</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
-</span><span id="D4xdata-3087"><a href="#D4xdata-3087"><span class="linenos">3087</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-</span><span id="D4xdata-3088"><a href="#D4xdata-3088"><span class="linenos">3088</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="D4xdata-3089"><a href="#D4xdata-3089"><span class="linenos">3089</span></a>		
-</span><span id="D4xdata-3090"><a href="#D4xdata-3090"><span class="linenos">3090</span></a>
-</span><span id="D4xdata-3091"><a href="#D4xdata-3091"><span class="linenos">3091</span></a>	<span class="k">def</span> <span class="nf">_save_D4x_correl</span><span class="p">(</span>
-</span><span id="D4xdata-3092"><a href="#D4xdata-3092"><span class="linenos">3092</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata-3093"><a href="#D4xdata-3093"><span class="linenos">3093</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-3094"><a href="#D4xdata-3094"><span class="linenos">3094</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="D4xdata-3095"><a href="#D4xdata-3095"><span class="linenos">3095</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata-3096"><a href="#D4xdata-3096"><span class="linenos">3096</span></a>		<span class="n">D4x_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
-</span><span id="D4xdata-3097"><a href="#D4xdata-3097"><span class="linenos">3097</span></a>		<span class="n">correl_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
-</span><span id="D4xdata-3098"><a href="#D4xdata-3098"><span class="linenos">3098</span></a>		<span class="p">):</span>
-</span><span id="D4xdata-3099"><a href="#D4xdata-3099"><span class="linenos">3099</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata-3100"><a href="#D4xdata-3100"><span class="linenos">3100</span></a><span class="sd">		Save D4x values along with their SE and correlation matrix.</span>
-</span><span id="D4xdata-3101"><a href="#D4xdata-3101"><span class="linenos">3101</span></a>
-</span><span id="D4xdata-3102"><a href="#D4xdata-3102"><span class="linenos">3102</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D4xdata-3103"><a href="#D4xdata-3103"><span class="linenos">3103</span></a>
-</span><span id="D4xdata-3104"><a href="#D4xdata-3104"><span class="linenos">3104</span></a><span class="sd">		+ `samples`: Only these samples are output (by default: all samples).</span>
-</span><span id="D4xdata-3105"><a href="#D4xdata-3105"><span class="linenos">3105</span></a><span class="sd">		+ `dir`: the directory in which to save the faile (by defaut: `output`)</span>
-</span><span id="D4xdata-3106"><a href="#D4xdata-3106"><span class="linenos">3106</span></a><span class="sd">		+ `filename`: the name to the csv file to write to (by default: `D4x_correl.csv`)</span>
-</span><span id="D4xdata-3107"><a href="#D4xdata-3107"><span class="linenos">3107</span></a><span class="sd">		+ `D4x_precision`: the precision to use when writing `D4x` and `D4x_SE` values (by default: 4)</span>
-</span><span id="D4xdata-3108"><a href="#D4xdata-3108"><span class="linenos">3108</span></a><span class="sd">		+ `correl_precision`: the precision to use when writing correlation factor values (by default: 4)</span>
-</span><span id="D4xdata-3109"><a href="#D4xdata-3109"><span class="linenos">3109</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata-3110"><a href="#D4xdata-3110"><span class="linenos">3110</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-3111"><a href="#D4xdata-3111"><span class="linenos">3111</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="D4xdata-3112"><a href="#D4xdata-3112"><span class="linenos">3112</span></a>		
-</span><span id="D4xdata-3113"><a href="#D4xdata-3113"><span class="linenos">3113</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="p">[[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">+</span> <span class="p">[[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata-3114"><a href="#D4xdata-3114"><span class="linenos">3114</span></a>		<span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_SE&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-3115"><a href="#D4xdata-3115"><span class="linenos">3115</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">samples</span><span class="p">):</span>
-</span><span id="D4xdata-3116"><a href="#D4xdata-3116"><span class="linenos">3116</span></a>			<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-3117"><a href="#D4xdata-3117"><span class="linenos">3117</span></a>			<span class="k">for</span> <span class="n">s2</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
-</span><span id="D4xdata-3118"><a href="#D4xdata-3118"><span class="linenos">3118</span></a>				<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_correl</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="n">s2</span><span class="p">)</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata-3119"><a href="#D4xdata-3119"><span class="linenos">3119</span></a>		
-</span><span id="D4xdata-3120"><a href="#D4xdata-3120"><span class="linenos">3120</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata-3121"><a href="#D4xdata-3121"><span class="linenos">3121</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata-3122"><a href="#D4xdata-3122"><span class="linenos">3122</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata-3123"><a href="#D4xdata-3123"><span class="linenos">3123</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl.csv&#39;</span>
-</span><span id="D4xdata-3124"><a href="#D4xdata-3124"><span class="linenos">3124</span></a>		<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fid</span><span class="p">:</span>
-</span><span id="D4xdata-3125"><a href="#D4xdata-3125"><span class="linenos">3125</span></a>			<span class="n">fid</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">make_csv</span><span class="p">(</span><span class="n">out</span><span class="p">))</span>
+</span><span id="D4xdata-3083"><a href="#D4xdata-3083"><span class="linenos">3083</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata-3084"><a href="#D4xdata-3084"><span class="linenos">3084</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata-3085"><a href="#D4xdata-3085"><span class="linenos">3085</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3086"><a href="#D4xdata-3086"><span class="linenos">3086</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata-3087"><a href="#D4xdata-3087"><span class="linenos">3087</span></a>
+</span><span id="D4xdata-3088"><a href="#D4xdata-3088"><span class="linenos">3088</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata-3089"><a href="#D4xdata-3089"><span class="linenos">3089</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata-3090"><a href="#D4xdata-3090"><span class="linenos">3090</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3091"><a href="#D4xdata-3091"><span class="linenos">3091</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3092"><a href="#D4xdata-3092"><span class="linenos">3092</span></a>
+</span><span id="D4xdata-3093"><a href="#D4xdata-3093"><span class="linenos">3093</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
+</span><span id="D4xdata-3094"><a href="#D4xdata-3094"><span class="linenos">3094</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+</span><span id="D4xdata-3095"><a href="#D4xdata-3095"><span class="linenos">3095</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata-3096"><a href="#D4xdata-3096"><span class="linenos">3096</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata-3097"><a href="#D4xdata-3097"><span class="linenos">3097</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="D4xdata-3098"><a href="#D4xdata-3098"><span class="linenos">3098</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3099"><a href="#D4xdata-3099"><span class="linenos">3099</span></a>
+</span><span id="D4xdata-3100"><a href="#D4xdata-3100"><span class="linenos">3100</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata-3101"><a href="#D4xdata-3101"><span class="linenos">3101</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="D4xdata-3102"><a href="#D4xdata-3102"><span class="linenos">3102</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata-3103"><a href="#D4xdata-3103"><span class="linenos">3103</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata-3104"><a href="#D4xdata-3104"><span class="linenos">3104</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata-3105"><a href="#D4xdata-3105"><span class="linenos">3105</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata-3106"><a href="#D4xdata-3106"><span class="linenos">3106</span></a>			<span class="p">])</span>			
+</span><span id="D4xdata-3107"><a href="#D4xdata-3107"><span class="linenos">3107</span></a>
+</span><span id="D4xdata-3108"><a href="#D4xdata-3108"><span class="linenos">3108</span></a>
+</span><span id="D4xdata-3109"><a href="#D4xdata-3109"><span class="linenos">3109</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata-3110"><a href="#D4xdata-3110"><span class="linenos">3110</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata-3111"><a href="#D4xdata-3111"><span class="linenos">3111</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
+</span><span id="D4xdata-3112"><a href="#D4xdata-3112"><span class="linenos">3112</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
+</span><span id="D4xdata-3113"><a href="#D4xdata-3113"><span class="linenos">3113</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</span><span id="D4xdata-3114"><a href="#D4xdata-3114"><span class="linenos">3114</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata-3115"><a href="#D4xdata-3115"><span class="linenos">3115</span></a>		
+</span><span id="D4xdata-3116"><a href="#D4xdata-3116"><span class="linenos">3116</span></a>
+</span><span id="D4xdata-3117"><a href="#D4xdata-3117"><span class="linenos">3117</span></a>	<span class="k">def</span> <span class="nf">_save_D4x_correl</span><span class="p">(</span>
+</span><span id="D4xdata-3118"><a href="#D4xdata-3118"><span class="linenos">3118</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata-3119"><a href="#D4xdata-3119"><span class="linenos">3119</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-3120"><a href="#D4xdata-3120"><span class="linenos">3120</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="D4xdata-3121"><a href="#D4xdata-3121"><span class="linenos">3121</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata-3122"><a href="#D4xdata-3122"><span class="linenos">3122</span></a>		<span class="n">D4x_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
+</span><span id="D4xdata-3123"><a href="#D4xdata-3123"><span class="linenos">3123</span></a>		<span class="n">correl_precision</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
+</span><span id="D4xdata-3124"><a href="#D4xdata-3124"><span class="linenos">3124</span></a>		<span class="p">):</span>
+</span><span id="D4xdata-3125"><a href="#D4xdata-3125"><span class="linenos">3125</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata-3126"><a href="#D4xdata-3126"><span class="linenos">3126</span></a><span class="sd">		Save D4x values along with their SE and correlation matrix.</span>
+</span><span id="D4xdata-3127"><a href="#D4xdata-3127"><span class="linenos">3127</span></a>
+</span><span id="D4xdata-3128"><a href="#D4xdata-3128"><span class="linenos">3128</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D4xdata-3129"><a href="#D4xdata-3129"><span class="linenos">3129</span></a>
+</span><span id="D4xdata-3130"><a href="#D4xdata-3130"><span class="linenos">3130</span></a><span class="sd">		+ `samples`: Only these samples are output (by default: all samples).</span>
+</span><span id="D4xdata-3131"><a href="#D4xdata-3131"><span class="linenos">3131</span></a><span class="sd">		+ `dir`: the directory in which to save the faile (by defaut: `output`)</span>
+</span><span id="D4xdata-3132"><a href="#D4xdata-3132"><span class="linenos">3132</span></a><span class="sd">		+ `filename`: the name to the csv file to write to (by default: `D4x_correl.csv`)</span>
+</span><span id="D4xdata-3133"><a href="#D4xdata-3133"><span class="linenos">3133</span></a><span class="sd">		+ `D4x_precision`: the precision to use when writing `D4x` and `D4x_SE` values (by default: 4)</span>
+</span><span id="D4xdata-3134"><a href="#D4xdata-3134"><span class="linenos">3134</span></a><span class="sd">		+ `correl_precision`: the precision to use when writing correlation factor values (by default: 4)</span>
+</span><span id="D4xdata-3135"><a href="#D4xdata-3135"><span class="linenos">3135</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata-3136"><a href="#D4xdata-3136"><span class="linenos">3136</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-3137"><a href="#D4xdata-3137"><span class="linenos">3137</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="D4xdata-3138"><a href="#D4xdata-3138"><span class="linenos">3138</span></a>		
+</span><span id="D4xdata-3139"><a href="#D4xdata-3139"><span class="linenos">3139</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="p">[[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">+</span> <span class="p">[[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata-3140"><a href="#D4xdata-3140"><span class="linenos">3140</span></a>		<span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_SE&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-3141"><a href="#D4xdata-3141"><span class="linenos">3141</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">samples</span><span class="p">):</span>
+</span><span id="D4xdata-3142"><a href="#D4xdata-3142"><span class="linenos">3142</span></a>			<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="sa">f</span><span class="s2">&quot;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">]</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-3143"><a href="#D4xdata-3143"><span class="linenos">3143</span></a>			<span class="k">for</span> <span class="n">s2</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
+</span><span id="D4xdata-3144"><a href="#D4xdata-3144"><span class="linenos">3144</span></a>				<span class="n">out</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_correl</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="n">s2</span><span class="p">)</span><span class="si">:</span><span class="s1">.4f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata-3145"><a href="#D4xdata-3145"><span class="linenos">3145</span></a>		
+</span><span id="D4xdata-3146"><a href="#D4xdata-3146"><span class="linenos">3146</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata-3147"><a href="#D4xdata-3147"><span class="linenos">3147</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata-3148"><a href="#D4xdata-3148"><span class="linenos">3148</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata-3149"><a href="#D4xdata-3149"><span class="linenos">3149</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_correl.csv&#39;</span>
+</span><span id="D4xdata-3150"><a href="#D4xdata-3150"><span class="linenos">3150</span></a>		<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fid</span><span class="p">:</span>
+</span><span id="D4xdata-3151"><a href="#D4xdata-3151"><span class="linenos">3151</span></a>			<span class="n">fid</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">make_csv</span><span class="p">(</span><span class="n">out</span><span class="p">))</span>
 </span></pre></div>
 
 
@@ -10169,85 +10221,85 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.consolidate_samples"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate_samples-2097"><a href="#D4xdata.consolidate_samples-2097"><span class="linenos">2097</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata.consolidate_samples-2098"><a href="#D4xdata.consolidate_samples-2098"><span class="linenos">2098</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata.consolidate_samples-2099"><a href="#D4xdata.consolidate_samples-2099"><span class="linenos">2099</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate_samples-2100"><a href="#D4xdata.consolidate_samples-2100"><span class="linenos">2100</span></a><span class="sd">		Compile various statistics for each sample.</span>
-</span><span id="D4xdata.consolidate_samples-2101"><a href="#D4xdata.consolidate_samples-2101"><span class="linenos">2101</span></a>
-</span><span id="D4xdata.consolidate_samples-2102"><a href="#D4xdata.consolidate_samples-2102"><span class="linenos">2102</span></a><span class="sd">		For each anchor sample:</span>
-</span><span id="D4xdata.consolidate_samples-2103"><a href="#D4xdata.consolidate_samples-2103"><span class="linenos">2103</span></a>
-</span><span id="D4xdata.consolidate_samples-2104"><a href="#D4xdata.consolidate_samples-2104"><span class="linenos">2104</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
-</span><span id="D4xdata.consolidate_samples-2105"><a href="#D4xdata.consolidate_samples-2105"><span class="linenos">2105</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
-</span><span id="D4xdata.consolidate_samples-2106"><a href="#D4xdata.consolidate_samples-2106"><span class="linenos">2106</span></a>
-</span><span id="D4xdata.consolidate_samples-2107"><a href="#D4xdata.consolidate_samples-2107"><span class="linenos">2107</span></a><span class="sd">		For each unknown sample:</span>
-</span><span id="D4xdata.consolidate_samples-2108"><a href="#D4xdata.consolidate_samples-2108"><span class="linenos">2108</span></a>
-</span><span id="D4xdata.consolidate_samples-2109"><a href="#D4xdata.consolidate_samples-2109"><span class="linenos">2109</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
-</span><span id="D4xdata.consolidate_samples-2110"><a href="#D4xdata.consolidate_samples-2110"><span class="linenos">2110</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
-</span><span id="D4xdata.consolidate_samples-2111"><a href="#D4xdata.consolidate_samples-2111"><span class="linenos">2111</span></a>
-</span><span id="D4xdata.consolidate_samples-2112"><a href="#D4xdata.consolidate_samples-2112"><span class="linenos">2112</span></a><span class="sd">		For each anchor and unknown:</span>
-</span><span id="D4xdata.consolidate_samples-2113"><a href="#D4xdata.consolidate_samples-2113"><span class="linenos">2113</span></a>
-</span><span id="D4xdata.consolidate_samples-2114"><a href="#D4xdata.consolidate_samples-2114"><span class="linenos">2114</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
-</span><span id="D4xdata.consolidate_samples-2115"><a href="#D4xdata.consolidate_samples-2115"><span class="linenos">2115</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
-</span><span id="D4xdata.consolidate_samples-2116"><a href="#D4xdata.consolidate_samples-2116"><span class="linenos">2116</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
-</span><span id="D4xdata.consolidate_samples-2117"><a href="#D4xdata.consolidate_samples-2117"><span class="linenos">2117</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
-</span><span id="D4xdata.consolidate_samples-2118"><a href="#D4xdata.consolidate_samples-2118"><span class="linenos">2118</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
-</span><span id="D4xdata.consolidate_samples-2119"><a href="#D4xdata.consolidate_samples-2119"><span class="linenos">2119</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
-</span><span id="D4xdata.consolidate_samples-2120"><a href="#D4xdata.consolidate_samples-2120"><span class="linenos">2120</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
-</span><span id="D4xdata.consolidate_samples-2121"><a href="#D4xdata.consolidate_samples-2121"><span class="linenos">2121</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate_samples-2122"><a href="#D4xdata.consolidate_samples-2122"><span class="linenos">2122</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_samples-2123"><a href="#D4xdata.consolidate_samples-2123"><span class="linenos">2123</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2124"><a href="#D4xdata.consolidate_samples-2124"><span class="linenos">2124</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_samples-2125"><a href="#D4xdata.consolidate_samples-2125"><span class="linenos">2125</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2126"><a href="#D4xdata.consolidate_samples-2126"><span class="linenos">2126</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata.consolidate_samples-2127"><a href="#D4xdata.consolidate_samples-2127"><span class="linenos">2127</span></a>
-</span><span id="D4xdata.consolidate_samples-2128"><a href="#D4xdata.consolidate_samples-2128"><span class="linenos">2128</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata.consolidate_samples-2129"><a href="#D4xdata.consolidate_samples-2129"><span class="linenos">2129</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata.consolidate_samples-2130"><a href="#D4xdata.consolidate_samples-2130"><span class="linenos">2130</span></a>
-</span><span id="D4xdata.consolidate_samples-2131"><a href="#D4xdata.consolidate_samples-2131"><span class="linenos">2131</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_samples-2132"><a href="#D4xdata.consolidate_samples-2132"><span class="linenos">2132</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2133"><a href="#D4xdata.consolidate_samples-2133"><span class="linenos">2133</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2134"><a href="#D4xdata.consolidate_samples-2134"><span class="linenos">2134</span></a>			
-</span><span id="D4xdata.consolidate_samples-2135"><a href="#D4xdata.consolidate_samples-2135"><span class="linenos">2135</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2136"><a href="#D4xdata.consolidate_samples-2136"><span class="linenos">2136</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2137"><a href="#D4xdata.consolidate_samples-2137"><span class="linenos">2137</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2138"><a href="#D4xdata.consolidate_samples-2138"><span class="linenos">2138</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_samples-2139"><a href="#D4xdata.consolidate_samples-2139"><span class="linenos">2139</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2140"><a href="#D4xdata.consolidate_samples-2140"><span class="linenos">2140</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2141"><a href="#D4xdata.consolidate_samples-2141"><span class="linenos">2141</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2142"><a href="#D4xdata.consolidate_samples-2142"><span class="linenos">2142</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_samples-2143"><a href="#D4xdata.consolidate_samples-2143"><span class="linenos">2143</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2144"><a href="#D4xdata.consolidate_samples-2144"><span class="linenos">2144</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
-</span><span id="D4xdata.consolidate_samples-2145"><a href="#D4xdata.consolidate_samples-2145"><span class="linenos">2145</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
-</span><span id="D4xdata.consolidate_samples-2146"><a href="#D4xdata.consolidate_samples-2146"><span class="linenos">2146</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
-</span><span id="D4xdata.consolidate_samples-2147"><a href="#D4xdata.consolidate_samples-2147"><span class="linenos">2147</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_samples-2148"><a href="#D4xdata.consolidate_samples-2148"><span class="linenos">2148</span></a>
-</span><span id="D4xdata.consolidate_samples-2149"><a href="#D4xdata.consolidate_samples-2149"><span class="linenos">2149</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2150"><a href="#D4xdata.consolidate_samples-2150"><span class="linenos">2150</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2151"><a href="#D4xdata.consolidate_samples-2151"><span class="linenos">2151</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2152"><a href="#D4xdata.consolidate_samples-2152"><span class="linenos">2152</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_samples-2153"><a href="#D4xdata.consolidate_samples-2153"><span class="linenos">2153</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2154"><a href="#D4xdata.consolidate_samples-2154"><span class="linenos">2154</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_samples-2155"><a href="#D4xdata.consolidate_samples-2155"><span class="linenos">2155</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata.consolidate_samples-2156"><a href="#D4xdata.consolidate_samples-2156"><span class="linenos">2156</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="D4xdata.consolidate_samples-2157"><a href="#D4xdata.consolidate_samples-2157"><span class="linenos">2157</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2158"><a href="#D4xdata.consolidate_samples-2158"><span class="linenos">2158</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2159"><a href="#D4xdata.consolidate_samples-2159"><span class="linenos">2159</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2160"><a href="#D4xdata.consolidate_samples-2160"><span class="linenos">2160</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_samples-2161"><a href="#D4xdata.consolidate_samples-2161"><span class="linenos">2161</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_samples-2162"><a href="#D4xdata.consolidate_samples-2162"><span class="linenos">2162</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_samples-2163"><a href="#D4xdata.consolidate_samples-2163"><span class="linenos">2163</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
-</span><span id="D4xdata.consolidate_samples-2164"><a href="#D4xdata.consolidate_samples-2164"><span class="linenos">2164</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_samples-2165"><a href="#D4xdata.consolidate_samples-2165"><span class="linenos">2165</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_samples-2166"><a href="#D4xdata.consolidate_samples-2166"><span class="linenos">2166</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_samples-2167"><a href="#D4xdata.consolidate_samples-2167"><span class="linenos">2167</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2168"><a href="#D4xdata.consolidate_samples-2168"><span class="linenos">2168</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
-</span><span id="D4xdata.consolidate_samples-2169"><a href="#D4xdata.consolidate_samples-2169"><span class="linenos">2169</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
-</span><span id="D4xdata.consolidate_samples-2170"><a href="#D4xdata.consolidate_samples-2170"><span class="linenos">2170</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_samples-2171"><a href="#D4xdata.consolidate_samples-2171"><span class="linenos">2171</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2172"><a href="#D4xdata.consolidate_samples-2172"><span class="linenos">2172</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_samples-2173"><a href="#D4xdata.consolidate_samples-2173"><span class="linenos">2173</span></a>
-</span><span id="D4xdata.consolidate_samples-2174"><a href="#D4xdata.consolidate_samples-2174"><span class="linenos">2174</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_samples-2175"><a href="#D4xdata.consolidate_samples-2175"><span class="linenos">2175</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate_samples-2098"><a href="#D4xdata.consolidate_samples-2098"><span class="linenos">2098</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata.consolidate_samples-2099"><a href="#D4xdata.consolidate_samples-2099"><span class="linenos">2099</span></a>	<span class="k">def</span> <span class="nf">consolidate_samples</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata.consolidate_samples-2100"><a href="#D4xdata.consolidate_samples-2100"><span class="linenos">2100</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate_samples-2101"><a href="#D4xdata.consolidate_samples-2101"><span class="linenos">2101</span></a><span class="sd">		Compile various statistics for each sample.</span>
+</span><span id="D4xdata.consolidate_samples-2102"><a href="#D4xdata.consolidate_samples-2102"><span class="linenos">2102</span></a>
+</span><span id="D4xdata.consolidate_samples-2103"><a href="#D4xdata.consolidate_samples-2103"><span class="linenos">2103</span></a><span class="sd">		For each anchor sample:</span>
+</span><span id="D4xdata.consolidate_samples-2104"><a href="#D4xdata.consolidate_samples-2104"><span class="linenos">2104</span></a>
+</span><span id="D4xdata.consolidate_samples-2105"><a href="#D4xdata.consolidate_samples-2105"><span class="linenos">2105</span></a><span class="sd">		+ `D47` or `D48`: the nominal Δ4x value for this anchor, specified by `self.Nominal_D4x`</span>
+</span><span id="D4xdata.consolidate_samples-2106"><a href="#D4xdata.consolidate_samples-2106"><span class="linenos">2106</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: set to zero by definition</span>
+</span><span id="D4xdata.consolidate_samples-2107"><a href="#D4xdata.consolidate_samples-2107"><span class="linenos">2107</span></a>
+</span><span id="D4xdata.consolidate_samples-2108"><a href="#D4xdata.consolidate_samples-2108"><span class="linenos">2108</span></a><span class="sd">		For each unknown sample:</span>
+</span><span id="D4xdata.consolidate_samples-2109"><a href="#D4xdata.consolidate_samples-2109"><span class="linenos">2109</span></a>
+</span><span id="D4xdata.consolidate_samples-2110"><a href="#D4xdata.consolidate_samples-2110"><span class="linenos">2110</span></a><span class="sd">		+ `D47` or `D48`: the standardized Δ4x value for this unknown</span>
+</span><span id="D4xdata.consolidate_samples-2111"><a href="#D4xdata.consolidate_samples-2111"><span class="linenos">2111</span></a><span class="sd">		+ `SE_D47` or `SE_D48`: the standard error of Δ4x for this unknown</span>
+</span><span id="D4xdata.consolidate_samples-2112"><a href="#D4xdata.consolidate_samples-2112"><span class="linenos">2112</span></a>
+</span><span id="D4xdata.consolidate_samples-2113"><a href="#D4xdata.consolidate_samples-2113"><span class="linenos">2113</span></a><span class="sd">		For each anchor and unknown:</span>
+</span><span id="D4xdata.consolidate_samples-2114"><a href="#D4xdata.consolidate_samples-2114"><span class="linenos">2114</span></a>
+</span><span id="D4xdata.consolidate_samples-2115"><a href="#D4xdata.consolidate_samples-2115"><span class="linenos">2115</span></a><span class="sd">		+ `N`: the total number of analyses of this sample</span>
+</span><span id="D4xdata.consolidate_samples-2116"><a href="#D4xdata.consolidate_samples-2116"><span class="linenos">2116</span></a><span class="sd">		+ `SD_D47` or `SD_D48`: the “sample” (in the statistical sense) standard deviation for this sample</span>
+</span><span id="D4xdata.consolidate_samples-2117"><a href="#D4xdata.consolidate_samples-2117"><span class="linenos">2117</span></a><span class="sd">		+ `d13C_VPDB`: the average δ13C_VPDB value for this sample</span>
+</span><span id="D4xdata.consolidate_samples-2118"><a href="#D4xdata.consolidate_samples-2118"><span class="linenos">2118</span></a><span class="sd">		+ `d18O_VSMOW`: the average δ18O_VSMOW value for this sample (as CO2)</span>
+</span><span id="D4xdata.consolidate_samples-2119"><a href="#D4xdata.consolidate_samples-2119"><span class="linenos">2119</span></a><span class="sd">		+ `p_Levene`: the p-value from a [Levene test](https://en.wikipedia.org/wiki/Levene%27s_test) of equal</span>
+</span><span id="D4xdata.consolidate_samples-2120"><a href="#D4xdata.consolidate_samples-2120"><span class="linenos">2120</span></a><span class="sd">		variance, indicating whether the Δ4x repeatability this sample differs significantly from</span>
+</span><span id="D4xdata.consolidate_samples-2121"><a href="#D4xdata.consolidate_samples-2121"><span class="linenos">2121</span></a><span class="sd">		that observed for the reference sample specified by `self.LEVENE_REF_SAMPLE`.</span>
+</span><span id="D4xdata.consolidate_samples-2122"><a href="#D4xdata.consolidate_samples-2122"><span class="linenos">2122</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate_samples-2123"><a href="#D4xdata.consolidate_samples-2123"><span class="linenos">2123</span></a>		<span class="n">D4x_ref_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">LEVENE_REF_SAMPLE</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_samples-2124"><a href="#D4xdata.consolidate_samples-2124"><span class="linenos">2124</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2125"><a href="#D4xdata.consolidate_samples-2125"><span class="linenos">2125</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_samples-2126"><a href="#D4xdata.consolidate_samples-2126"><span class="linenos">2126</span></a>			<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;N&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2127"><a href="#D4xdata.consolidate_samples-2127"><span class="linenos">2127</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SD_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata.consolidate_samples-2128"><a href="#D4xdata.consolidate_samples-2128"><span class="linenos">2128</span></a>
+</span><span id="D4xdata.consolidate_samples-2129"><a href="#D4xdata.consolidate_samples-2129"><span class="linenos">2129</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata.consolidate_samples-2130"><a href="#D4xdata.consolidate_samples-2130"><span class="linenos">2130</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata.consolidate_samples-2131"><a href="#D4xdata.consolidate_samples-2131"><span class="linenos">2131</span></a>
+</span><span id="D4xdata.consolidate_samples-2132"><a href="#D4xdata.consolidate_samples-2132"><span class="linenos">2132</span></a>			<span class="n">D4x_pop</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_samples-2133"><a href="#D4xdata.consolidate_samples-2133"><span class="linenos">2133</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">D4x_pop</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2134"><a href="#D4xdata.consolidate_samples-2134"><span class="linenos">2134</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="s1">&#39;p_Levene&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">levene</span><span class="p">(</span><span class="n">D4x_ref_pop</span><span class="p">,</span> <span class="n">D4x_pop</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="s1">&#39;median&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2135"><a href="#D4xdata.consolidate_samples-2135"><span class="linenos">2135</span></a>			
+</span><span id="D4xdata.consolidate_samples-2136"><a href="#D4xdata.consolidate_samples-2136"><span class="linenos">2136</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2137"><a href="#D4xdata.consolidate_samples-2137"><span class="linenos">2137</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2138"><a href="#D4xdata.consolidate_samples-2138"><span class="linenos">2138</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2139"><a href="#D4xdata.consolidate_samples-2139"><span class="linenos">2139</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_samples-2140"><a href="#D4xdata.consolidate_samples-2140"><span class="linenos">2140</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2141"><a href="#D4xdata.consolidate_samples-2141"><span class="linenos">2141</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2142"><a href="#D4xdata.consolidate_samples-2142"><span class="linenos">2142</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2143"><a href="#D4xdata.consolidate_samples-2143"><span class="linenos">2143</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_samples-2144"><a href="#D4xdata.consolidate_samples-2144"><span class="linenos">2144</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2145"><a href="#D4xdata.consolidate_samples-2145"><span class="linenos">2145</span></a>					<span class="c1"># when `sample` is constrained by self.standardize(constraints = {...}),</span>
+</span><span id="D4xdata.consolidate_samples-2146"><a href="#D4xdata.consolidate_samples-2146"><span class="linenos">2146</span></a>					<span class="c1"># it is no longer listed in self.standardization.var_names.</span>
+</span><span id="D4xdata.consolidate_samples-2147"><a href="#D4xdata.consolidate_samples-2147"><span class="linenos">2147</span></a>					<span class="c1"># Temporary fix: define SE as zero for now</span>
+</span><span id="D4xdata.consolidate_samples-2148"><a href="#D4xdata.consolidate_samples-2148"><span class="linenos">2148</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D4</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_samples-2149"><a href="#D4xdata.consolidate_samples-2149"><span class="linenos">2149</span></a>
+</span><span id="D4xdata.consolidate_samples-2150"><a href="#D4xdata.consolidate_samples-2150"><span class="linenos">2150</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2151"><a href="#D4xdata.consolidate_samples-2151"><span class="linenos">2151</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2152"><a href="#D4xdata.consolidate_samples-2152"><span class="linenos">2152</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2153"><a href="#D4xdata.consolidate_samples-2153"><span class="linenos">2153</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_samples-2154"><a href="#D4xdata.consolidate_samples-2154"><span class="linenos">2154</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2155"><a href="#D4xdata.consolidate_samples-2155"><span class="linenos">2155</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Consolidating sample </span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_samples-2156"><a href="#D4xdata.consolidate_samples-2156"><span class="linenos">2156</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata.consolidate_samples-2157"><a href="#D4xdata.consolidate_samples-2157"><span class="linenos">2157</span></a>				<span class="n">session_avg</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="D4xdata.consolidate_samples-2158"><a href="#D4xdata.consolidate_samples-2158"><span class="linenos">2158</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2159"><a href="#D4xdata.consolidate_samples-2159"><span class="linenos">2159</span></a>					<span class="n">sdata</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2160"><a href="#D4xdata.consolidate_samples-2160"><span class="linenos">2160</span></a>					<span class="k">if</span> <span class="n">sdata</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2161"><a href="#D4xdata.consolidate_samples-2161"><span class="linenos">2161</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">sample</span><span class="si">}</span><span class="s1"> found in session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_samples-2162"><a href="#D4xdata.consolidate_samples-2162"><span class="linenos">2162</span></a>						<span class="n">avg_D4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_samples-2163"><a href="#D4xdata.consolidate_samples-2163"><span class="linenos">2163</span></a>						<span class="n">avg_d4x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_samples-2164"><a href="#D4xdata.consolidate_samples-2164"><span class="linenos">2164</span></a>						<span class="c1"># !! TODO: sigma_s below does not account for temporal changes in standardization error</span>
+</span><span id="D4xdata.consolidate_samples-2165"><a href="#D4xdata.consolidate_samples-2165"><span class="linenos">2165</span></a>						<span class="n">sigma_s</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">avg_d4x</span><span class="p">,</span> <span class="n">avg_D4x</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_samples-2166"><a href="#D4xdata.consolidate_samples-2166"><span class="linenos">2166</span></a>						<span class="n">sigma_u</span> <span class="o">=</span> <span class="n">sdata</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">raw&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sdata</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_samples-2167"><a href="#D4xdata.consolidate_samples-2167"><span class="linenos">2167</span></a>						<span class="n">session_avg</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">avg_D4x</span><span class="p">,</span> <span class="p">(</span><span class="n">sigma_u</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">sigma_s</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_samples-2168"><a href="#D4xdata.consolidate_samples-2168"><span class="linenos">2168</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">session_avg</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2169"><a href="#D4xdata.consolidate_samples-2169"><span class="linenos">2169</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">(</span><span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">session_avg</span><span class="p">))</span>
+</span><span id="D4xdata.consolidate_samples-2170"><a href="#D4xdata.consolidate_samples-2170"><span class="linenos">2170</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]}</span>
+</span><span id="D4xdata.consolidate_samples-2171"><a href="#D4xdata.consolidate_samples-2171"><span class="linenos">2171</span></a>				<span class="n">wsum</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">weights</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_samples-2172"><a href="#D4xdata.consolidate_samples-2172"><span class="linenos">2172</span></a>				<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2173"><a href="#D4xdata.consolidate_samples-2173"><span class="linenos">2173</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">**-</span><span class="mi">2</span> <span class="o">/</span> <span class="n">wsum</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_samples-2174"><a href="#D4xdata.consolidate_samples-2174"><span class="linenos">2174</span></a>
+</span><span id="D4xdata.consolidate_samples-2175"><a href="#D4xdata.consolidate_samples-2175"><span class="linenos">2175</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_samples-2176"><a href="#D4xdata.consolidate_samples-2176"><span class="linenos">2176</span></a>			<span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
 </span></pre></div>
 
 
@@ -10293,127 +10345,131 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.consolidate_sessions"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate_sessions-2179"><a href="#D4xdata.consolidate_sessions-2179"><span class="linenos">2179</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata.consolidate_sessions-2180"><a href="#D4xdata.consolidate_sessions-2180"><span class="linenos">2180</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate_sessions-2181"><a href="#D4xdata.consolidate_sessions-2181"><span class="linenos">2181</span></a><span class="sd">		Compute various statistics for each session.</span>
-</span><span id="D4xdata.consolidate_sessions-2182"><a href="#D4xdata.consolidate_sessions-2182"><span class="linenos">2182</span></a>
-</span><span id="D4xdata.consolidate_sessions-2183"><a href="#D4xdata.consolidate_sessions-2183"><span class="linenos">2183</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
-</span><span id="D4xdata.consolidate_sessions-2184"><a href="#D4xdata.consolidate_sessions-2184"><span class="linenos">2184</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
-</span><span id="D4xdata.consolidate_sessions-2185"><a href="#D4xdata.consolidate_sessions-2185"><span class="linenos">2185</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
-</span><span id="D4xdata.consolidate_sessions-2186"><a href="#D4xdata.consolidate_sessions-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
-</span><span id="D4xdata.consolidate_sessions-2187"><a href="#D4xdata.consolidate_sessions-2187"><span class="linenos">2187</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
-</span><span id="D4xdata.consolidate_sessions-2188"><a href="#D4xdata.consolidate_sessions-2188"><span class="linenos">2188</span></a><span class="sd">		+ `a`: scrambling factor</span>
-</span><span id="D4xdata.consolidate_sessions-2189"><a href="#D4xdata.consolidate_sessions-2189"><span class="linenos">2189</span></a><span class="sd">		+ `b`: compositional slope</span>
-</span><span id="D4xdata.consolidate_sessions-2190"><a href="#D4xdata.consolidate_sessions-2190"><span class="linenos">2190</span></a><span class="sd">		+ `c`: WG offset</span>
-</span><span id="D4xdata.consolidate_sessions-2191"><a href="#D4xdata.consolidate_sessions-2191"><span class="linenos">2191</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
-</span><span id="D4xdata.consolidate_sessions-2192"><a href="#D4xdata.consolidate_sessions-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
-</span><span id="D4xdata.consolidate_sessions-2193"><a href="#D4xdata.consolidate_sessions-2193"><span class="linenos">2193</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
-</span><span id="D4xdata.consolidate_sessions-2194"><a href="#D4xdata.consolidate_sessions-2194"><span class="linenos">2194</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
-</span><span id="D4xdata.consolidate_sessions-2195"><a href="#D4xdata.consolidate_sessions-2195"><span class="linenos">2195</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
-</span><span id="D4xdata.consolidate_sessions-2196"><a href="#D4xdata.consolidate_sessions-2196"><span class="linenos">2196</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
-</span><span id="D4xdata.consolidate_sessions-2197"><a href="#D4xdata.consolidate_sessions-2197"><span class="linenos">2197</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
-</span><span id="D4xdata.consolidate_sessions-2198"><a href="#D4xdata.consolidate_sessions-2198"><span class="linenos">2198</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
-</span><span id="D4xdata.consolidate_sessions-2199"><a href="#D4xdata.consolidate_sessions-2199"><span class="linenos">2199</span></a><span class="sd">		+ `c2`: WG offset drift</span>
-</span><span id="D4xdata.consolidate_sessions-2200"><a href="#D4xdata.consolidate_sessions-2200"><span class="linenos">2200</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
-</span><span id="D4xdata.consolidate_sessions-2201"><a href="#D4xdata.consolidate_sessions-2201"><span class="linenos">2201</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
-</span><span id="D4xdata.consolidate_sessions-2202"><a href="#D4xdata.consolidate_sessions-2202"><span class="linenos">2202</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
-</span><span id="D4xdata.consolidate_sessions-2203"><a href="#D4xdata.consolidate_sessions-2203"><span class="linenos">2203</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
-</span><span id="D4xdata.consolidate_sessions-2204"><a href="#D4xdata.consolidate_sessions-2204"><span class="linenos">2204</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate_sessions-2205"><a href="#D4xdata.consolidate_sessions-2205"><span class="linenos">2205</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2206"><a href="#D4xdata.consolidate_sessions-2206"><span class="linenos">2206</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="D4xdata.consolidate_sessions-2207"><a href="#D4xdata.consolidate_sessions-2207"><span class="linenos">2207</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2208"><a href="#D4xdata.consolidate_sessions-2208"><span class="linenos">2208</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
-</span><span id="D4xdata.consolidate_sessions-2209"><a href="#D4xdata.consolidate_sessions-2209"><span class="linenos">2209</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2210"><a href="#D4xdata.consolidate_sessions-2210"><span class="linenos">2210</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_sessions-2211"><a href="#D4xdata.consolidate_sessions-2211"><span class="linenos">2211</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_sessions-2212"><a href="#D4xdata.consolidate_sessions-2212"><span class="linenos">2212</span></a>
-</span><span id="D4xdata.consolidate_sessions-2213"><a href="#D4xdata.consolidate_sessions-2213"><span class="linenos">2213</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2214"><a href="#D4xdata.consolidate_sessions-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_sessions-2215"><a href="#D4xdata.consolidate_sessions-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_sessions-2216"><a href="#D4xdata.consolidate_sessions-2216"><span class="linenos">2216</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata.consolidate_sessions-2217"><a href="#D4xdata.consolidate_sessions-2217"><span class="linenos">2217</span></a>
-</span><span id="D4xdata.consolidate_sessions-2218"><a href="#D4xdata.consolidate_sessions-2218"><span class="linenos">2218</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2219"><a href="#D4xdata.consolidate_sessions-2219"><span class="linenos">2219</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2220"><a href="#D4xdata.consolidate_sessions-2220"><span class="linenos">2220</span></a>
-</span><span id="D4xdata.consolidate_sessions-2221"><a href="#D4xdata.consolidate_sessions-2221"><span class="linenos">2221</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2222"><a href="#D4xdata.consolidate_sessions-2222"><span class="linenos">2222</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2223"><a href="#D4xdata.consolidate_sessions-2223"><span class="linenos">2223</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2224"><a href="#D4xdata.consolidate_sessions-2224"><span class="linenos">2224</span></a>
-</span><span id="D4xdata.consolidate_sessions-2225"><a href="#D4xdata.consolidate_sessions-2225"><span class="linenos">2225</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2226"><a href="#D4xdata.consolidate_sessions-2226"><span class="linenos">2226</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2227"><a href="#D4xdata.consolidate_sessions-2227"><span class="linenos">2227</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2228"><a href="#D4xdata.consolidate_sessions-2228"><span class="linenos">2228</span></a>
-</span><span id="D4xdata.consolidate_sessions-2229"><a href="#D4xdata.consolidate_sessions-2229"><span class="linenos">2229</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2230"><a href="#D4xdata.consolidate_sessions-2230"><span class="linenos">2230</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2231"><a href="#D4xdata.consolidate_sessions-2231"><span class="linenos">2231</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2232"><a href="#D4xdata.consolidate_sessions-2232"><span class="linenos">2232</span></a>
-</span><span id="D4xdata.consolidate_sessions-2233"><a href="#D4xdata.consolidate_sessions-2233"><span class="linenos">2233</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2234"><a href="#D4xdata.consolidate_sessions-2234"><span class="linenos">2234</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata.consolidate_sessions-2235"><a href="#D4xdata.consolidate_sessions-2235"><span class="linenos">2235</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2236"><a href="#D4xdata.consolidate_sessions-2236"><span class="linenos">2236</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2237"><a href="#D4xdata.consolidate_sessions-2237"><span class="linenos">2237</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2238"><a href="#D4xdata.consolidate_sessions-2238"><span class="linenos">2238</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_sessions-2239"><a href="#D4xdata.consolidate_sessions-2239"><span class="linenos">2239</span></a>
-</span><span id="D4xdata.consolidate_sessions-2240"><a href="#D4xdata.consolidate_sessions-2240"><span class="linenos">2240</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2241"><a href="#D4xdata.consolidate_sessions-2241"><span class="linenos">2241</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata.consolidate_sessions-2242"><a href="#D4xdata.consolidate_sessions-2242"><span class="linenos">2242</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2243"><a href="#D4xdata.consolidate_sessions-2243"><span class="linenos">2243</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2244"><a href="#D4xdata.consolidate_sessions-2244"><span class="linenos">2244</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2245"><a href="#D4xdata.consolidate_sessions-2245"><span class="linenos">2245</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_sessions-2246"><a href="#D4xdata.consolidate_sessions-2246"><span class="linenos">2246</span></a>
-</span><span id="D4xdata.consolidate_sessions-2247"><a href="#D4xdata.consolidate_sessions-2247"><span class="linenos">2247</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2248"><a href="#D4xdata.consolidate_sessions-2248"><span class="linenos">2248</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata.consolidate_sessions-2249"><a href="#D4xdata.consolidate_sessions-2249"><span class="linenos">2249</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2250"><a href="#D4xdata.consolidate_sessions-2250"><span class="linenos">2250</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
-</span><span id="D4xdata.consolidate_sessions-2251"><a href="#D4xdata.consolidate_sessions-2251"><span class="linenos">2251</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2252"><a href="#D4xdata.consolidate_sessions-2252"><span class="linenos">2252</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
-</span><span id="D4xdata.consolidate_sessions-2253"><a href="#D4xdata.consolidate_sessions-2253"><span class="linenos">2253</span></a>
-</span><span id="D4xdata.consolidate_sessions-2254"><a href="#D4xdata.consolidate_sessions-2254"><span class="linenos">2254</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2255"><a href="#D4xdata.consolidate_sessions-2255"><span class="linenos">2255</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2256"><a href="#D4xdata.consolidate_sessions-2256"><span class="linenos">2256</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2257"><a href="#D4xdata.consolidate_sessions-2257"><span class="linenos">2257</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="D4xdata.consolidate_sessions-2258"><a href="#D4xdata.consolidate_sessions-2258"><span class="linenos">2258</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_sessions-2259"><a href="#D4xdata.consolidate_sessions-2259"><span class="linenos">2259</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2260"><a href="#D4xdata.consolidate_sessions-2260"><span class="linenos">2260</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2261"><a href="#D4xdata.consolidate_sessions-2261"><span class="linenos">2261</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_sessions-2262"><a href="#D4xdata.consolidate_sessions-2262"><span class="linenos">2262</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2263"><a href="#D4xdata.consolidate_sessions-2263"><span class="linenos">2263</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2264"><a href="#D4xdata.consolidate_sessions-2264"><span class="linenos">2264</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2265"><a href="#D4xdata.consolidate_sessions-2265"><span class="linenos">2265</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2266"><a href="#D4xdata.consolidate_sessions-2266"><span class="linenos">2266</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2267"><a href="#D4xdata.consolidate_sessions-2267"><span class="linenos">2267</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2268"><a href="#D4xdata.consolidate_sessions-2268"><span class="linenos">2268</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2269"><a href="#D4xdata.consolidate_sessions-2269"><span class="linenos">2269</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2270"><a href="#D4xdata.consolidate_sessions-2270"><span class="linenos">2270</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2271"><a href="#D4xdata.consolidate_sessions-2271"><span class="linenos">2271</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2272"><a href="#D4xdata.consolidate_sessions-2272"><span class="linenos">2272</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2273"><a href="#D4xdata.consolidate_sessions-2273"><span class="linenos">2273</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2274"><a href="#D4xdata.consolidate_sessions-2274"><span class="linenos">2274</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2275"><a href="#D4xdata.consolidate_sessions-2275"><span class="linenos">2275</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2276"><a href="#D4xdata.consolidate_sessions-2276"><span class="linenos">2276</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2277"><a href="#D4xdata.consolidate_sessions-2277"><span class="linenos">2277</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2278"><a href="#D4xdata.consolidate_sessions-2278"><span class="linenos">2278</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2279"><a href="#D4xdata.consolidate_sessions-2279"><span class="linenos">2279</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_sessions-2280"><a href="#D4xdata.consolidate_sessions-2280"><span class="linenos">2280</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2281"><a href="#D4xdata.consolidate_sessions-2281"><span class="linenos">2281</span></a>					<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2282"><a href="#D4xdata.consolidate_sessions-2282"><span class="linenos">2282</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2283"><a href="#D4xdata.consolidate_sessions-2283"><span class="linenos">2283</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2284"><a href="#D4xdata.consolidate_sessions-2284"><span class="linenos">2284</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2285"><a href="#D4xdata.consolidate_sessions-2285"><span class="linenos">2285</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2286"><a href="#D4xdata.consolidate_sessions-2286"><span class="linenos">2286</span></a>						<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2287"><a href="#D4xdata.consolidate_sessions-2287"><span class="linenos">2287</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2288"><a href="#D4xdata.consolidate_sessions-2288"><span class="linenos">2288</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2289"><a href="#D4xdata.consolidate_sessions-2289"><span class="linenos">2289</span></a>				<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2290"><a href="#D4xdata.consolidate_sessions-2290"><span class="linenos">2290</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.consolidate_sessions-2291"><a href="#D4xdata.consolidate_sessions-2291"><span class="linenos">2291</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
-</span><span id="D4xdata.consolidate_sessions-2292"><a href="#D4xdata.consolidate_sessions-2292"><span class="linenos">2292</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
-</span><span id="D4xdata.consolidate_sessions-2293"><a href="#D4xdata.consolidate_sessions-2293"><span class="linenos">2293</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2294"><a href="#D4xdata.consolidate_sessions-2294"><span class="linenos">2294</span></a>					<span class="k">pass</span>
-</span><span id="D4xdata.consolidate_sessions-2295"><a href="#D4xdata.consolidate_sessions-2295"><span class="linenos">2295</span></a>
-</span><span id="D4xdata.consolidate_sessions-2296"><a href="#D4xdata.consolidate_sessions-2296"><span class="linenos">2296</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
-</span><span id="D4xdata.consolidate_sessions-2297"><a href="#D4xdata.consolidate_sessions-2297"><span class="linenos">2297</span></a>
-</span><span id="D4xdata.consolidate_sessions-2298"><a href="#D4xdata.consolidate_sessions-2298"><span class="linenos">2298</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate_sessions-2299"><a href="#D4xdata.consolidate_sessions-2299"><span class="linenos">2299</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate_sessions-2180"><a href="#D4xdata.consolidate_sessions-2180"><span class="linenos">2180</span></a>	<span class="k">def</span> <span class="nf">consolidate_sessions</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata.consolidate_sessions-2181"><a href="#D4xdata.consolidate_sessions-2181"><span class="linenos">2181</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate_sessions-2182"><a href="#D4xdata.consolidate_sessions-2182"><span class="linenos">2182</span></a><span class="sd">		Compute various statistics for each session.</span>
+</span><span id="D4xdata.consolidate_sessions-2183"><a href="#D4xdata.consolidate_sessions-2183"><span class="linenos">2183</span></a>
+</span><span id="D4xdata.consolidate_sessions-2184"><a href="#D4xdata.consolidate_sessions-2184"><span class="linenos">2184</span></a><span class="sd">		+ `Na`: Number of anchor analyses in the session</span>
+</span><span id="D4xdata.consolidate_sessions-2185"><a href="#D4xdata.consolidate_sessions-2185"><span class="linenos">2185</span></a><span class="sd">		+ `Nu`: Number of unknown analyses in the session</span>
+</span><span id="D4xdata.consolidate_sessions-2186"><a href="#D4xdata.consolidate_sessions-2186"><span class="linenos">2186</span></a><span class="sd">		+ `r_d13C_VPDB`: δ13C_VPDB repeatability of analyses within the session</span>
+</span><span id="D4xdata.consolidate_sessions-2187"><a href="#D4xdata.consolidate_sessions-2187"><span class="linenos">2187</span></a><span class="sd">		+ `r_d18O_VSMOW`: δ18O_VSMOW repeatability of analyses within the session</span>
+</span><span id="D4xdata.consolidate_sessions-2188"><a href="#D4xdata.consolidate_sessions-2188"><span class="linenos">2188</span></a><span class="sd">		+ `r_D47` or `r_D48`: Δ4x repeatability of analyses within the session</span>
+</span><span id="D4xdata.consolidate_sessions-2189"><a href="#D4xdata.consolidate_sessions-2189"><span class="linenos">2189</span></a><span class="sd">		+ `a`: scrambling factor</span>
+</span><span id="D4xdata.consolidate_sessions-2190"><a href="#D4xdata.consolidate_sessions-2190"><span class="linenos">2190</span></a><span class="sd">		+ `b`: compositional slope</span>
+</span><span id="D4xdata.consolidate_sessions-2191"><a href="#D4xdata.consolidate_sessions-2191"><span class="linenos">2191</span></a><span class="sd">		+ `c`: WG offset</span>
+</span><span id="D4xdata.consolidate_sessions-2192"><a href="#D4xdata.consolidate_sessions-2192"><span class="linenos">2192</span></a><span class="sd">		+ `SE_a`: Model stadard erorr of `a`</span>
+</span><span id="D4xdata.consolidate_sessions-2193"><a href="#D4xdata.consolidate_sessions-2193"><span class="linenos">2193</span></a><span class="sd">		+ `SE_b`: Model stadard erorr of `b`</span>
+</span><span id="D4xdata.consolidate_sessions-2194"><a href="#D4xdata.consolidate_sessions-2194"><span class="linenos">2194</span></a><span class="sd">		+ `SE_c`: Model stadard erorr of `c`</span>
+</span><span id="D4xdata.consolidate_sessions-2195"><a href="#D4xdata.consolidate_sessions-2195"><span class="linenos">2195</span></a><span class="sd">		+ `scrambling_drift` (boolean): whether to allow a temporal drift in the scrambling factor (`a`)</span>
+</span><span id="D4xdata.consolidate_sessions-2196"><a href="#D4xdata.consolidate_sessions-2196"><span class="linenos">2196</span></a><span class="sd">		+ `slope_drift` (boolean): whether to allow a temporal drift in the compositional slope (`b`)</span>
+</span><span id="D4xdata.consolidate_sessions-2197"><a href="#D4xdata.consolidate_sessions-2197"><span class="linenos">2197</span></a><span class="sd">		+ `wg_drift` (boolean): whether to allow a temporal drift in the WG offset (`c`)</span>
+</span><span id="D4xdata.consolidate_sessions-2198"><a href="#D4xdata.consolidate_sessions-2198"><span class="linenos">2198</span></a><span class="sd">		+ `a2`: scrambling factor drift</span>
+</span><span id="D4xdata.consolidate_sessions-2199"><a href="#D4xdata.consolidate_sessions-2199"><span class="linenos">2199</span></a><span class="sd">		+ `b2`: compositional slope drift</span>
+</span><span id="D4xdata.consolidate_sessions-2200"><a href="#D4xdata.consolidate_sessions-2200"><span class="linenos">2200</span></a><span class="sd">		+ `c2`: WG offset drift</span>
+</span><span id="D4xdata.consolidate_sessions-2201"><a href="#D4xdata.consolidate_sessions-2201"><span class="linenos">2201</span></a><span class="sd">		+ `Np`: Number of standardization parameters to fit</span>
+</span><span id="D4xdata.consolidate_sessions-2202"><a href="#D4xdata.consolidate_sessions-2202"><span class="linenos">2202</span></a><span class="sd">		+ `CM`: model covariance matrix for (`a`, `b`, `c`, `a2`, `b2`, `c2`)</span>
+</span><span id="D4xdata.consolidate_sessions-2203"><a href="#D4xdata.consolidate_sessions-2203"><span class="linenos">2203</span></a><span class="sd">		+ `d13Cwg_VPDB`: δ13C_VPDB of WG</span>
+</span><span id="D4xdata.consolidate_sessions-2204"><a href="#D4xdata.consolidate_sessions-2204"><span class="linenos">2204</span></a><span class="sd">		+ `d18Owg_VSMOW`: δ18O_VSMOW of WG</span>
+</span><span id="D4xdata.consolidate_sessions-2205"><a href="#D4xdata.consolidate_sessions-2205"><span class="linenos">2205</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate_sessions-2206"><a href="#D4xdata.consolidate_sessions-2206"><span class="linenos">2206</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2207"><a href="#D4xdata.consolidate_sessions-2207"><span class="linenos">2207</span></a>			<span class="k">if</span> <span class="s1">&#39;d13Cwg_VPDB&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="D4xdata.consolidate_sessions-2208"><a href="#D4xdata.consolidate_sessions-2208"><span class="linenos">2208</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d13Cwg_VPDB&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2209"><a href="#D4xdata.consolidate_sessions-2209"><span class="linenos">2209</span></a>			<span class="k">if</span> <span class="s1">&#39;d18Owg_VSMOW&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]:</span>
+</span><span id="D4xdata.consolidate_sessions-2210"><a href="#D4xdata.consolidate_sessions-2210"><span class="linenos">2210</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;d18Owg_VSMOW&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2211"><a href="#D4xdata.consolidate_sessions-2211"><span class="linenos">2211</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Na&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_sessions-2212"><a href="#D4xdata.consolidate_sessions-2212"><span class="linenos">2212</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;Nu&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_sessions-2213"><a href="#D4xdata.consolidate_sessions-2213"><span class="linenos">2213</span></a>
+</span><span id="D4xdata.consolidate_sessions-2214"><a href="#D4xdata.consolidate_sessions-2214"><span class="linenos">2214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Computing repeatabilities for session </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2215"><a href="#D4xdata.consolidate_sessions-2215"><span class="linenos">2215</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_sessions-2216"><a href="#D4xdata.consolidate_sessions-2216"><span class="linenos">2216</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_sessions-2217"><a href="#D4xdata.consolidate_sessions-2217"><span class="linenos">2217</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata.consolidate_sessions-2218"><a href="#D4xdata.consolidate_sessions-2218"><span class="linenos">2218</span></a>
+</span><span id="D4xdata.consolidate_sessions-2219"><a href="#D4xdata.consolidate_sessions-2219"><span class="linenos">2219</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2220"><a href="#D4xdata.consolidate_sessions-2220"><span class="linenos">2220</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2221"><a href="#D4xdata.consolidate_sessions-2221"><span class="linenos">2221</span></a>
+</span><span id="D4xdata.consolidate_sessions-2222"><a href="#D4xdata.consolidate_sessions-2222"><span class="linenos">2222</span></a>				<span class="c1"># different (better?) computation of D4x repeatability for each session:</span>
+</span><span id="D4xdata.consolidate_sessions-2223"><a href="#D4xdata.consolidate_sessions-2223"><span class="linenos">2223</span></a>				<span class="n">sqresiduals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_sessions-2224"><a href="#D4xdata.consolidate_sessions-2224"><span class="linenos">2224</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">sqresiduals</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2225"><a href="#D4xdata.consolidate_sessions-2225"><span class="linenos">2225</span></a>
+</span><span id="D4xdata.consolidate_sessions-2226"><a href="#D4xdata.consolidate_sessions-2226"><span class="linenos">2226</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2227"><a href="#D4xdata.consolidate_sessions-2227"><span class="linenos">2227</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2228"><a href="#D4xdata.consolidate_sessions-2228"><span class="linenos">2228</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2229"><a href="#D4xdata.consolidate_sessions-2229"><span class="linenos">2229</span></a>
+</span><span id="D4xdata.consolidate_sessions-2230"><a href="#D4xdata.consolidate_sessions-2230"><span class="linenos">2230</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2231"><a href="#D4xdata.consolidate_sessions-2231"><span class="linenos">2231</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2232"><a href="#D4xdata.consolidate_sessions-2232"><span class="linenos">2232</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2233"><a href="#D4xdata.consolidate_sessions-2233"><span class="linenos">2233</span></a>
+</span><span id="D4xdata.consolidate_sessions-2234"><a href="#D4xdata.consolidate_sessions-2234"><span class="linenos">2234</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2235"><a href="#D4xdata.consolidate_sessions-2235"><span class="linenos">2235</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2236"><a href="#D4xdata.consolidate_sessions-2236"><span class="linenos">2236</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2237"><a href="#D4xdata.consolidate_sessions-2237"><span class="linenos">2237</span></a>
+</span><span id="D4xdata.consolidate_sessions-2238"><a href="#D4xdata.consolidate_sessions-2238"><span class="linenos">2238</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2239"><a href="#D4xdata.consolidate_sessions-2239"><span class="linenos">2239</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;scrambling_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata.consolidate_sessions-2240"><a href="#D4xdata.consolidate_sessions-2240"><span class="linenos">2240</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2241"><a href="#D4xdata.consolidate_sessions-2241"><span class="linenos">2241</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2242"><a href="#D4xdata.consolidate_sessions-2242"><span class="linenos">2242</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2243"><a href="#D4xdata.consolidate_sessions-2243"><span class="linenos">2243</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_a2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_sessions-2244"><a href="#D4xdata.consolidate_sessions-2244"><span class="linenos">2244</span></a>
+</span><span id="D4xdata.consolidate_sessions-2245"><a href="#D4xdata.consolidate_sessions-2245"><span class="linenos">2245</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2246"><a href="#D4xdata.consolidate_sessions-2246"><span class="linenos">2246</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;slope_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata.consolidate_sessions-2247"><a href="#D4xdata.consolidate_sessions-2247"><span class="linenos">2247</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2248"><a href="#D4xdata.consolidate_sessions-2248"><span class="linenos">2248</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2249"><a href="#D4xdata.consolidate_sessions-2249"><span class="linenos">2249</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2250"><a href="#D4xdata.consolidate_sessions-2250"><span class="linenos">2250</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_b2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_sessions-2251"><a href="#D4xdata.consolidate_sessions-2251"><span class="linenos">2251</span></a>
+</span><span id="D4xdata.consolidate_sessions-2252"><a href="#D4xdata.consolidate_sessions-2252"><span class="linenos">2252</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">valuesdict</span><span class="p">()[</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2253"><a href="#D4xdata.consolidate_sessions-2253"><span class="linenos">2253</span></a>				<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;wg_drift&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata.consolidate_sessions-2254"><a href="#D4xdata.consolidate_sessions-2254"><span class="linenos">2254</span></a>					<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2255"><a href="#D4xdata.consolidate_sessions-2255"><span class="linenos">2255</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">**</span><span class="mf">.5</span>
+</span><span id="D4xdata.consolidate_sessions-2256"><a href="#D4xdata.consolidate_sessions-2256"><span class="linenos">2256</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2257"><a href="#D4xdata.consolidate_sessions-2257"><span class="linenos">2257</span></a>					<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;SE_c2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.</span>
+</span><span id="D4xdata.consolidate_sessions-2258"><a href="#D4xdata.consolidate_sessions-2258"><span class="linenos">2258</span></a>
+</span><span id="D4xdata.consolidate_sessions-2259"><a href="#D4xdata.consolidate_sessions-2259"><span class="linenos">2259</span></a>				<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2260"><a href="#D4xdata.consolidate_sessions-2260"><span class="linenos">2260</span></a>				<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2261"><a href="#D4xdata.consolidate_sessions-2261"><span class="linenos">2261</span></a>				<span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2262"><a href="#D4xdata.consolidate_sessions-2262"><span class="linenos">2262</span></a>				<span class="n">CM</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="D4xdata.consolidate_sessions-2263"><a href="#D4xdata.consolidate_sessions-2263"><span class="linenos">2263</span></a>				<span class="n">CM</span><span class="p">[:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">],:][:,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_sessions-2264"><a href="#D4xdata.consolidate_sessions-2264"><span class="linenos">2264</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2265"><a href="#D4xdata.consolidate_sessions-2265"><span class="linenos">2265</span></a>					<span class="n">i2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;a2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2266"><a href="#D4xdata.consolidate_sessions-2266"><span class="linenos">2266</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_sessions-2267"><a href="#D4xdata.consolidate_sessions-2267"><span class="linenos">2267</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">i2</span><span class="p">],</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2268"><a href="#D4xdata.consolidate_sessions-2268"><span class="linenos">2268</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2269"><a href="#D4xdata.consolidate_sessions-2269"><span class="linenos">2269</span></a>						<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2270"><a href="#D4xdata.consolidate_sessions-2270"><span class="linenos">2270</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2271"><a href="#D4xdata.consolidate_sessions-2271"><span class="linenos">2271</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2272"><a href="#D4xdata.consolidate_sessions-2272"><span class="linenos">2272</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2273"><a href="#D4xdata.consolidate_sessions-2273"><span class="linenos">2273</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2274"><a href="#D4xdata.consolidate_sessions-2274"><span class="linenos">2274</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2275"><a href="#D4xdata.consolidate_sessions-2275"><span class="linenos">2275</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2276"><a href="#D4xdata.consolidate_sessions-2276"><span class="linenos">2276</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2277"><a href="#D4xdata.consolidate_sessions-2277"><span class="linenos">2277</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">i2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2278"><a href="#D4xdata.consolidate_sessions-2278"><span class="linenos">2278</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2279"><a href="#D4xdata.consolidate_sessions-2279"><span class="linenos">2279</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2280"><a href="#D4xdata.consolidate_sessions-2280"><span class="linenos">2280</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2281"><a href="#D4xdata.consolidate_sessions-2281"><span class="linenos">2281</span></a>					<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2282"><a href="#D4xdata.consolidate_sessions-2282"><span class="linenos">2282</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2283"><a href="#D4xdata.consolidate_sessions-2283"><span class="linenos">2283</span></a>					<span class="n">j2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;b2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2284"><a href="#D4xdata.consolidate_sessions-2284"><span class="linenos">2284</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_sessions-2285"><a href="#D4xdata.consolidate_sessions-2285"><span class="linenos">2285</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">j2</span><span class="p">],</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2286"><a href="#D4xdata.consolidate_sessions-2286"><span class="linenos">2286</span></a>					<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2287"><a href="#D4xdata.consolidate_sessions-2287"><span class="linenos">2287</span></a>						<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2288"><a href="#D4xdata.consolidate_sessions-2288"><span class="linenos">2288</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">j2</span><span class="p">,</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2289"><a href="#D4xdata.consolidate_sessions-2289"><span class="linenos">2289</span></a>						<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,</span><span class="n">j2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2290"><a href="#D4xdata.consolidate_sessions-2290"><span class="linenos">2290</span></a>					<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2291"><a href="#D4xdata.consolidate_sessions-2291"><span class="linenos">2291</span></a>						<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2292"><a href="#D4xdata.consolidate_sessions-2292"><span class="linenos">2292</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2293"><a href="#D4xdata.consolidate_sessions-2293"><span class="linenos">2293</span></a>					<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2294"><a href="#D4xdata.consolidate_sessions-2294"><span class="linenos">2294</span></a>				<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2295"><a href="#D4xdata.consolidate_sessions-2295"><span class="linenos">2295</span></a>					<span class="n">k2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;c2_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.consolidate_sessions-2296"><a href="#D4xdata.consolidate_sessions-2296"><span class="linenos">2296</span></a>					<span class="n">CM</span><span class="p">[</span><span class="mi">5</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">]]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">k2</span><span class="p">,[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">]]</span>
+</span><span id="D4xdata.consolidate_sessions-2297"><a href="#D4xdata.consolidate_sessions-2297"><span class="linenos">2297</span></a>					<span class="n">CM</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">,</span><span class="n">k</span><span class="p">,</span><span class="n">k2</span><span class="p">],</span><span class="n">k2</span><span class="p">]</span>
+</span><span id="D4xdata.consolidate_sessions-2298"><a href="#D4xdata.consolidate_sessions-2298"><span class="linenos">2298</span></a>				<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2299"><a href="#D4xdata.consolidate_sessions-2299"><span class="linenos">2299</span></a>					<span class="k">pass</span>
+</span><span id="D4xdata.consolidate_sessions-2300"><a href="#D4xdata.consolidate_sessions-2300"><span class="linenos">2300</span></a>
+</span><span id="D4xdata.consolidate_sessions-2301"><a href="#D4xdata.consolidate_sessions-2301"><span class="linenos">2301</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">CM</span>
+</span><span id="D4xdata.consolidate_sessions-2302"><a href="#D4xdata.consolidate_sessions-2302"><span class="linenos">2302</span></a>
+</span><span id="D4xdata.consolidate_sessions-2303"><a href="#D4xdata.consolidate_sessions-2303"><span class="linenos">2303</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate_sessions-2304"><a href="#D4xdata.consolidate_sessions-2304"><span class="linenos">2304</span></a>			<span class="k">pass</span> <span class="c1"># Not implemented yet</span>
 </span></pre></div>
 
 
@@ -10458,19 +10514,19 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.repeatabilities"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.repeatabilities-2302"><a href="#D4xdata.repeatabilities-2302"><span class="linenos">2302</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata.repeatabilities-2303"><a href="#D4xdata.repeatabilities-2303"><span class="linenos">2303</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata.repeatabilities-2304"><a href="#D4xdata.repeatabilities-2304"><span class="linenos">2304</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.repeatabilities-2305"><a href="#D4xdata.repeatabilities-2305"><span class="linenos">2305</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
-</span><span id="D4xdata.repeatabilities-2306"><a href="#D4xdata.repeatabilities-2306"><span class="linenos">2306</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
-</span><span id="D4xdata.repeatabilities-2307"><a href="#D4xdata.repeatabilities-2307"><span class="linenos">2307</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.repeatabilities-2308"><a href="#D4xdata.repeatabilities-2308"><span class="linenos">2308</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.repeatabilities-2309"><a href="#D4xdata.repeatabilities-2309"><span class="linenos">2309</span></a>
-</span><span id="D4xdata.repeatabilities-2310"><a href="#D4xdata.repeatabilities-2310"><span class="linenos">2310</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.repeatabilities-2311"><a href="#D4xdata.repeatabilities-2311"><span class="linenos">2311</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.repeatabilities-2312"><a href="#D4xdata.repeatabilities-2312"><span class="linenos">2312</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.repeatabilities-2313"><a href="#D4xdata.repeatabilities-2313"><span class="linenos">2313</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.repeatabilities-2314"><a href="#D4xdata.repeatabilities-2314"><span class="linenos">2314</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.repeatabilities-2307"><a href="#D4xdata.repeatabilities-2307"><span class="linenos">2307</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata.repeatabilities-2308"><a href="#D4xdata.repeatabilities-2308"><span class="linenos">2308</span></a>	<span class="k">def</span> <span class="nf">repeatabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata.repeatabilities-2309"><a href="#D4xdata.repeatabilities-2309"><span class="linenos">2309</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.repeatabilities-2310"><a href="#D4xdata.repeatabilities-2310"><span class="linenos">2310</span></a><span class="sd">		Compute analytical repeatabilities for δ13C_VPDB, δ18O_VSMOW, Δ4x</span>
+</span><span id="D4xdata.repeatabilities-2311"><a href="#D4xdata.repeatabilities-2311"><span class="linenos">2311</span></a><span class="sd">		(for all samples, for anchors, and for unknowns).</span>
+</span><span id="D4xdata.repeatabilities-2312"><a href="#D4xdata.repeatabilities-2312"><span class="linenos">2312</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.repeatabilities-2313"><a href="#D4xdata.repeatabilities-2313"><span class="linenos">2313</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="s1">&#39;Computing reproducibilities for all sessions&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.repeatabilities-2314"><a href="#D4xdata.repeatabilities-2314"><span class="linenos">2314</span></a>
+</span><span id="D4xdata.repeatabilities-2315"><a href="#D4xdata.repeatabilities-2315"><span class="linenos">2315</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d13C_VPDB&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.repeatabilities-2316"><a href="#D4xdata.repeatabilities-2316"><span class="linenos">2316</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="s1">&#39;r_d18O_VSMOW&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.repeatabilities-2317"><a href="#D4xdata.repeatabilities-2317"><span class="linenos">2317</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">a&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;anchors&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.repeatabilities-2318"><a href="#D4xdata.repeatabilities-2318"><span class="linenos">2318</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">u&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.repeatabilities-2319"><a href="#D4xdata.repeatabilities-2319"><span class="linenos">2319</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_r</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -10492,23 +10548,23 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.consolidate"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate-2317"><a href="#D4xdata.consolidate-2317"><span class="linenos">2317</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata.consolidate-2318"><a href="#D4xdata.consolidate-2318"><span class="linenos">2318</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="D4xdata.consolidate-2319"><a href="#D4xdata.consolidate-2319"><span class="linenos">2319</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate-2320"><a href="#D4xdata.consolidate-2320"><span class="linenos">2320</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
-</span><span id="D4xdata.consolidate-2321"><a href="#D4xdata.consolidate-2321"><span class="linenos">2321</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.consolidate-2322"><a href="#D4xdata.consolidate-2322"><span class="linenos">2322</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2323"><a href="#D4xdata.consolidate-2323"><span class="linenos">2323</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2324"><a href="#D4xdata.consolidate-2324"><span class="linenos">2324</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2325"><a href="#D4xdata.consolidate-2325"><span class="linenos">2325</span></a>
-</span><span id="D4xdata.consolidate-2326"><a href="#D4xdata.consolidate-2326"><span class="linenos">2326</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate-2327"><a href="#D4xdata.consolidate-2327"><span class="linenos">2327</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2328"><a href="#D4xdata.consolidate-2328"><span class="linenos">2328</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2329"><a href="#D4xdata.consolidate-2329"><span class="linenos">2329</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2330"><a href="#D4xdata.consolidate-2330"><span class="linenos">2330</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
-</span><span id="D4xdata.consolidate-2331"><a href="#D4xdata.consolidate-2331"><span class="linenos">2331</span></a>
-</span><span id="D4xdata.consolidate-2332"><a href="#D4xdata.consolidate-2332"><span class="linenos">2332</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
-</span><span id="D4xdata.consolidate-2333"><a href="#D4xdata.consolidate-2333"><span class="linenos">2333</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.consolidate-2322"><a href="#D4xdata.consolidate-2322"><span class="linenos">2322</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata.consolidate-2323"><a href="#D4xdata.consolidate-2323"><span class="linenos">2323</span></a>	<span class="k">def</span> <span class="nf">consolidate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tables</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">plots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="D4xdata.consolidate-2324"><a href="#D4xdata.consolidate-2324"><span class="linenos">2324</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate-2325"><a href="#D4xdata.consolidate-2325"><span class="linenos">2325</span></a><span class="sd">		Collect information about samples, sessions and repeatabilities.</span>
+</span><span id="D4xdata.consolidate-2326"><a href="#D4xdata.consolidate-2326"><span class="linenos">2326</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.consolidate-2327"><a href="#D4xdata.consolidate-2327"><span class="linenos">2327</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_samples</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2328"><a href="#D4xdata.consolidate-2328"><span class="linenos">2328</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">consolidate_sessions</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2329"><a href="#D4xdata.consolidate-2329"><span class="linenos">2329</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">repeatabilities</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2330"><a href="#D4xdata.consolidate-2330"><span class="linenos">2330</span></a>
+</span><span id="D4xdata.consolidate-2331"><a href="#D4xdata.consolidate-2331"><span class="linenos">2331</span></a>		<span class="k">if</span> <span class="n">tables</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate-2332"><a href="#D4xdata.consolidate-2332"><span class="linenos">2332</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2333"><a href="#D4xdata.consolidate-2333"><span class="linenos">2333</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_sessions</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2334"><a href="#D4xdata.consolidate-2334"><span class="linenos">2334</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_analyses</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2335"><a href="#D4xdata.consolidate-2335"><span class="linenos">2335</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">table_of_samples</span><span class="p">()</span>
+</span><span id="D4xdata.consolidate-2336"><a href="#D4xdata.consolidate-2336"><span class="linenos">2336</span></a>
+</span><span id="D4xdata.consolidate-2337"><a href="#D4xdata.consolidate-2337"><span class="linenos">2337</span></a>		<span class="k">if</span> <span class="n">plots</span><span class="p">:</span>
+</span><span id="D4xdata.consolidate-2338"><a href="#D4xdata.consolidate-2338"><span class="linenos">2338</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">plot_sessions</span><span class="p">()</span>
 </span></pre></div>
 
 
@@ -10529,40 +10585,40 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.rmswd"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.rmswd-2336"><a href="#D4xdata.rmswd-2336"><span class="linenos">2336</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata.rmswd-2337"><a href="#D4xdata.rmswd-2337"><span class="linenos">2337</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata.rmswd-2338"><a href="#D4xdata.rmswd-2338"><span class="linenos">2338</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.rmswd-2339"><a href="#D4xdata.rmswd-2339"><span class="linenos">2339</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.rmswd-2340"><a href="#D4xdata.rmswd-2340"><span class="linenos">2340</span></a>		<span class="p">):</span>
-</span><span id="D4xdata.rmswd-2341"><a href="#D4xdata.rmswd-2341"><span class="linenos">2341</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.rmswd-2342"><a href="#D4xdata.rmswd-2342"><span class="linenos">2342</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
-</span><span id="D4xdata.rmswd-2343"><a href="#D4xdata.rmswd-2343"><span class="linenos">2343</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
-</span><span id="D4xdata.rmswd-2344"><a href="#D4xdata.rmswd-2344"><span class="linenos">2344</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
-</span><span id="D4xdata.rmswd-2345"><a href="#D4xdata.rmswd-2345"><span class="linenos">2345</span></a><span class="sd">		</span>
-</span><span id="D4xdata.rmswd-2346"><a href="#D4xdata.rmswd-2346"><span class="linenos">2346</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
-</span><span id="D4xdata.rmswd-2347"><a href="#D4xdata.rmswd-2347"><span class="linenos">2347</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.rmswd-2348"><a href="#D4xdata.rmswd-2348"><span class="linenos">2348</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.rmswd-2349"><a href="#D4xdata.rmswd-2349"><span class="linenos">2349</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata.rmswd-2350"><a href="#D4xdata.rmswd-2350"><span class="linenos">2350</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.rmswd-2351"><a href="#D4xdata.rmswd-2351"><span class="linenos">2351</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata.rmswd-2352"><a href="#D4xdata.rmswd-2352"><span class="linenos">2352</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.rmswd-2353"><a href="#D4xdata.rmswd-2353"><span class="linenos">2353</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata.rmswd-2354"><a href="#D4xdata.rmswd-2354"><span class="linenos">2354</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.rmswd-2355"><a href="#D4xdata.rmswd-2355"><span class="linenos">2355</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="D4xdata.rmswd-2356"><a href="#D4xdata.rmswd-2356"><span class="linenos">2356</span></a>
-</span><span id="D4xdata.rmswd-2357"><a href="#D4xdata.rmswd-2357"><span class="linenos">2357</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.rmswd-2358"><a href="#D4xdata.rmswd-2358"><span class="linenos">2358</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata.rmswd-2359"><a href="#D4xdata.rmswd-2359"><span class="linenos">2359</span></a>
-</span><span id="D4xdata.rmswd-2360"><a href="#D4xdata.rmswd-2360"><span class="linenos">2360</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="D4xdata.rmswd-2361"><a href="#D4xdata.rmswd-2361"><span class="linenos">2361</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="D4xdata.rmswd-2362"><a href="#D4xdata.rmswd-2362"><span class="linenos">2362</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="D4xdata.rmswd-2363"><a href="#D4xdata.rmswd-2363"><span class="linenos">2363</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="D4xdata.rmswd-2364"><a href="#D4xdata.rmswd-2364"><span class="linenos">2364</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="D4xdata.rmswd-2365"><a href="#D4xdata.rmswd-2365"><span class="linenos">2365</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata.rmswd-2366"><a href="#D4xdata.rmswd-2366"><span class="linenos">2366</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
-</span><span id="D4xdata.rmswd-2367"><a href="#D4xdata.rmswd-2367"><span class="linenos">2367</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata.rmswd-2368"><a href="#D4xdata.rmswd-2368"><span class="linenos">2368</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.rmswd-2369"><a href="#D4xdata.rmswd-2369"><span class="linenos">2369</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.rmswd-2341"><a href="#D4xdata.rmswd-2341"><span class="linenos">2341</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata.rmswd-2342"><a href="#D4xdata.rmswd-2342"><span class="linenos">2342</span></a>	<span class="k">def</span> <span class="nf">rmswd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata.rmswd-2343"><a href="#D4xdata.rmswd-2343"><span class="linenos">2343</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.rmswd-2344"><a href="#D4xdata.rmswd-2344"><span class="linenos">2344</span></a>		<span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.rmswd-2345"><a href="#D4xdata.rmswd-2345"><span class="linenos">2345</span></a>		<span class="p">):</span>
+</span><span id="D4xdata.rmswd-2346"><a href="#D4xdata.rmswd-2346"><span class="linenos">2346</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.rmswd-2347"><a href="#D4xdata.rmswd-2347"><span class="linenos">2347</span></a><span class="sd">		Compute the χ2, root mean squared weighted deviation</span>
+</span><span id="D4xdata.rmswd-2348"><a href="#D4xdata.rmswd-2348"><span class="linenos">2348</span></a><span class="sd">		(i.e. reduced χ2), and corresponding degrees of freedom of the</span>
+</span><span id="D4xdata.rmswd-2349"><a href="#D4xdata.rmswd-2349"><span class="linenos">2349</span></a><span class="sd">		Δ4x values for samples in `samples` and sessions in `sessions`.</span>
+</span><span id="D4xdata.rmswd-2350"><a href="#D4xdata.rmswd-2350"><span class="linenos">2350</span></a><span class="sd">		</span>
+</span><span id="D4xdata.rmswd-2351"><a href="#D4xdata.rmswd-2351"><span class="linenos">2351</span></a><span class="sd">		Only used in `D4xdata.standardize()` with `method=&#39;indep_sessions&#39;`.</span>
+</span><span id="D4xdata.rmswd-2352"><a href="#D4xdata.rmswd-2352"><span class="linenos">2352</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.rmswd-2353"><a href="#D4xdata.rmswd-2353"><span class="linenos">2353</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.rmswd-2354"><a href="#D4xdata.rmswd-2354"><span class="linenos">2354</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata.rmswd-2355"><a href="#D4xdata.rmswd-2355"><span class="linenos">2355</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.rmswd-2356"><a href="#D4xdata.rmswd-2356"><span class="linenos">2356</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata.rmswd-2357"><a href="#D4xdata.rmswd-2357"><span class="linenos">2357</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.rmswd-2358"><a href="#D4xdata.rmswd-2358"><span class="linenos">2358</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata.rmswd-2359"><a href="#D4xdata.rmswd-2359"><span class="linenos">2359</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.rmswd-2360"><a href="#D4xdata.rmswd-2360"><span class="linenos">2360</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="D4xdata.rmswd-2361"><a href="#D4xdata.rmswd-2361"><span class="linenos">2361</span></a>
+</span><span id="D4xdata.rmswd-2362"><a href="#D4xdata.rmswd-2362"><span class="linenos">2362</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.rmswd-2363"><a href="#D4xdata.rmswd-2363"><span class="linenos">2363</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata.rmswd-2364"><a href="#D4xdata.rmswd-2364"><span class="linenos">2364</span></a>
+</span><span id="D4xdata.rmswd-2365"><a href="#D4xdata.rmswd-2365"><span class="linenos">2365</span></a>		<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="D4xdata.rmswd-2366"><a href="#D4xdata.rmswd-2366"><span class="linenos">2366</span></a>		<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="D4xdata.rmswd-2367"><a href="#D4xdata.rmswd-2367"><span class="linenos">2367</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="D4xdata.rmswd-2368"><a href="#D4xdata.rmswd-2368"><span class="linenos">2368</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="D4xdata.rmswd-2369"><a href="#D4xdata.rmswd-2369"><span class="linenos">2369</span></a>				<span class="n">X</span><span class="p">,</span> <span class="n">sX</span> <span class="o">=</span> <span class="n">w_avg</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">],</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="D4xdata.rmswd-2370"><a href="#D4xdata.rmswd-2370"><span class="linenos">2370</span></a>				<span class="n">Nf</span> <span class="o">+=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata.rmswd-2371"><a href="#D4xdata.rmswd-2371"><span class="linenos">2371</span></a>				<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">((</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">X</span><span class="p">)</span><span class="o">/</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;wD</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span>
+</span><span id="D4xdata.rmswd-2372"><a href="#D4xdata.rmswd-2372"><span class="linenos">2372</span></a>		<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata.rmswd-2373"><a href="#D4xdata.rmswd-2373"><span class="linenos">2373</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMSWD of r[&quot;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="n">r</span><span class="si">:</span><span class="s1">.6f</span><span class="si">}</span><span class="s1"> for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.rmswd-2374"><a href="#D4xdata.rmswd-2374"><span class="linenos">2374</span></a>		<span class="k">return</span> <span class="p">{</span><span class="s1">&#39;rmswd&#39;</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="s1">&#39;chisq&#39;</span><span class="p">:</span> <span class="n">chisq</span><span class="p">,</span> <span class="s1">&#39;Nf&#39;</span><span class="p">:</span> <span class="n">Nf</span><span class="p">}</span>
 </span></pre></div>
 
 
@@ -10587,75 +10643,75 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.compute_r"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.compute_r-2372"><a href="#D4xdata.compute_r-2372"><span class="linenos">2372</span></a>	<span class="nd">@make_verbal</span>
-</span><span id="D4xdata.compute_r-2373"><a href="#D4xdata.compute_r-2373"><span class="linenos">2373</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
-</span><span id="D4xdata.compute_r-2374"><a href="#D4xdata.compute_r-2374"><span class="linenos">2374</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.compute_r-2375"><a href="#D4xdata.compute_r-2375"><span class="linenos">2375</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
-</span><span id="D4xdata.compute_r-2376"><a href="#D4xdata.compute_r-2376"><span class="linenos">2376</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.compute_r-2377"><a href="#D4xdata.compute_r-2377"><span class="linenos">2377</span></a>
-</span><span id="D4xdata.compute_r-2378"><a href="#D4xdata.compute_r-2378"><span class="linenos">2378</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2379"><a href="#D4xdata.compute_r-2379"><span class="linenos">2379</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2380"><a href="#D4xdata.compute_r-2380"><span class="linenos">2380</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2381"><a href="#D4xdata.compute_r-2381"><span class="linenos">2381</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2382"><a href="#D4xdata.compute_r-2382"><span class="linenos">2382</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2383"><a href="#D4xdata.compute_r-2383"><span class="linenos">2383</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2384"><a href="#D4xdata.compute_r-2384"><span class="linenos">2384</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2385"><a href="#D4xdata.compute_r-2385"><span class="linenos">2385</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
-</span><span id="D4xdata.compute_r-2386"><a href="#D4xdata.compute_r-2386"><span class="linenos">2386</span></a>
-</span><span id="D4xdata.compute_r-2387"><a href="#D4xdata.compute_r-2387"><span class="linenos">2387</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2388"><a href="#D4xdata.compute_r-2388"><span class="linenos">2388</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2389"><a href="#D4xdata.compute_r-2389"><span class="linenos">2389</span></a>
-</span><span id="D4xdata.compute_r-2390"><a href="#D4xdata.compute_r-2390"><span class="linenos">2390</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
-</span><span id="D4xdata.compute_r-2391"><a href="#D4xdata.compute_r-2391"><span class="linenos">2391</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
-</span><span id="D4xdata.compute_r-2392"><a href="#D4xdata.compute_r-2392"><span class="linenos">2392</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2393"><a href="#D4xdata.compute_r-2393"><span class="linenos">2393</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
-</span><span id="D4xdata.compute_r-2394"><a href="#D4xdata.compute_r-2394"><span class="linenos">2394</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
-</span><span id="D4xdata.compute_r-2395"><a href="#D4xdata.compute_r-2395"><span class="linenos">2395</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
-</span><span id="D4xdata.compute_r-2396"><a href="#D4xdata.compute_r-2396"><span class="linenos">2396</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
-</span><span id="D4xdata.compute_r-2397"><a href="#D4xdata.compute_r-2397"><span class="linenos">2397</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
-</span><span id="D4xdata.compute_r-2398"><a href="#D4xdata.compute_r-2398"><span class="linenos">2398</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.compute_r-2399"><a href="#D4xdata.compute_r-2399"><span class="linenos">2399</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
-</span><span id="D4xdata.compute_r-2400"><a href="#D4xdata.compute_r-2400"><span class="linenos">2400</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
-</span><span id="D4xdata.compute_r-2401"><a href="#D4xdata.compute_r-2401"><span class="linenos">2401</span></a>					<span class="k">if</span> <span class="p">(</span>
-</span><span id="D4xdata.compute_r-2402"><a href="#D4xdata.compute_r-2402"><span class="linenos">2402</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
-</span><span id="D4xdata.compute_r-2403"><a href="#D4xdata.compute_r-2403"><span class="linenos">2403</span></a>						<span class="ow">and</span> <span class="p">(</span>
-</span><span id="D4xdata.compute_r-2404"><a href="#D4xdata.compute_r-2404"><span class="linenos">2404</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="D4xdata.compute_r-2405"><a href="#D4xdata.compute_r-2405"><span class="linenos">2405</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
-</span><span id="D4xdata.compute_r-2406"><a href="#D4xdata.compute_r-2406"><span class="linenos">2406</span></a>							<span class="p">)</span>
-</span><span id="D4xdata.compute_r-2407"><a href="#D4xdata.compute_r-2407"><span class="linenos">2407</span></a>						<span class="p">)</span>
-</span><span id="D4xdata.compute_r-2408"><a href="#D4xdata.compute_r-2408"><span class="linenos">2408</span></a>					<span class="p">])</span>
-</span><span id="D4xdata.compute_r-2409"><a href="#D4xdata.compute_r-2409"><span class="linenos">2409</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
-</span><span id="D4xdata.compute_r-2410"><a href="#D4xdata.compute_r-2410"><span class="linenos">2410</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
-</span><span id="D4xdata.compute_r-2411"><a href="#D4xdata.compute_r-2411"><span class="linenos">2411</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.compute_r-2412"><a href="#D4xdata.compute_r-2412"><span class="linenos">2412</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
-</span><span id="D4xdata.compute_r-2413"><a href="#D4xdata.compute_r-2413"><span class="linenos">2413</span></a>					<span class="p">})</span>
-</span><span id="D4xdata.compute_r-2414"><a href="#D4xdata.compute_r-2414"><span class="linenos">2414</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
-</span><span id="D4xdata.compute_r-2415"><a href="#D4xdata.compute_r-2415"><span class="linenos">2415</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
-</span><span id="D4xdata.compute_r-2416"><a href="#D4xdata.compute_r-2416"><span class="linenos">2416</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
-</span><span id="D4xdata.compute_r-2417"><a href="#D4xdata.compute_r-2417"><span class="linenos">2417</span></a>
-</span><span id="D4xdata.compute_r-2418"><a href="#D4xdata.compute_r-2418"><span class="linenos">2418</span></a><span class="c1"># 			for sample in mysamples :</span>
-</span><span id="D4xdata.compute_r-2419"><a href="#D4xdata.compute_r-2419"><span class="linenos">2419</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
-</span><span id="D4xdata.compute_r-2420"><a href="#D4xdata.compute_r-2420"><span class="linenos">2420</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
-</span><span id="D4xdata.compute_r-2421"><a href="#D4xdata.compute_r-2421"><span class="linenos">2421</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
-</span><span id="D4xdata.compute_r-2422"><a href="#D4xdata.compute_r-2422"><span class="linenos">2422</span></a><span class="c1"># 					if sample in self.unknowns:</span>
-</span><span id="D4xdata.compute_r-2423"><a href="#D4xdata.compute_r-2423"><span class="linenos">2423</span></a><span class="c1"># 						Nf += len(X) - 1</span>
-</span><span id="D4xdata.compute_r-2424"><a href="#D4xdata.compute_r-2424"><span class="linenos">2424</span></a><span class="c1"># 					else:</span>
-</span><span id="D4xdata.compute_r-2425"><a href="#D4xdata.compute_r-2425"><span class="linenos">2425</span></a><span class="c1"># 						Nf += len(X)</span>
-</span><span id="D4xdata.compute_r-2426"><a href="#D4xdata.compute_r-2426"><span class="linenos">2426</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
-</span><span id="D4xdata.compute_r-2427"><a href="#D4xdata.compute_r-2427"><span class="linenos">2427</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
-</span><span id="D4xdata.compute_r-2428"><a href="#D4xdata.compute_r-2428"><span class="linenos">2428</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata.compute_r-2429"><a href="#D4xdata.compute_r-2429"><span class="linenos">2429</span></a>
-</span><span id="D4xdata.compute_r-2430"><a href="#D4xdata.compute_r-2430"><span class="linenos">2430</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
-</span><span id="D4xdata.compute_r-2431"><a href="#D4xdata.compute_r-2431"><span class="linenos">2431</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
-</span><span id="D4xdata.compute_r-2432"><a href="#D4xdata.compute_r-2432"><span class="linenos">2432</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
-</span><span id="D4xdata.compute_r-2433"><a href="#D4xdata.compute_r-2433"><span class="linenos">2433</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
-</span><span id="D4xdata.compute_r-2434"><a href="#D4xdata.compute_r-2434"><span class="linenos">2434</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
-</span><span id="D4xdata.compute_r-2435"><a href="#D4xdata.compute_r-2435"><span class="linenos">2435</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
-</span><span id="D4xdata.compute_r-2436"><a href="#D4xdata.compute_r-2436"><span class="linenos">2436</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
-</span><span id="D4xdata.compute_r-2437"><a href="#D4xdata.compute_r-2437"><span class="linenos">2437</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-</span><span id="D4xdata.compute_r-2438"><a href="#D4xdata.compute_r-2438"><span class="linenos">2438</span></a>
-</span><span id="D4xdata.compute_r-2439"><a href="#D4xdata.compute_r-2439"><span class="linenos">2439</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.compute_r-2440"><a href="#D4xdata.compute_r-2440"><span class="linenos">2440</span></a>		<span class="k">return</span> <span class="n">r</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.compute_r-2377"><a href="#D4xdata.compute_r-2377"><span class="linenos">2377</span></a>	<span class="nd">@make_verbal</span>
+</span><span id="D4xdata.compute_r-2378"><a href="#D4xdata.compute_r-2378"><span class="linenos">2378</span></a>	<span class="k">def</span> <span class="nf">compute_r</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">samples</span> <span class="o">=</span> <span class="s1">&#39;all samples&#39;</span><span class="p">,</span> <span class="n">sessions</span> <span class="o">=</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">):</span>
+</span><span id="D4xdata.compute_r-2379"><a href="#D4xdata.compute_r-2379"><span class="linenos">2379</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.compute_r-2380"><a href="#D4xdata.compute_r-2380"><span class="linenos">2380</span></a><span class="sd">		Compute the repeatability of `[r[key] for r in self]`</span>
+</span><span id="D4xdata.compute_r-2381"><a href="#D4xdata.compute_r-2381"><span class="linenos">2381</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.compute_r-2382"><a href="#D4xdata.compute_r-2382"><span class="linenos">2382</span></a>
+</span><span id="D4xdata.compute_r-2383"><a href="#D4xdata.compute_r-2383"><span class="linenos">2383</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;all samples&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2384"><a href="#D4xdata.compute_r-2384"><span class="linenos">2384</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2385"><a href="#D4xdata.compute_r-2385"><span class="linenos">2385</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;anchors&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2386"><a href="#D4xdata.compute_r-2386"><span class="linenos">2386</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2387"><a href="#D4xdata.compute_r-2387"><span class="linenos">2387</span></a>		<span class="k">elif</span> <span class="n">samples</span> <span class="o">==</span> <span class="s1">&#39;unknowns&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2388"><a href="#D4xdata.compute_r-2388"><span class="linenos">2388</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2389"><a href="#D4xdata.compute_r-2389"><span class="linenos">2389</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2390"><a href="#D4xdata.compute_r-2390"><span class="linenos">2390</span></a>			<span class="n">mysamples</span> <span class="o">=</span> <span class="n">samples</span>
+</span><span id="D4xdata.compute_r-2391"><a href="#D4xdata.compute_r-2391"><span class="linenos">2391</span></a>
+</span><span id="D4xdata.compute_r-2392"><a href="#D4xdata.compute_r-2392"><span class="linenos">2392</span></a>		<span class="k">if</span> <span class="n">sessions</span> <span class="o">==</span> <span class="s1">&#39;all sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2393"><a href="#D4xdata.compute_r-2393"><span class="linenos">2393</span></a>			<span class="n">sessions</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2394"><a href="#D4xdata.compute_r-2394"><span class="linenos">2394</span></a>
+</span><span id="D4xdata.compute_r-2395"><a href="#D4xdata.compute_r-2395"><span class="linenos">2395</span></a>		<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;D47&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">]:</span>
+</span><span id="D4xdata.compute_r-2396"><a href="#D4xdata.compute_r-2396"><span class="linenos">2396</span></a>			<span class="c1"># Full disclosure: the definition of Nf is tricky/debatable</span>
+</span><span id="D4xdata.compute_r-2397"><a href="#D4xdata.compute_r-2397"><span class="linenos">2397</span></a>			<span class="n">G</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2398"><a href="#D4xdata.compute_r-2398"><span class="linenos">2398</span></a>			<span class="n">chisq</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">G</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</span><span id="D4xdata.compute_r-2399"><a href="#D4xdata.compute_r-2399"><span class="linenos">2399</span></a>			<span class="n">Nf</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
+</span><span id="D4xdata.compute_r-2400"><a href="#D4xdata.compute_r-2400"><span class="linenos">2400</span></a><span class="c1"># 			print(f&#39;len(G) = {Nf}&#39;)</span>
+</span><span id="D4xdata.compute_r-2401"><a href="#D4xdata.compute_r-2401"><span class="linenos">2401</span></a>			<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">len</span><span class="p">([</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">])</span>
+</span><span id="D4xdata.compute_r-2402"><a href="#D4xdata.compute_r-2402"><span class="linenos">2402</span></a><span class="c1"># 			print(f&#39;{len([s for s in mysamples if s in self.unknowns])} unknown samples to consider&#39;)</span>
+</span><span id="D4xdata.compute_r-2403"><a href="#D4xdata.compute_r-2403"><span class="linenos">2403</span></a>			<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.compute_r-2404"><a href="#D4xdata.compute_r-2404"><span class="linenos">2404</span></a>				<span class="n">Np</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span>
+</span><span id="D4xdata.compute_r-2405"><a href="#D4xdata.compute_r-2405"><span class="linenos">2405</span></a>					<span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span>
+</span><span id="D4xdata.compute_r-2406"><a href="#D4xdata.compute_r-2406"><span class="linenos">2406</span></a>					<span class="k">if</span> <span class="p">(</span>
+</span><span id="D4xdata.compute_r-2407"><a href="#D4xdata.compute_r-2407"><span class="linenos">2407</span></a>						<span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">_</span><span class="p">]</span><span class="o">.</span><span class="n">expr</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+</span><span id="D4xdata.compute_r-2408"><a href="#D4xdata.compute_r-2408"><span class="linenos">2408</span></a>						<span class="ow">and</span> <span class="p">(</span>
+</span><span id="D4xdata.compute_r-2409"><a href="#D4xdata.compute_r-2409"><span class="linenos">2409</span></a>							<span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="D4xdata.compute_r-2410"><a href="#D4xdata.compute_r-2410"><span class="linenos">2410</span></a>							<span class="ow">or</span> <span class="p">(</span><span class="n">_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="s1">&#39;abc&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2_&#39;</span> <span class="ow">and</span> <span class="n">_</span><span class="p">[</span><span class="mi">3</span><span class="p">:]</span> <span class="o">==</span> <span class="n">pf</span><span class="p">(</span><span class="n">session</span><span class="p">))</span>
+</span><span id="D4xdata.compute_r-2411"><a href="#D4xdata.compute_r-2411"><span class="linenos">2411</span></a>							<span class="p">)</span>
+</span><span id="D4xdata.compute_r-2412"><a href="#D4xdata.compute_r-2412"><span class="linenos">2412</span></a>						<span class="p">)</span>
+</span><span id="D4xdata.compute_r-2413"><a href="#D4xdata.compute_r-2413"><span class="linenos">2413</span></a>					<span class="p">])</span>
+</span><span id="D4xdata.compute_r-2414"><a href="#D4xdata.compute_r-2414"><span class="linenos">2414</span></a><span class="c1"># 				print(f&#39;session {session}: {Np} parameters to consider&#39;)</span>
+</span><span id="D4xdata.compute_r-2415"><a href="#D4xdata.compute_r-2415"><span class="linenos">2415</span></a>				<span class="n">Na</span> <span class="o">=</span> <span class="nb">len</span><span class="p">({</span>
+</span><span id="D4xdata.compute_r-2416"><a href="#D4xdata.compute_r-2416"><span class="linenos">2416</span></a>					<span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.compute_r-2417"><a href="#D4xdata.compute_r-2417"><span class="linenos">2417</span></a>					<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">mysamples</span>
+</span><span id="D4xdata.compute_r-2418"><a href="#D4xdata.compute_r-2418"><span class="linenos">2418</span></a>					<span class="p">})</span>
+</span><span id="D4xdata.compute_r-2419"><a href="#D4xdata.compute_r-2419"><span class="linenos">2419</span></a><span class="c1"># 				print(f&#39;session {session}: {Na} different anchors in that session&#39;)</span>
+</span><span id="D4xdata.compute_r-2420"><a href="#D4xdata.compute_r-2420"><span class="linenos">2420</span></a>				<span class="n">Nf</span> <span class="o">-=</span> <span class="nb">min</span><span class="p">(</span><span class="n">Np</span><span class="p">,</span> <span class="n">Na</span><span class="p">)</span>
+</span><span id="D4xdata.compute_r-2421"><a href="#D4xdata.compute_r-2421"><span class="linenos">2421</span></a><span class="c1"># 			print(f&#39;Nf = {Nf}&#39;)</span>
+</span><span id="D4xdata.compute_r-2422"><a href="#D4xdata.compute_r-2422"><span class="linenos">2422</span></a>
+</span><span id="D4xdata.compute_r-2423"><a href="#D4xdata.compute_r-2423"><span class="linenos">2423</span></a><span class="c1"># 			for sample in mysamples :</span>
+</span><span id="D4xdata.compute_r-2424"><a href="#D4xdata.compute_r-2424"><span class="linenos">2424</span></a><span class="c1"># 				X = [ r[key] for r in self if r[&#39;Sample&#39;] == sample and r[&#39;Session&#39;] in sessions ]</span>
+</span><span id="D4xdata.compute_r-2425"><a href="#D4xdata.compute_r-2425"><span class="linenos">2425</span></a><span class="c1"># 				if len(X) &gt; 1 :</span>
+</span><span id="D4xdata.compute_r-2426"><a href="#D4xdata.compute_r-2426"><span class="linenos">2426</span></a><span class="c1"># 					chisq += np.sum([ (x-self.samples[sample][key])**2 for x in X ])</span>
+</span><span id="D4xdata.compute_r-2427"><a href="#D4xdata.compute_r-2427"><span class="linenos">2427</span></a><span class="c1"># 					if sample in self.unknowns:</span>
+</span><span id="D4xdata.compute_r-2428"><a href="#D4xdata.compute_r-2428"><span class="linenos">2428</span></a><span class="c1"># 						Nf += len(X) - 1</span>
+</span><span id="D4xdata.compute_r-2429"><a href="#D4xdata.compute_r-2429"><span class="linenos">2429</span></a><span class="c1"># 					else:</span>
+</span><span id="D4xdata.compute_r-2430"><a href="#D4xdata.compute_r-2430"><span class="linenos">2430</span></a><span class="c1"># 						Nf += len(X)</span>
+</span><span id="D4xdata.compute_r-2431"><a href="#D4xdata.compute_r-2431"><span class="linenos">2431</span></a><span class="c1"># 			if samples in [&#39;anchors&#39;, &#39;all samples&#39;]:</span>
+</span><span id="D4xdata.compute_r-2432"><a href="#D4xdata.compute_r-2432"><span class="linenos">2432</span></a><span class="c1"># 				Nf -= sum([self.sessions[s][&#39;Np&#39;] for s in sessions])</span>
+</span><span id="D4xdata.compute_r-2433"><a href="#D4xdata.compute_r-2433"><span class="linenos">2433</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata.compute_r-2434"><a href="#D4xdata.compute_r-2434"><span class="linenos">2434</span></a>
+</span><span id="D4xdata.compute_r-2435"><a href="#D4xdata.compute_r-2435"><span class="linenos">2435</span></a>		<span class="k">else</span><span class="p">:</span> <span class="c1"># if key not in [&#39;D47&#39;, &#39;D48&#39;]</span>
+</span><span id="D4xdata.compute_r-2436"><a href="#D4xdata.compute_r-2436"><span class="linenos">2436</span></a>			<span class="n">chisq</span><span class="p">,</span> <span class="n">Nf</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span>
+</span><span id="D4xdata.compute_r-2437"><a href="#D4xdata.compute_r-2437"><span class="linenos">2437</span></a>			<span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">mysamples</span> <span class="p">:</span>
+</span><span id="D4xdata.compute_r-2438"><a href="#D4xdata.compute_r-2438"><span class="linenos">2438</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span> <span class="n">r</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">sessions</span> <span class="p">]</span>
+</span><span id="D4xdata.compute_r-2439"><a href="#D4xdata.compute_r-2439"><span class="linenos">2439</span></a>				<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="p">:</span>
+</span><span id="D4xdata.compute_r-2440"><a href="#D4xdata.compute_r-2440"><span class="linenos">2440</span></a>					<span class="n">Nf</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span>
+</span><span id="D4xdata.compute_r-2441"><a href="#D4xdata.compute_r-2441"><span class="linenos">2441</span></a>					<span class="n">chisq</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">([</span> <span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">X</span><span class="p">))</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span> <span class="p">])</span>
+</span><span id="D4xdata.compute_r-2442"><a href="#D4xdata.compute_r-2442"><span class="linenos">2442</span></a>			<span class="n">r</span> <span class="o">=</span> <span class="p">(</span><span class="n">chisq</span> <span class="o">/</span> <span class="n">Nf</span><span class="p">)</span><span class="o">**</span><span class="mf">.5</span> <span class="k">if</span> <span class="n">Nf</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="D4xdata.compute_r-2443"><a href="#D4xdata.compute_r-2443"><span class="linenos">2443</span></a>
+</span><span id="D4xdata.compute_r-2444"><a href="#D4xdata.compute_r-2444"><span class="linenos">2444</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">msg</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Repeatability of r[&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s1">&quot;] is </span><span class="si">{</span><span class="mi">1000</span><span class="o">*</span><span class="n">r</span><span class="si">:</span><span class="s1">.1f</span><span class="si">}</span><span class="s1"> ppm for </span><span class="si">{</span><span class="n">samples</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.compute_r-2445"><a href="#D4xdata.compute_r-2445"><span class="linenos">2445</span></a>		<span class="k">return</span> <span class="n">r</span>
 </span></pre></div>
 
 
@@ -10675,46 +10731,46 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.sample_average"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_average-2442"><a href="#D4xdata.sample_average-2442"><span class="linenos">2442</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
-</span><span id="D4xdata.sample_average-2443"><a href="#D4xdata.sample_average-2443"><span class="linenos">2443</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_average-2444"><a href="#D4xdata.sample_average-2444"><span class="linenos">2444</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
-</span><span id="D4xdata.sample_average-2445"><a href="#D4xdata.sample_average-2445"><span class="linenos">2445</span></a>
-</span><span id="D4xdata.sample_average-2446"><a href="#D4xdata.sample_average-2446"><span class="linenos">2446</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
-</span><span id="D4xdata.sample_average-2447"><a href="#D4xdata.sample_average-2447"><span class="linenos">2447</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
-</span><span id="D4xdata.sample_average-2448"><a href="#D4xdata.sample_average-2448"><span class="linenos">2448</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
-</span><span id="D4xdata.sample_average-2449"><a href="#D4xdata.sample_average-2449"><span class="linenos">2449</span></a>
-</span><span id="D4xdata.sample_average-2450"><a href="#D4xdata.sample_average-2450"><span class="linenos">2450</span></a><span class="sd">		**Examples**</span>
-</span><span id="D4xdata.sample_average-2451"><a href="#D4xdata.sample_average-2451"><span class="linenos">2451</span></a>
-</span><span id="D4xdata.sample_average-2452"><a href="#D4xdata.sample_average-2452"><span class="linenos">2452</span></a><span class="sd">		```python</span>
-</span><span id="D4xdata.sample_average-2453"><a href="#D4xdata.sample_average-2453"><span class="linenos">2453</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
-</span><span id="D4xdata.sample_average-2454"><a href="#D4xdata.sample_average-2454"><span class="linenos">2454</span></a><span class="sd">		```</span>
-</span><span id="D4xdata.sample_average-2455"><a href="#D4xdata.sample_average-2455"><span class="linenos">2455</span></a>
-</span><span id="D4xdata.sample_average-2456"><a href="#D4xdata.sample_average-2456"><span class="linenos">2456</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
-</span><span id="D4xdata.sample_average-2457"><a href="#D4xdata.sample_average-2457"><span class="linenos">2457</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
-</span><span id="D4xdata.sample_average-2458"><a href="#D4xdata.sample_average-2458"><span class="linenos">2458</span></a><span class="sd">		values of samples X and Y, respectively.</span>
-</span><span id="D4xdata.sample_average-2459"><a href="#D4xdata.sample_average-2459"><span class="linenos">2459</span></a>
-</span><span id="D4xdata.sample_average-2460"><a href="#D4xdata.sample_average-2460"><span class="linenos">2460</span></a><span class="sd">		```python</span>
-</span><span id="D4xdata.sample_average-2461"><a href="#D4xdata.sample_average-2461"><span class="linenos">2461</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
-</span><span id="D4xdata.sample_average-2462"><a href="#D4xdata.sample_average-2462"><span class="linenos">2462</span></a><span class="sd">		```</span>
-</span><span id="D4xdata.sample_average-2463"><a href="#D4xdata.sample_average-2463"><span class="linenos">2463</span></a>
-</span><span id="D4xdata.sample_average-2464"><a href="#D4xdata.sample_average-2464"><span class="linenos">2464</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
-</span><span id="D4xdata.sample_average-2465"><a href="#D4xdata.sample_average-2465"><span class="linenos">2465</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_average-2466"><a href="#D4xdata.sample_average-2466"><span class="linenos">2466</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.sample_average-2467"><a href="#D4xdata.sample_average-2467"><span class="linenos">2467</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_average-2447"><a href="#D4xdata.sample_average-2447"><span class="linenos">2447</span></a>	<span class="k">def</span> <span class="nf">sample_average</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">samples</span><span class="p">,</span> <span class="n">weights</span> <span class="o">=</span> <span class="s1">&#39;equal&#39;</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
+</span><span id="D4xdata.sample_average-2448"><a href="#D4xdata.sample_average-2448"><span class="linenos">2448</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_average-2449"><a href="#D4xdata.sample_average-2449"><span class="linenos">2449</span></a><span class="sd">		Weighted average Δ4x value of a group of samples, accounting for covariance.</span>
+</span><span id="D4xdata.sample_average-2450"><a href="#D4xdata.sample_average-2450"><span class="linenos">2450</span></a>
+</span><span id="D4xdata.sample_average-2451"><a href="#D4xdata.sample_average-2451"><span class="linenos">2451</span></a><span class="sd">		Returns the weighed average Δ4x value and associated SE</span>
+</span><span id="D4xdata.sample_average-2452"><a href="#D4xdata.sample_average-2452"><span class="linenos">2452</span></a><span class="sd">		of a group of samples. Weights are equal by default. If `normalize` is</span>
+</span><span id="D4xdata.sample_average-2453"><a href="#D4xdata.sample_average-2453"><span class="linenos">2453</span></a><span class="sd">		true, `weights` will be rescaled so that their sum equals 1.</span>
+</span><span id="D4xdata.sample_average-2454"><a href="#D4xdata.sample_average-2454"><span class="linenos">2454</span></a>
+</span><span id="D4xdata.sample_average-2455"><a href="#D4xdata.sample_average-2455"><span class="linenos">2455</span></a><span class="sd">		**Examples**</span>
+</span><span id="D4xdata.sample_average-2456"><a href="#D4xdata.sample_average-2456"><span class="linenos">2456</span></a>
+</span><span id="D4xdata.sample_average-2457"><a href="#D4xdata.sample_average-2457"><span class="linenos">2457</span></a><span class="sd">		```python</span>
+</span><span id="D4xdata.sample_average-2458"><a href="#D4xdata.sample_average-2458"><span class="linenos">2458</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, 2])</span>
+</span><span id="D4xdata.sample_average-2459"><a href="#D4xdata.sample_average-2459"><span class="linenos">2459</span></a><span class="sd">		```</span>
+</span><span id="D4xdata.sample_average-2460"><a href="#D4xdata.sample_average-2460"><span class="linenos">2460</span></a>
+</span><span id="D4xdata.sample_average-2461"><a href="#D4xdata.sample_average-2461"><span class="linenos">2461</span></a><span class="sd">		returns the value and SE of [Δ4x(X) + 2 Δ4x(Y)]/3,</span>
+</span><span id="D4xdata.sample_average-2462"><a href="#D4xdata.sample_average-2462"><span class="linenos">2462</span></a><span class="sd">		where Δ4x(X) and Δ4x(Y) are the average Δ4x</span>
+</span><span id="D4xdata.sample_average-2463"><a href="#D4xdata.sample_average-2463"><span class="linenos">2463</span></a><span class="sd">		values of samples X and Y, respectively.</span>
+</span><span id="D4xdata.sample_average-2464"><a href="#D4xdata.sample_average-2464"><span class="linenos">2464</span></a>
+</span><span id="D4xdata.sample_average-2465"><a href="#D4xdata.sample_average-2465"><span class="linenos">2465</span></a><span class="sd">		```python</span>
+</span><span id="D4xdata.sample_average-2466"><a href="#D4xdata.sample_average-2466"><span class="linenos">2466</span></a><span class="sd">		self.sample_average([&#39;X&#39;,&#39;Y&#39;], [1, -1], normalize = False)</span>
+</span><span id="D4xdata.sample_average-2467"><a href="#D4xdata.sample_average-2467"><span class="linenos">2467</span></a><span class="sd">		```</span>
 </span><span id="D4xdata.sample_average-2468"><a href="#D4xdata.sample_average-2468"><span class="linenos">2468</span></a>
-</span><span id="D4xdata.sample_average-2469"><a href="#D4xdata.sample_average-2469"><span class="linenos">2469</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
-</span><span id="D4xdata.sample_average-2470"><a href="#D4xdata.sample_average-2470"><span class="linenos">2470</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
-</span><span id="D4xdata.sample_average-2471"><a href="#D4xdata.sample_average-2471"><span class="linenos">2471</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
-</span><span id="D4xdata.sample_average-2472"><a href="#D4xdata.sample_average-2472"><span class="linenos">2472</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="D4xdata.sample_average-2469"><a href="#D4xdata.sample_average-2469"><span class="linenos">2469</span></a><span class="sd">		returns the value and SE of the difference Δ4x(X) - Δ4x(Y).</span>
+</span><span id="D4xdata.sample_average-2470"><a href="#D4xdata.sample_average-2470"><span class="linenos">2470</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_average-2471"><a href="#D4xdata.sample_average-2471"><span class="linenos">2471</span></a>		<span class="k">if</span> <span class="n">weights</span> <span class="o">==</span> <span class="s1">&#39;equal&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.sample_average-2472"><a href="#D4xdata.sample_average-2472"><span class="linenos">2472</span></a>			<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
 </span><span id="D4xdata.sample_average-2473"><a href="#D4xdata.sample_average-2473"><span class="linenos">2473</span></a>
-</span><span id="D4xdata.sample_average-2474"><a href="#D4xdata.sample_average-2474"><span class="linenos">2474</span></a>		<span class="k">try</span><span class="p">:</span>
-</span><span id="D4xdata.sample_average-2475"><a href="#D4xdata.sample_average-2475"><span class="linenos">2475</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
-</span><span id="D4xdata.sample_average-2476"><a href="#D4xdata.sample_average-2476"><span class="linenos">2476</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
-</span><span id="D4xdata.sample_average-2477"><a href="#D4xdata.sample_average-2477"><span class="linenos">2477</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
-</span><span id="D4xdata.sample_average-2478"><a href="#D4xdata.sample_average-2478"><span class="linenos">2478</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata.sample_average-2479"><a href="#D4xdata.sample_average-2479"><span class="linenos">2479</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
-</span><span id="D4xdata.sample_average-2480"><a href="#D4xdata.sample_average-2480"><span class="linenos">2480</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-</span><span id="D4xdata.sample_average-2481"><a href="#D4xdata.sample_average-2481"><span class="linenos">2481</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
+</span><span id="D4xdata.sample_average-2474"><a href="#D4xdata.sample_average-2474"><span class="linenos">2474</span></a>		<span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
+</span><span id="D4xdata.sample_average-2475"><a href="#D4xdata.sample_average-2475"><span class="linenos">2475</span></a>			<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">weights</span><span class="p">)</span>
+</span><span id="D4xdata.sample_average-2476"><a href="#D4xdata.sample_average-2476"><span class="linenos">2476</span></a>			<span class="k">if</span> <span class="n">s</span><span class="p">:</span>
+</span><span id="D4xdata.sample_average-2477"><a href="#D4xdata.sample_average-2477"><span class="linenos">2477</span></a>				<span class="n">weights</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span><span class="o">/</span><span class="n">s</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">weights</span><span class="p">]</span>
+</span><span id="D4xdata.sample_average-2478"><a href="#D4xdata.sample_average-2478"><span class="linenos">2478</span></a>
+</span><span id="D4xdata.sample_average-2479"><a href="#D4xdata.sample_average-2479"><span class="linenos">2479</span></a>		<span class="k">try</span><span class="p">:</span>
+</span><span id="D4xdata.sample_average-2480"><a href="#D4xdata.sample_average-2480"><span class="linenos">2480</span></a><span class="c1"># 			indices = [self.standardization.var_names.index(f&#39;D47_{pf(sample)}&#39;) for sample in samples]</span>
+</span><span id="D4xdata.sample_average-2481"><a href="#D4xdata.sample_average-2481"><span class="linenos">2481</span></a><span class="c1"># 			C = self.standardization.covar[indices,:][:,indices]</span>
+</span><span id="D4xdata.sample_average-2482"><a href="#D4xdata.sample_average-2482"><span class="linenos">2482</span></a>			<span class="n">C</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">])</span>
+</span><span id="D4xdata.sample_average-2483"><a href="#D4xdata.sample_average-2483"><span class="linenos">2483</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata.sample_average-2484"><a href="#D4xdata.sample_average-2484"><span class="linenos">2484</span></a>			<span class="k">return</span> <span class="n">correlated_sum</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">C</span><span class="p">,</span> <span class="n">weights</span><span class="p">)</span>
+</span><span id="D4xdata.sample_average-2485"><a href="#D4xdata.sample_average-2485"><span class="linenos">2485</span></a>		<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+</span><span id="D4xdata.sample_average-2486"><a href="#D4xdata.sample_average-2486"><span class="linenos">2486</span></a>			<span class="k">return</span> <span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -10756,44 +10812,44 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.sample_D4x_covar"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_D4x_covar-2484"><a href="#D4xdata.sample_D4x_covar-2484"><span class="linenos">2484</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="D4xdata.sample_D4x_covar-2485"><a href="#D4xdata.sample_D4x_covar-2485"><span class="linenos">2485</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_D4x_covar-2486"><a href="#D4xdata.sample_D4x_covar-2486"><span class="linenos">2486</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
-</span><span id="D4xdata.sample_D4x_covar-2487"><a href="#D4xdata.sample_D4x_covar-2487"><span class="linenos">2487</span></a>
-</span><span id="D4xdata.sample_D4x_covar-2488"><a href="#D4xdata.sample_D4x_covar-2488"><span class="linenos">2488</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
-</span><span id="D4xdata.sample_D4x_covar-2489"><a href="#D4xdata.sample_D4x_covar-2489"><span class="linenos">2489</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
-</span><span id="D4xdata.sample_D4x_covar-2490"><a href="#D4xdata.sample_D4x_covar-2490"><span class="linenos">2490</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
-</span><span id="D4xdata.sample_D4x_covar-2491"><a href="#D4xdata.sample_D4x_covar-2491"><span class="linenos">2491</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_D4x_covar-2492"><a href="#D4xdata.sample_D4x_covar-2492"><span class="linenos">2492</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2493"><a href="#D4xdata.sample_D4x_covar-2493"><span class="linenos">2493</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
-</span><span id="D4xdata.sample_D4x_covar-2494"><a href="#D4xdata.sample_D4x_covar-2494"><span class="linenos">2494</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2495"><a href="#D4xdata.sample_D4x_covar-2495"><span class="linenos">2495</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.sample_D4x_covar-2496"><a href="#D4xdata.sample_D4x_covar-2496"><span class="linenos">2496</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.sample_D4x_covar-2497"><a href="#D4xdata.sample_D4x_covar-2497"><span class="linenos">2497</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2498"><a href="#D4xdata.sample_D4x_covar-2498"><span class="linenos">2498</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2499"><a href="#D4xdata.sample_D4x_covar-2499"><span class="linenos">2499</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2500"><a href="#D4xdata.sample_D4x_covar-2500"><span class="linenos">2500</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="D4xdata.sample_D4x_covar-2501"><a href="#D4xdata.sample_D4x_covar-2501"><span class="linenos">2501</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2502"><a href="#D4xdata.sample_D4x_covar-2502"><span class="linenos">2502</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="D4xdata.sample_D4x_covar-2503"><a href="#D4xdata.sample_D4x_covar-2503"><span class="linenos">2503</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2504"><a href="#D4xdata.sample_D4x_covar-2504"><span class="linenos">2504</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2505"><a href="#D4xdata.sample_D4x_covar-2505"><span class="linenos">2505</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2506"><a href="#D4xdata.sample_D4x_covar-2506"><span class="linenos">2506</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_covar-2507"><a href="#D4xdata.sample_D4x_covar-2507"><span class="linenos">2507</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2508"><a href="#D4xdata.sample_D4x_covar-2508"><span class="linenos">2508</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
-</span><span id="D4xdata.sample_D4x_covar-2509"><a href="#D4xdata.sample_D4x_covar-2509"><span class="linenos">2509</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2510"><a href="#D4xdata.sample_D4x_covar-2510"><span class="linenos">2510</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="D4xdata.sample_D4x_covar-2511"><a href="#D4xdata.sample_D4x_covar-2511"><span class="linenos">2511</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
-</span><span id="D4xdata.sample_D4x_covar-2512"><a href="#D4xdata.sample_D4x_covar-2512"><span class="linenos">2512</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="D4xdata.sample_D4x_covar-2513"><a href="#D4xdata.sample_D4x_covar-2513"><span class="linenos">2513</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
-</span><span id="D4xdata.sample_D4x_covar-2514"><a href="#D4xdata.sample_D4x_covar-2514"><span class="linenos">2514</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
-</span><span id="D4xdata.sample_D4x_covar-2515"><a href="#D4xdata.sample_D4x_covar-2515"><span class="linenos">2515</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2516"><a href="#D4xdata.sample_D4x_covar-2516"><span class="linenos">2516</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_covar-2517"><a href="#D4xdata.sample_D4x_covar-2517"><span class="linenos">2517</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
-</span><span id="D4xdata.sample_D4x_covar-2518"><a href="#D4xdata.sample_D4x_covar-2518"><span class="linenos">2518</span></a>							<span class="o">@</span> <span class="n">CM</span>
-</span><span id="D4xdata.sample_D4x_covar-2519"><a href="#D4xdata.sample_D4x_covar-2519"><span class="linenos">2519</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
-</span><span id="D4xdata.sample_D4x_covar-2520"><a href="#D4xdata.sample_D4x_covar-2520"><span class="linenos">2520</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
-</span><span id="D4xdata.sample_D4x_covar-2521"><a href="#D4xdata.sample_D4x_covar-2521"><span class="linenos">2521</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_D4x_covar-2489"><a href="#D4xdata.sample_D4x_covar-2489"><span class="linenos">2489</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_covar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="D4xdata.sample_D4x_covar-2490"><a href="#D4xdata.sample_D4x_covar-2490"><span class="linenos">2490</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_D4x_covar-2491"><a href="#D4xdata.sample_D4x_covar-2491"><span class="linenos">2491</span></a><span class="sd">		Covariance between Δ4x values of samples</span>
+</span><span id="D4xdata.sample_D4x_covar-2492"><a href="#D4xdata.sample_D4x_covar-2492"><span class="linenos">2492</span></a>
+</span><span id="D4xdata.sample_D4x_covar-2493"><a href="#D4xdata.sample_D4x_covar-2493"><span class="linenos">2493</span></a><span class="sd">		Returns the error covariance between the average Δ4x values of two</span>
+</span><span id="D4xdata.sample_D4x_covar-2494"><a href="#D4xdata.sample_D4x_covar-2494"><span class="linenos">2494</span></a><span class="sd">		samples. If if only `sample_1` is specified, or if `sample_1 == sample_2`),</span>
+</span><span id="D4xdata.sample_D4x_covar-2495"><a href="#D4xdata.sample_D4x_covar-2495"><span class="linenos">2495</span></a><span class="sd">		returns the Δ4x variance for that sample.</span>
+</span><span id="D4xdata.sample_D4x_covar-2496"><a href="#D4xdata.sample_D4x_covar-2496"><span class="linenos">2496</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_D4x_covar-2497"><a href="#D4xdata.sample_D4x_covar-2497"><span class="linenos">2497</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2498"><a href="#D4xdata.sample_D4x_covar-2498"><span class="linenos">2498</span></a>			<span class="n">sample2</span> <span class="o">=</span> <span class="n">sample1</span>
+</span><span id="D4xdata.sample_D4x_covar-2499"><a href="#D4xdata.sample_D4x_covar-2499"><span class="linenos">2499</span></a>		<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;pooled&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2500"><a href="#D4xdata.sample_D4x_covar-2500"><span class="linenos">2500</span></a>			<span class="n">i</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample1</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.sample_D4x_covar-2501"><a href="#D4xdata.sample_D4x_covar-2501"><span class="linenos">2501</span></a>			<span class="n">j</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">var_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_</span><span class="si">{</span><span class="n">pf</span><span class="p">(</span><span class="n">sample2</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.sample_D4x_covar-2502"><a href="#D4xdata.sample_D4x_covar-2502"><span class="linenos">2502</span></a>			<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization</span><span class="o">.</span><span class="n">covar</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2503"><a href="#D4xdata.sample_D4x_covar-2503"><span class="linenos">2503</span></a>		<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">standardization_method</span> <span class="o">==</span> <span class="s1">&#39;indep_sessions&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2504"><a href="#D4xdata.sample_D4x_covar-2504"><span class="linenos">2504</span></a>			<span class="k">if</span> <span class="n">sample1</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2505"><a href="#D4xdata.sample_D4x_covar-2505"><span class="linenos">2505</span></a>				<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="D4xdata.sample_D4x_covar-2506"><a href="#D4xdata.sample_D4x_covar-2506"><span class="linenos">2506</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2507"><a href="#D4xdata.sample_D4x_covar-2507"><span class="linenos">2507</span></a>				<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="D4xdata.sample_D4x_covar-2508"><a href="#D4xdata.sample_D4x_covar-2508"><span class="linenos">2508</span></a>				<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2509"><a href="#D4xdata.sample_D4x_covar-2509"><span class="linenos">2509</span></a>					<span class="n">sdata1</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2510"><a href="#D4xdata.sample_D4x_covar-2510"><span class="linenos">2510</span></a>					<span class="n">sdata2</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample2</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2511"><a href="#D4xdata.sample_D4x_covar-2511"><span class="linenos">2511</span></a>					<span class="k">if</span> <span class="n">sdata1</span> <span class="ow">and</span> <span class="n">sdata2</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_covar-2512"><a href="#D4xdata.sample_D4x_covar-2512"><span class="linenos">2512</span></a>						<span class="n">a</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;a&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2513"><a href="#D4xdata.sample_D4x_covar-2513"><span class="linenos">2513</span></a>						<span class="c1"># !! TODO: CM below does not account for temporal changes in standardization parameters</span>
+</span><span id="D4xdata.sample_D4x_covar-2514"><a href="#D4xdata.sample_D4x_covar-2514"><span class="linenos">2514</span></a>						<span class="n">CM</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;CM&#39;</span><span class="p">][:</span><span class="mi">3</span><span class="p">,:</span><span class="mi">3</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2515"><a href="#D4xdata.sample_D4x_covar-2515"><span class="linenos">2515</span></a>						<span class="n">avg_D4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="D4xdata.sample_D4x_covar-2516"><a href="#D4xdata.sample_D4x_covar-2516"><span class="linenos">2516</span></a>						<span class="n">avg_d4x_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata1</span><span class="p">])</span>
+</span><span id="D4xdata.sample_D4x_covar-2517"><a href="#D4xdata.sample_D4x_covar-2517"><span class="linenos">2517</span></a>						<span class="n">avg_D4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="D4xdata.sample_D4x_covar-2518"><a href="#D4xdata.sample_D4x_covar-2518"><span class="linenos">2518</span></a>						<span class="n">avg_d4x_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">sdata2</span><span class="p">])</span>
+</span><span id="D4xdata.sample_D4x_covar-2519"><a href="#D4xdata.sample_D4x_covar-2519"><span class="linenos">2519</span></a>						<span class="n">c</span> <span class="o">+=</span> <span class="p">(</span>
+</span><span id="D4xdata.sample_D4x_covar-2520"><a href="#D4xdata.sample_D4x_covar-2520"><span class="linenos">2520</span></a>							<span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2521"><a href="#D4xdata.sample_D4x_covar-2521"><span class="linenos">2521</span></a>							<span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;session_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">][</span><span class="n">session</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_covar-2522"><a href="#D4xdata.sample_D4x_covar-2522"><span class="linenos">2522</span></a>							<span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_1</span><span class="p">,</span> <span class="n">avg_d4x_1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span>
+</span><span id="D4xdata.sample_D4x_covar-2523"><a href="#D4xdata.sample_D4x_covar-2523"><span class="linenos">2523</span></a>							<span class="o">@</span> <span class="n">CM</span>
+</span><span id="D4xdata.sample_D4x_covar-2524"><a href="#D4xdata.sample_D4x_covar-2524"><span class="linenos">2524</span></a>							<span class="o">@</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">avg_D4x_2</span><span class="p">,</span> <span class="n">avg_d4x_2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">T</span>
+</span><span id="D4xdata.sample_D4x_covar-2525"><a href="#D4xdata.sample_D4x_covar-2525"><span class="linenos">2525</span></a>							<span class="p">)</span> <span class="o">/</span> <span class="n">a</span><span class="o">**</span><span class="mi">2</span>
+</span><span id="D4xdata.sample_D4x_covar-2526"><a href="#D4xdata.sample_D4x_covar-2526"><span class="linenos">2526</span></a>				<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -10817,19 +10873,19 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.sample_D4x_correl"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_D4x_correl-2523"><a href="#D4xdata.sample_D4x_correl-2523"><span class="linenos">2523</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
-</span><span id="D4xdata.sample_D4x_correl-2524"><a href="#D4xdata.sample_D4x_correl-2524"><span class="linenos">2524</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_D4x_correl-2525"><a href="#D4xdata.sample_D4x_correl-2525"><span class="linenos">2525</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
-</span><span id="D4xdata.sample_D4x_correl-2526"><a href="#D4xdata.sample_D4x_correl-2526"><span class="linenos">2526</span></a>
-</span><span id="D4xdata.sample_D4x_correl-2527"><a href="#D4xdata.sample_D4x_correl-2527"><span class="linenos">2527</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
-</span><span id="D4xdata.sample_D4x_correl-2528"><a href="#D4xdata.sample_D4x_correl-2528"><span class="linenos">2528</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.sample_D4x_correl-2529"><a href="#D4xdata.sample_D4x_correl-2529"><span class="linenos">2529</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
-</span><span id="D4xdata.sample_D4x_correl-2530"><a href="#D4xdata.sample_D4x_correl-2530"><span class="linenos">2530</span></a>			<span class="k">return</span> <span class="mf">1.</span>
-</span><span id="D4xdata.sample_D4x_correl-2531"><a href="#D4xdata.sample_D4x_correl-2531"><span class="linenos">2531</span></a>		<span class="k">return</span> <span class="p">(</span>
-</span><span id="D4xdata.sample_D4x_correl-2532"><a href="#D4xdata.sample_D4x_correl-2532"><span class="linenos">2532</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
-</span><span id="D4xdata.sample_D4x_correl-2533"><a href="#D4xdata.sample_D4x_correl-2533"><span class="linenos">2533</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_correl-2534"><a href="#D4xdata.sample_D4x_correl-2534"><span class="linenos">2534</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.sample_D4x_correl-2535"><a href="#D4xdata.sample_D4x_correl-2535"><span class="linenos">2535</span></a>			<span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.sample_D4x_correl-2528"><a href="#D4xdata.sample_D4x_correl-2528"><span class="linenos">2528</span></a>	<span class="k">def</span> <span class="nf">sample_D4x_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+</span><span id="D4xdata.sample_D4x_correl-2529"><a href="#D4xdata.sample_D4x_correl-2529"><span class="linenos">2529</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_D4x_correl-2530"><a href="#D4xdata.sample_D4x_correl-2530"><span class="linenos">2530</span></a><span class="sd">		Correlation between Δ4x errors of samples</span>
+</span><span id="D4xdata.sample_D4x_correl-2531"><a href="#D4xdata.sample_D4x_correl-2531"><span class="linenos">2531</span></a>
+</span><span id="D4xdata.sample_D4x_correl-2532"><a href="#D4xdata.sample_D4x_correl-2532"><span class="linenos">2532</span></a><span class="sd">		Returns the error correlation between the average Δ4x values of two samples.</span>
+</span><span id="D4xdata.sample_D4x_correl-2533"><a href="#D4xdata.sample_D4x_correl-2533"><span class="linenos">2533</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.sample_D4x_correl-2534"><a href="#D4xdata.sample_D4x_correl-2534"><span class="linenos">2534</span></a>		<span class="k">if</span> <span class="n">sample2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sample2</span> <span class="o">==</span> <span class="n">sample1</span><span class="p">:</span>
+</span><span id="D4xdata.sample_D4x_correl-2535"><a href="#D4xdata.sample_D4x_correl-2535"><span class="linenos">2535</span></a>			<span class="k">return</span> <span class="mf">1.</span>
+</span><span id="D4xdata.sample_D4x_correl-2536"><a href="#D4xdata.sample_D4x_correl-2536"><span class="linenos">2536</span></a>		<span class="k">return</span> <span class="p">(</span>
+</span><span id="D4xdata.sample_D4x_correl-2537"><a href="#D4xdata.sample_D4x_correl-2537"><span class="linenos">2537</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">sample_D4x_covar</span><span class="p">(</span><span class="n">sample1</span><span class="p">,</span> <span class="n">sample2</span><span class="p">)</span>
+</span><span id="D4xdata.sample_D4x_correl-2538"><a href="#D4xdata.sample_D4x_correl-2538"><span class="linenos">2538</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample1</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_correl-2539"><a href="#D4xdata.sample_D4x_correl-2539"><span class="linenos">2539</span></a>			<span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample2</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;SE_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.sample_D4x_correl-2540"><a href="#D4xdata.sample_D4x_correl-2540"><span class="linenos">2540</span></a>			<span class="p">)</span>
 </span></pre></div>
 
 
@@ -10851,104 +10907,125 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.plot_single_session"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_single_session-2537"><a href="#D4xdata.plot_single_session-2537"><span class="linenos">2537</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2538"><a href="#D4xdata.plot_single_session-2538"><span class="linenos">2538</span></a>		<span class="n">session</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2539"><a href="#D4xdata.plot_single_session-2539"><span class="linenos">2539</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata.plot_single_session-2540"><a href="#D4xdata.plot_single_session-2540"><span class="linenos">2540</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata.plot_single_session-2541"><a href="#D4xdata.plot_single_session-2541"><span class="linenos">2541</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="D4xdata.plot_single_session-2542"><a href="#D4xdata.plot_single_session-2542"><span class="linenos">2542</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
-</span><span id="D4xdata.plot_single_session-2543"><a href="#D4xdata.plot_single_session-2543"><span class="linenos">2543</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
-</span><span id="D4xdata.plot_single_session-2544"><a href="#D4xdata.plot_single_session-2544"><span class="linenos">2544</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
-</span><span id="D4xdata.plot_single_session-2545"><a href="#D4xdata.plot_single_session-2545"><span class="linenos">2545</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2546"><a href="#D4xdata.plot_single_session-2546"><span class="linenos">2546</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2547"><a href="#D4xdata.plot_single_session-2547"><span class="linenos">2547</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2548"><a href="#D4xdata.plot_single_session-2548"><span class="linenos">2548</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2549"><a href="#D4xdata.plot_single_session-2549"><span class="linenos">2549</span></a>		<span class="p">):</span>
-</span><span id="D4xdata.plot_single_session-2550"><a href="#D4xdata.plot_single_session-2550"><span class="linenos">2550</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_single_session-2551"><a href="#D4xdata.plot_single_session-2551"><span class="linenos">2551</span></a><span class="sd">		Generate plot for a single session</span>
-</span><span id="D4xdata.plot_single_session-2552"><a href="#D4xdata.plot_single_session-2552"><span class="linenos">2552</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_single_session-2553"><a href="#D4xdata.plot_single_session-2553"><span class="linenos">2553</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2554"><a href="#D4xdata.plot_single_session-2554"><span class="linenos">2554</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="D4xdata.plot_single_session-2555"><a href="#D4xdata.plot_single_session-2555"><span class="linenos">2555</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2556"><a href="#D4xdata.plot_single_session-2556"><span class="linenos">2556</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
-</span><span id="D4xdata.plot_single_session-2557"><a href="#D4xdata.plot_single_session-2557"><span class="linenos">2557</span></a>
-</span><span id="D4xdata.plot_single_session-2558"><a href="#D4xdata.plot_single_session-2558"><span class="linenos">2558</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
-</span><span id="D4xdata.plot_single_session-2559"><a href="#D4xdata.plot_single_session-2559"><span class="linenos">2559</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
-</span><span id="D4xdata.plot_single_session-2560"><a href="#D4xdata.plot_single_session-2560"><span class="linenos">2560</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
-</span><span id="D4xdata.plot_single_session-2561"><a href="#D4xdata.plot_single_session-2561"><span class="linenos">2561</span></a>		
-</span><span id="D4xdata.plot_single_session-2562"><a href="#D4xdata.plot_single_session-2562"><span class="linenos">2562</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2563"><a href="#D4xdata.plot_single_session-2563"><span class="linenos">2563</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
-</span><span id="D4xdata.plot_single_session-2564"><a href="#D4xdata.plot_single_session-2564"><span class="linenos">2564</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2565"><a href="#D4xdata.plot_single_session-2565"><span class="linenos">2565</span></a>
-</span><span id="D4xdata.plot_single_session-2566"><a href="#D4xdata.plot_single_session-2566"><span class="linenos">2566</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata.plot_single_session-2567"><a href="#D4xdata.plot_single_session-2567"><span class="linenos">2567</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="D4xdata.plot_single_session-2568"><a href="#D4xdata.plot_single_session-2568"><span class="linenos">2568</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">],</span>
-</span><span id="D4xdata.plot_single_session-2569"><a href="#D4xdata.plot_single_session-2569"><span class="linenos">2569</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2570"><a href="#D4xdata.plot_single_session-2570"><span class="linenos">2570</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata.plot_single_session-2571"><a href="#D4xdata.plot_single_session-2571"><span class="linenos">2571</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="D4xdata.plot_single_session-2572"><a href="#D4xdata.plot_single_session-2572"><span class="linenos">2572</span></a>			<span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">],</span>
-</span><span id="D4xdata.plot_single_session-2573"><a href="#D4xdata.plot_single_session-2573"><span class="linenos">2573</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2574"><a href="#D4xdata.plot_single_session-2574"><span class="linenos">2574</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata.plot_single_session-2575"><a href="#D4xdata.plot_single_session-2575"><span class="linenos">2575</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_single_session-2542"><a href="#D4xdata.plot_single_session-2542"><span class="linenos">2542</span></a>	<span class="k">def</span> <span class="nf">plot_single_session</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2543"><a href="#D4xdata.plot_single_session-2543"><span class="linenos">2543</span></a>		<span class="n">session</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2544"><a href="#D4xdata.plot_single_session-2544"><span class="linenos">2544</span></a>		<span class="n">kw_plot_anchors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata.plot_single_session-2545"><a href="#D4xdata.plot_single_session-2545"><span class="linenos">2545</span></a>		<span class="n">kw_plot_unknowns</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata.plot_single_session-2546"><a href="#D4xdata.plot_single_session-2546"><span class="linenos">2546</span></a>		<span class="n">kw_plot_anchor_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">.75</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="D4xdata.plot_single_session-2547"><a href="#D4xdata.plot_single_session-2547"><span class="linenos">2547</span></a>		<span class="n">kw_plot_unknown_avg</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ls</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">.75</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">),</span>
+</span><span id="D4xdata.plot_single_session-2548"><a href="#D4xdata.plot_single_session-2548"><span class="linenos">2548</span></a>		<span class="n">kw_contour_error</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">colors</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]],</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">linewidths</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">),</span>
+</span><span id="D4xdata.plot_single_session-2549"><a href="#D4xdata.plot_single_session-2549"><span class="linenos">2549</span></a>		<span class="n">xylimits</span> <span class="o">=</span> <span class="s1">&#39;free&#39;</span><span class="p">,</span> <span class="c1"># | &#39;constant&#39;</span>
+</span><span id="D4xdata.plot_single_session-2550"><a href="#D4xdata.plot_single_session-2550"><span class="linenos">2550</span></a>		<span class="n">x_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2551"><a href="#D4xdata.plot_single_session-2551"><span class="linenos">2551</span></a>		<span class="n">y_label</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2552"><a href="#D4xdata.plot_single_session-2552"><span class="linenos">2552</span></a>		<span class="n">error_contour_interval</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2553"><a href="#D4xdata.plot_single_session-2553"><span class="linenos">2553</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2554"><a href="#D4xdata.plot_single_session-2554"><span class="linenos">2554</span></a>		<span class="p">):</span>
+</span><span id="D4xdata.plot_single_session-2555"><a href="#D4xdata.plot_single_session-2555"><span class="linenos">2555</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_single_session-2556"><a href="#D4xdata.plot_single_session-2556"><span class="linenos">2556</span></a><span class="sd">		Generate plot for a single session</span>
+</span><span id="D4xdata.plot_single_session-2557"><a href="#D4xdata.plot_single_session-2557"><span class="linenos">2557</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_single_session-2558"><a href="#D4xdata.plot_single_session-2558"><span class="linenos">2558</span></a>		<span class="k">if</span> <span class="n">x_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2559"><a href="#D4xdata.plot_single_session-2559"><span class="linenos">2559</span></a>			<span class="n">x_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="D4xdata.plot_single_session-2560"><a href="#D4xdata.plot_single_session-2560"><span class="linenos">2560</span></a>		<span class="k">if</span> <span class="n">y_label</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2561"><a href="#D4xdata.plot_single_session-2561"><span class="linenos">2561</span></a>			<span class="n">y_label</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ (‰)&#39;</span>
+</span><span id="D4xdata.plot_single_session-2562"><a href="#D4xdata.plot_single_session-2562"><span class="linenos">2562</span></a>
+</span><span id="D4xdata.plot_single_session-2563"><a href="#D4xdata.plot_single_session-2563"><span class="linenos">2563</span></a>		<span class="n">out</span> <span class="o">=</span> <span class="n">_SessionPlot</span><span class="p">()</span>
+</span><span id="D4xdata.plot_single_session-2564"><a href="#D4xdata.plot_single_session-2564"><span class="linenos">2564</span></a>		<span class="n">anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">a</span><span class="p">]]</span>
+</span><span id="D4xdata.plot_single_session-2565"><a href="#D4xdata.plot_single_session-2565"><span class="linenos">2565</span></a>		<span class="n">unknowns</span> <span class="o">=</span> <span class="p">[</span><span class="n">u</span> <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span> <span class="k">if</span> <span class="p">[</span><span class="n">r</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">u</span><span class="p">]]</span>
+</span><span id="D4xdata.plot_single_session-2566"><a href="#D4xdata.plot_single_session-2566"><span class="linenos">2566</span></a>		<span class="n">anchors_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2567"><a href="#D4xdata.plot_single_session-2567"><span class="linenos">2567</span></a>		<span class="n">anchors_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2568"><a href="#D4xdata.plot_single_session-2568"><span class="linenos">2568</span></a>		<span class="n">unknowns_d</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2569"><a href="#D4xdata.plot_single_session-2569"><span class="linenos">2569</span></a>		<span class="n">unknowns_D</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2570"><a href="#D4xdata.plot_single_session-2570"><span class="linenos">2570</span></a>		<span class="n">anchor_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+</span><span id="D4xdata.plot_single_session-2571"><a href="#D4xdata.plot_single_session-2571"><span class="linenos">2571</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2572"><a href="#D4xdata.plot_single_session-2572"><span class="linenos">2572</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
+</span><span id="D4xdata.plot_single_session-2573"><a href="#D4xdata.plot_single_session-2573"><span class="linenos">2573</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2574"><a href="#D4xdata.plot_single_session-2574"><span class="linenos">2574</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2575"><a href="#D4xdata.plot_single_session-2575"><span class="linenos">2575</span></a>		<span class="n">unknown_avg</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
 </span><span id="D4xdata.plot_single_session-2576"><a href="#D4xdata.plot_single_session-2576"><span class="linenos">2576</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
 </span><span id="D4xdata.plot_single_session-2577"><a href="#D4xdata.plot_single_session-2577"><span class="linenos">2577</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="D4xdata.plot_single_session-2578"><a href="#D4xdata.plot_single_session-2578"><span class="linenos">2578</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2579"><a href="#D4xdata.plot_single_session-2579"><span class="linenos">2579</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span><span class="p">[</span><span class="n">sample</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">anchors</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2580"><a href="#D4xdata.plot_single_session-2580"><span class="linenos">2580</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2581"><a href="#D4xdata.plot_single_session-2581"><span class="linenos">2581</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
-</span><span id="D4xdata.plot_single_session-2582"><a href="#D4xdata.plot_single_session-2582"><span class="linenos">2582</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
-</span><span id="D4xdata.plot_single_session-2583"><a href="#D4xdata.plot_single_session-2583"><span class="linenos">2583</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2584"><a href="#D4xdata.plot_single_session-2584"><span class="linenos">2584</span></a>				<span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">session</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">sample</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
-</span><span id="D4xdata.plot_single_session-2585"><a href="#D4xdata.plot_single_session-2585"><span class="linenos">2585</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2586"><a href="#D4xdata.plot_single_session-2586"><span class="linenos">2586</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
-</span><span id="D4xdata.plot_single_session-2587"><a href="#D4xdata.plot_single_session-2587"><span class="linenos">2587</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2588"><a href="#D4xdata.plot_single_session-2588"><span class="linenos">2588</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2589"><a href="#D4xdata.plot_single_session-2589"><span class="linenos">2589</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="D4xdata.plot_single_session-2590"><a href="#D4xdata.plot_single_session-2590"><span class="linenos">2590</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
-</span><span id="D4xdata.plot_single_session-2591"><a href="#D4xdata.plot_single_session-2591"><span class="linenos">2591</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2592"><a href="#D4xdata.plot_single_session-2592"><span class="linenos">2592</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
-</span><span id="D4xdata.plot_single_session-2593"><a href="#D4xdata.plot_single_session-2593"><span class="linenos">2593</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata.plot_single_session-2594"><a href="#D4xdata.plot_single_session-2594"><span class="linenos">2594</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata.plot_single_session-2595"><a href="#D4xdata.plot_single_session-2595"><span class="linenos">2595</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata.plot_single_session-2596"><a href="#D4xdata.plot_single_session-2596"><span class="linenos">2596</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
-</span><span id="D4xdata.plot_single_session-2597"><a href="#D4xdata.plot_single_session-2597"><span class="linenos">2597</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
-</span><span id="D4xdata.plot_single_session-2598"><a href="#D4xdata.plot_single_session-2598"><span class="linenos">2598</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2599"><a href="#D4xdata.plot_single_session-2599"><span class="linenos">2599</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata.plot_single_session-2600"><a href="#D4xdata.plot_single_session-2600"><span class="linenos">2600</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2601"><a href="#D4xdata.plot_single_session-2601"><span class="linenos">2601</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2602"><a href="#D4xdata.plot_single_session-2602"><span class="linenos">2602</span></a>				
-</span><span id="D4xdata.plot_single_session-2603"><a href="#D4xdata.plot_single_session-2603"><span class="linenos">2603</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2604"><a href="#D4xdata.plot_single_session-2604"><span class="linenos">2604</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2605"><a href="#D4xdata.plot_single_session-2605"><span class="linenos">2605</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2606"><a href="#D4xdata.plot_single_session-2606"><span class="linenos">2606</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
-</span><span id="D4xdata.plot_single_session-2607"><a href="#D4xdata.plot_single_session-2607"><span class="linenos">2607</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2608"><a href="#D4xdata.plot_single_session-2608"><span class="linenos">2608</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2609"><a href="#D4xdata.plot_single_session-2609"><span class="linenos">2609</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2610"><a href="#D4xdata.plot_single_session-2610"><span class="linenos">2610</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
-</span><span id="D4xdata.plot_single_session-2611"><a href="#D4xdata.plot_single_session-2611"><span class="linenos">2611</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2612"><a href="#D4xdata.plot_single_session-2612"><span class="linenos">2612</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
-</span><span id="D4xdata.plot_single_session-2613"><a href="#D4xdata.plot_single_session-2613"><span class="linenos">2613</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2614"><a href="#D4xdata.plot_single_session-2614"><span class="linenos">2614</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
-</span><span id="D4xdata.plot_single_session-2615"><a href="#D4xdata.plot_single_session-2615"><span class="linenos">2615</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2616"><a href="#D4xdata.plot_single_session-2616"><span class="linenos">2616</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
-</span><span id="D4xdata.plot_single_session-2617"><a href="#D4xdata.plot_single_session-2617"><span class="linenos">2617</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2618"><a href="#D4xdata.plot_single_session-2618"><span class="linenos">2618</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
-</span><span id="D4xdata.plot_single_session-2619"><a href="#D4xdata.plot_single_session-2619"><span class="linenos">2619</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2620"><a href="#D4xdata.plot_single_session-2620"><span class="linenos">2620</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
-</span><span id="D4xdata.plot_single_session-2621"><a href="#D4xdata.plot_single_session-2621"><span class="linenos">2621</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_single_session-2622"><a href="#D4xdata.plot_single_session-2622"><span class="linenos">2622</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
-</span><span id="D4xdata.plot_single_session-2623"><a href="#D4xdata.plot_single_session-2623"><span class="linenos">2623</span></a>
-</span><span id="D4xdata.plot_single_session-2624"><a href="#D4xdata.plot_single_session-2624"><span class="linenos">2624</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2625"><a href="#D4xdata.plot_single_session-2625"><span class="linenos">2625</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2626"><a href="#D4xdata.plot_single_session-2626"><span class="linenos">2626</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2627"><a href="#D4xdata.plot_single_session-2627"><span class="linenos">2627</span></a>
-</span><span id="D4xdata.plot_single_session-2628"><a href="#D4xdata.plot_single_session-2628"><span class="linenos">2628</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2629"><a href="#D4xdata.plot_single_session-2629"><span class="linenos">2629</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2630"><a href="#D4xdata.plot_single_session-2630"><span class="linenos">2630</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2631"><a href="#D4xdata.plot_single_session-2631"><span class="linenos">2631</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
-</span><span id="D4xdata.plot_single_session-2632"><a href="#D4xdata.plot_single_session-2632"><span class="linenos">2632</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
-</span><span id="D4xdata.plot_single_session-2633"><a href="#D4xdata.plot_single_session-2633"><span class="linenos">2633</span></a>
-</span><span id="D4xdata.plot_single_session-2634"><a href="#D4xdata.plot_single_session-2634"><span class="linenos">2634</span></a>		<span class="k">return</span> <span class="n">out</span>
+</span><span id="D4xdata.plot_single_session-2578"><a href="#D4xdata.plot_single_session-2578"><span class="linenos">2578</span></a>				<span class="p">])</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2579"><a href="#D4xdata.plot_single_session-2579"><span class="linenos">2579</span></a>			<span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">[</span><span class="n">sample</span><span class="p">][</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">unknowns</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2580"><a href="#D4xdata.plot_single_session-2580"><span class="linenos">2580</span></a>		
+</span><span id="D4xdata.plot_single_session-2581"><a href="#D4xdata.plot_single_session-2581"><span class="linenos">2581</span></a>		
+</span><span id="D4xdata.plot_single_session-2582"><a href="#D4xdata.plot_single_session-2582"><span class="linenos">2582</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="s1">&#39;new&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2583"><a href="#D4xdata.plot_single_session-2583"><span class="linenos">2583</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+</span><span id="D4xdata.plot_single_session-2584"><a href="#D4xdata.plot_single_session-2584"><span class="linenos">2584</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.1</span><span class="p">,</span><span class="mf">.9</span><span class="p">,</span><span class="mf">.9</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2585"><a href="#D4xdata.plot_single_session-2585"><span class="linenos">2585</span></a>
+</span><span id="D4xdata.plot_single_session-2586"><a href="#D4xdata.plot_single_session-2586"><span class="linenos">2586</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata.plot_single_session-2587"><a href="#D4xdata.plot_single_session-2587"><span class="linenos">2587</span></a>			<span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2588"><a href="#D4xdata.plot_single_session-2588"><span class="linenos">2588</span></a>			<span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2589"><a href="#D4xdata.plot_single_session-2589"><span class="linenos">2589</span></a>			<span class="o">**</span><span class="n">kw_plot_anchors</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2590"><a href="#D4xdata.plot_single_session-2590"><span class="linenos">2590</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_analyses</span><span class="p">,</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata.plot_single_session-2591"><a href="#D4xdata.plot_single_session-2591"><span class="linenos">2591</span></a>			<span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2592"><a href="#D4xdata.plot_single_session-2592"><span class="linenos">2592</span></a>			<span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2593"><a href="#D4xdata.plot_single_session-2593"><span class="linenos">2593</span></a>			<span class="o">**</span><span class="n">kw_plot_unknowns</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2594"><a href="#D4xdata.plot_single_session-2594"><span class="linenos">2594</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">anchor_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata.plot_single_session-2595"><a href="#D4xdata.plot_single_session-2595"><span class="linenos">2595</span></a>			<span class="o">*</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2596"><a href="#D4xdata.plot_single_session-2596"><span class="linenos">2596</span></a>			<span class="o">**</span><span class="n">kw_plot_anchor_avg</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2597"><a href="#D4xdata.plot_single_session-2597"><span class="linenos">2597</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">unknown_avg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+</span><span id="D4xdata.plot_single_session-2598"><a href="#D4xdata.plot_single_session-2598"><span class="linenos">2598</span></a>			<span class="o">*</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2599"><a href="#D4xdata.plot_single_session-2599"><span class="linenos">2599</span></a>			<span class="o">**</span><span class="n">kw_plot_unknown_avg</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2600"><a href="#D4xdata.plot_single_session-2600"><span class="linenos">2600</span></a>		<span class="k">if</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;constant&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2601"><a href="#D4xdata.plot_single_session-2601"><span class="linenos">2601</span></a>			<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;d</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2602"><a href="#D4xdata.plot_single_session-2602"><span class="linenos">2602</span></a>			<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">]</span>
+</span><span id="D4xdata.plot_single_session-2603"><a href="#D4xdata.plot_single_session-2603"><span class="linenos">2603</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2604"><a href="#D4xdata.plot_single_session-2604"><span class="linenos">2604</span></a>			<span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">,</span> <span class="n">y2</span><span class="o">-</span><span class="n">y1</span>
+</span><span id="D4xdata.plot_single_session-2605"><a href="#D4xdata.plot_single_session-2605"><span class="linenos">2605</span></a>			<span class="n">x1</span> <span class="o">-=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata.plot_single_session-2606"><a href="#D4xdata.plot_single_session-2606"><span class="linenos">2606</span></a>			<span class="n">x2</span> <span class="o">+=</span> <span class="n">w</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata.plot_single_session-2607"><a href="#D4xdata.plot_single_session-2607"><span class="linenos">2607</span></a>			<span class="n">y1</span> <span class="o">-=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata.plot_single_session-2608"><a href="#D4xdata.plot_single_session-2608"><span class="linenos">2608</span></a>			<span class="n">y2</span> <span class="o">+=</span> <span class="n">h</span><span class="o">/</span><span class="mi">20</span>
+</span><span id="D4xdata.plot_single_session-2609"><a href="#D4xdata.plot_single_session-2609"><span class="linenos">2609</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">])</span>
+</span><span id="D4xdata.plot_single_session-2610"><a href="#D4xdata.plot_single_session-2610"><span class="linenos">2610</span></a>		<span class="k">elif</span> <span class="n">xylimits</span> <span class="o">==</span> <span class="s1">&#39;free&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2611"><a href="#D4xdata.plot_single_session-2611"><span class="linenos">2611</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata.plot_single_session-2612"><a href="#D4xdata.plot_single_session-2612"><span class="linenos">2612</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2613"><a href="#D4xdata.plot_single_session-2613"><span class="linenos">2613</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">xylimits</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2614"><a href="#D4xdata.plot_single_session-2614"><span class="linenos">2614</span></a>				
+</span><span id="D4xdata.plot_single_session-2615"><a href="#D4xdata.plot_single_session-2615"><span class="linenos">2615</span></a>		<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2616"><a href="#D4xdata.plot_single_session-2616"><span class="linenos">2616</span></a>			<span class="n">xi</span><span class="p">,</span> <span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2617"><a href="#D4xdata.plot_single_session-2617"><span class="linenos">2617</span></a>			<span class="n">XI</span><span class="p">,</span><span class="n">YI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">xi</span><span class="p">,</span> <span class="n">yi</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2618"><a href="#D4xdata.plot_single_session-2618"><span class="linenos">2618</span></a>			<span class="n">SI</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="bp">self</span><span class="o">.</span><span class="n">standardization_error</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">xi</span><span class="p">]</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">yi</span><span class="p">])</span>
+</span><span id="D4xdata.plot_single_session-2619"><a href="#D4xdata.plot_single_session-2619"><span class="linenos">2619</span></a>			<span class="k">if</span> <span class="n">error_contour_interval</span> <span class="o">==</span> <span class="s1">&#39;auto&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2620"><a href="#D4xdata.plot_single_session-2620"><span class="linenos">2620</span></a>				<span class="n">rng</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">SI</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2621"><a href="#D4xdata.plot_single_session-2621"><span class="linenos">2621</span></a>				<span class="k">if</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.01</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2622"><a href="#D4xdata.plot_single_session-2622"><span class="linenos">2622</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.001</span>
+</span><span id="D4xdata.plot_single_session-2623"><a href="#D4xdata.plot_single_session-2623"><span class="linenos">2623</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.03</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2624"><a href="#D4xdata.plot_single_session-2624"><span class="linenos">2624</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.004</span>
+</span><span id="D4xdata.plot_single_session-2625"><a href="#D4xdata.plot_single_session-2625"><span class="linenos">2625</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.1</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2626"><a href="#D4xdata.plot_single_session-2626"><span class="linenos">2626</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.01</span>
+</span><span id="D4xdata.plot_single_session-2627"><a href="#D4xdata.plot_single_session-2627"><span class="linenos">2627</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">0.3</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2628"><a href="#D4xdata.plot_single_session-2628"><span class="linenos">2628</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.03</span>
+</span><span id="D4xdata.plot_single_session-2629"><a href="#D4xdata.plot_single_session-2629"><span class="linenos">2629</span></a>				<span class="k">elif</span> <span class="n">rng</span> <span class="o">&lt;=</span> <span class="mf">1.</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2630"><a href="#D4xdata.plot_single_session-2630"><span class="linenos">2630</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.1</span>
+</span><span id="D4xdata.plot_single_session-2631"><a href="#D4xdata.plot_single_session-2631"><span class="linenos">2631</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2632"><a href="#D4xdata.plot_single_session-2632"><span class="linenos">2632</span></a>					<span class="n">cinterval</span> <span class="o">=</span> <span class="mf">0.5</span>
+</span><span id="D4xdata.plot_single_session-2633"><a href="#D4xdata.plot_single_session-2633"><span class="linenos">2633</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2634"><a href="#D4xdata.plot_single_session-2634"><span class="linenos">2634</span></a>				<span class="n">cinterval</span> <span class="o">=</span> <span class="n">error_contour_interval</span>
+</span><span id="D4xdata.plot_single_session-2635"><a href="#D4xdata.plot_single_session-2635"><span class="linenos">2635</span></a>
+</span><span id="D4xdata.plot_single_session-2636"><a href="#D4xdata.plot_single_session-2636"><span class="linenos">2636</span></a>			<span class="n">cval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">SI</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">.001</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">.001</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2637"><a href="#D4xdata.plot_single_session-2637"><span class="linenos">2637</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">contour</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="o">**</span><span class="n">kw_contour_error</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2638"><a href="#D4xdata.plot_single_session-2638"><span class="linenos">2638</span></a>			<span class="n">out</span><span class="o">.</span><span class="n">clabel</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">clabel</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">contour</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2639"><a href="#D4xdata.plot_single_session-2639"><span class="linenos">2639</span></a>			<span class="n">contour</span> <span class="o">=</span> <span class="p">(</span><span class="n">XI</span><span class="p">,</span> <span class="n">YI</span><span class="p">,</span> <span class="n">SI</span><span class="p">,</span> <span class="n">cval</span><span class="p">,</span> <span class="n">cinterval</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2640"><a href="#D4xdata.plot_single_session-2640"><span class="linenos">2640</span></a>
+</span><span id="D4xdata.plot_single_session-2641"><a href="#D4xdata.plot_single_session-2641"><span class="linenos">2641</span></a>		<span class="k">if</span> <span class="n">fig</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_single_session-2642"><a href="#D4xdata.plot_single_session-2642"><span class="linenos">2642</span></a>			<span class="k">return</span> <span class="p">{</span>
+</span><span id="D4xdata.plot_single_session-2643"><a href="#D4xdata.plot_single_session-2643"><span class="linenos">2643</span></a>			<span class="s1">&#39;anchors&#39;</span><span class="p">:</span><span class="n">anchors</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2644"><a href="#D4xdata.plot_single_session-2644"><span class="linenos">2644</span></a>			<span class="s1">&#39;unknowns&#39;</span><span class="p">:</span><span class="n">unknowns</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2645"><a href="#D4xdata.plot_single_session-2645"><span class="linenos">2645</span></a>			<span class="s1">&#39;anchors_d&#39;</span><span class="p">:</span><span class="n">anchors_d</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2646"><a href="#D4xdata.plot_single_session-2646"><span class="linenos">2646</span></a>			<span class="s1">&#39;anchors_D&#39;</span><span class="p">:</span><span class="n">anchors_D</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2647"><a href="#D4xdata.plot_single_session-2647"><span class="linenos">2647</span></a>			<span class="s1">&#39;unknowns_d&#39;</span><span class="p">:</span><span class="n">unknowns_d</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2648"><a href="#D4xdata.plot_single_session-2648"><span class="linenos">2648</span></a>			<span class="s1">&#39;unknowns_D&#39;</span><span class="p">:</span><span class="n">unknowns_D</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2649"><a href="#D4xdata.plot_single_session-2649"><span class="linenos">2649</span></a>			<span class="s1">&#39;anchor_avg&#39;</span><span class="p">:</span><span class="n">anchor_avg</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2650"><a href="#D4xdata.plot_single_session-2650"><span class="linenos">2650</span></a>			<span class="s1">&#39;unknown_avg&#39;</span><span class="p">:</span><span class="n">unknown_avg</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2651"><a href="#D4xdata.plot_single_session-2651"><span class="linenos">2651</span></a>			<span class="s1">&#39;contour&#39;</span><span class="p">:</span><span class="n">contour</span><span class="p">,</span>
+</span><span id="D4xdata.plot_single_session-2652"><a href="#D4xdata.plot_single_session-2652"><span class="linenos">2652</span></a>			<span class="p">}</span>
+</span><span id="D4xdata.plot_single_session-2653"><a href="#D4xdata.plot_single_session-2653"><span class="linenos">2653</span></a>
+</span><span id="D4xdata.plot_single_session-2654"><a href="#D4xdata.plot_single_session-2654"><span class="linenos">2654</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x_label</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2655"><a href="#D4xdata.plot_single_session-2655"><span class="linenos">2655</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2656"><a href="#D4xdata.plot_single_session-2656"><span class="linenos">2656</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">session</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2657"><a href="#D4xdata.plot_single_session-2657"><span class="linenos">2657</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">.2</span><span class="p">)</span>
+</span><span id="D4xdata.plot_single_session-2658"><a href="#D4xdata.plot_single_session-2658"><span class="linenos">2658</span></a>		<span class="n">out</span><span class="o">.</span><span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>		
+</span><span id="D4xdata.plot_single_session-2659"><a href="#D4xdata.plot_single_session-2659"><span class="linenos">2659</span></a>
+</span><span id="D4xdata.plot_single_session-2660"><a href="#D4xdata.plot_single_session-2660"><span class="linenos">2660</span></a>		<span class="k">return</span> <span class="n">out</span>
 </span></pre></div>
 
 
@@ -10968,222 +11045,222 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.plot_residuals"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_residuals-2636"><a href="#D4xdata.plot_residuals-2636"><span class="linenos">2636</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
-</span><span id="D4xdata.plot_residuals-2637"><a href="#D4xdata.plot_residuals-2637"><span class="linenos">2637</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2638"><a href="#D4xdata.plot_residuals-2638"><span class="linenos">2638</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2639"><a href="#D4xdata.plot_residuals-2639"><span class="linenos">2639</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2640"><a href="#D4xdata.plot_residuals-2640"><span class="linenos">2640</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2641"><a href="#D4xdata.plot_residuals-2641"><span class="linenos">2641</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2642"><a href="#D4xdata.plot_residuals-2642"><span class="linenos">2642</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2643"><a href="#D4xdata.plot_residuals-2643"><span class="linenos">2643</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
-</span><span id="D4xdata.plot_residuals-2644"><a href="#D4xdata.plot_residuals-2644"><span class="linenos">2644</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2645"><a href="#D4xdata.plot_residuals-2645"><span class="linenos">2645</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2646"><a href="#D4xdata.plot_residuals-2646"><span class="linenos">2646</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2647"><a href="#D4xdata.plot_residuals-2647"><span class="linenos">2647</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2648"><a href="#D4xdata.plot_residuals-2648"><span class="linenos">2648</span></a>		<span class="p">):</span>
-</span><span id="D4xdata.plot_residuals-2649"><a href="#D4xdata.plot_residuals-2649"><span class="linenos">2649</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_residuals-2650"><a href="#D4xdata.plot_residuals-2650"><span class="linenos">2650</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
-</span><span id="D4xdata.plot_residuals-2651"><a href="#D4xdata.plot_residuals-2651"><span class="linenos">2651</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
-</span><span id="D4xdata.plot_residuals-2652"><a href="#D4xdata.plot_residuals-2652"><span class="linenos">2652</span></a>
-</span><span id="D4xdata.plot_residuals-2653"><a href="#D4xdata.plot_residuals-2653"><span class="linenos">2653</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
-</span><span id="D4xdata.plot_residuals-2654"><a href="#D4xdata.plot_residuals-2654"><span class="linenos">2654</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
-</span><span id="D4xdata.plot_residuals-2655"><a href="#D4xdata.plot_residuals-2655"><span class="linenos">2655</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
-</span><span id="D4xdata.plot_residuals-2656"><a href="#D4xdata.plot_residuals-2656"><span class="linenos">2656</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="D4xdata.plot_residuals-2657"><a href="#D4xdata.plot_residuals-2657"><span class="linenos">2657</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
-</span><span id="D4xdata.plot_residuals-2658"><a href="#D4xdata.plot_residuals-2658"><span class="linenos">2658</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
-</span><span id="D4xdata.plot_residuals-2659"><a href="#D4xdata.plot_residuals-2659"><span class="linenos">2659</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata.plot_residuals-2660"><a href="#D4xdata.plot_residuals-2660"><span class="linenos">2660</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata.plot_residuals-2661"><a href="#D4xdata.plot_residuals-2661"><span class="linenos">2661</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
-</span><span id="D4xdata.plot_residuals-2662"><a href="#D4xdata.plot_residuals-2662"><span class="linenos">2662</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
-</span><span id="D4xdata.plot_residuals-2663"><a href="#D4xdata.plot_residuals-2663"><span class="linenos">2663</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_residuals-2664"><a href="#D4xdata.plot_residuals-2664"><span class="linenos">2664</span></a>		
-</span><span id="D4xdata.plot_residuals-2665"><a href="#D4xdata.plot_residuals-2665"><span class="linenos">2665</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
-</span><span id="D4xdata.plot_residuals-2666"><a href="#D4xdata.plot_residuals-2666"><span class="linenos">2666</span></a>
-</span><span id="D4xdata.plot_residuals-2667"><a href="#D4xdata.plot_residuals-2667"><span class="linenos">2667</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2668"><a href="#D4xdata.plot_residuals-2668"><span class="linenos">2668</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2669"><a href="#D4xdata.plot_residuals-2669"><span class="linenos">2669</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
-</span><span id="D4xdata.plot_residuals-2670"><a href="#D4xdata.plot_residuals-2670"><span class="linenos">2670</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2671"><a href="#D4xdata.plot_residuals-2671"><span class="linenos">2671</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
-</span><span id="D4xdata.plot_residuals-2672"><a href="#D4xdata.plot_residuals-2672"><span class="linenos">2672</span></a>		
-</span><span id="D4xdata.plot_residuals-2673"><a href="#D4xdata.plot_residuals-2673"><span class="linenos">2673</span></a>		<span class="c1"># Layout</span>
-</span><span id="D4xdata.plot_residuals-2674"><a href="#D4xdata.plot_residuals-2674"><span class="linenos">2674</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2675"><a href="#D4xdata.plot_residuals-2675"><span class="linenos">2675</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2676"><a href="#D4xdata.plot_residuals-2676"><span class="linenos">2676</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2677"><a href="#D4xdata.plot_residuals-2677"><span class="linenos">2677</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2678"><a href="#D4xdata.plot_residuals-2678"><span class="linenos">2678</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2679"><a href="#D4xdata.plot_residuals-2679"><span class="linenos">2679</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2680"><a href="#D4xdata.plot_residuals-2680"><span class="linenos">2680</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2681"><a href="#D4xdata.plot_residuals-2681"><span class="linenos">2681</span></a>		
-</span><span id="D4xdata.plot_residuals-2682"><a href="#D4xdata.plot_residuals-2682"><span class="linenos">2682</span></a>		<span class="c1"># Colors</span>
-</span><span id="D4xdata.plot_residuals-2683"><a href="#D4xdata.plot_residuals-2683"><span class="linenos">2683</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2684"><a href="#D4xdata.plot_residuals-2684"><span class="linenos">2684</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2685"><a href="#D4xdata.plot_residuals-2685"><span class="linenos">2685</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2686"><a href="#D4xdata.plot_residuals-2686"><span class="linenos">2686</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2687"><a href="#D4xdata.plot_residuals-2687"><span class="linenos">2687</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2688"><a href="#D4xdata.plot_residuals-2688"><span class="linenos">2688</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
-</span><span id="D4xdata.plot_residuals-2689"><a href="#D4xdata.plot_residuals-2689"><span class="linenos">2689</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2690"><a href="#D4xdata.plot_residuals-2690"><span class="linenos">2690</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="D4xdata.plot_residuals-2691"><a href="#D4xdata.plot_residuals-2691"><span class="linenos">2691</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2692"><a href="#D4xdata.plot_residuals-2692"><span class="linenos">2692</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="D4xdata.plot_residuals-2693"><a href="#D4xdata.plot_residuals-2693"><span class="linenos">2693</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2694"><a href="#D4xdata.plot_residuals-2694"><span class="linenos">2694</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
-</span><span id="D4xdata.plot_residuals-2695"><a href="#D4xdata.plot_residuals-2695"><span class="linenos">2695</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2696"><a href="#D4xdata.plot_residuals-2696"><span class="linenos">2696</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2697"><a href="#D4xdata.plot_residuals-2697"><span class="linenos">2697</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
-</span><span id="D4xdata.plot_residuals-2698"><a href="#D4xdata.plot_residuals-2698"><span class="linenos">2698</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2699"><a href="#D4xdata.plot_residuals-2699"><span class="linenos">2699</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
-</span><span id="D4xdata.plot_residuals-2700"><a href="#D4xdata.plot_residuals-2700"><span class="linenos">2700</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2701"><a href="#D4xdata.plot_residuals-2701"><span class="linenos">2701</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
-</span><span id="D4xdata.plot_residuals-2702"><a href="#D4xdata.plot_residuals-2702"><span class="linenos">2702</span></a>
-</span><span id="D4xdata.plot_residuals-2703"><a href="#D4xdata.plot_residuals-2703"><span class="linenos">2703</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2704"><a href="#D4xdata.plot_residuals-2704"><span class="linenos">2704</span></a>		
-</span><span id="D4xdata.plot_residuals-2705"><a href="#D4xdata.plot_residuals-2705"><span class="linenos">2705</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2706"><a href="#D4xdata.plot_residuals-2706"><span class="linenos">2706</span></a>
-</span><span id="D4xdata.plot_residuals-2707"><a href="#D4xdata.plot_residuals-2707"><span class="linenos">2707</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
-</span><span id="D4xdata.plot_residuals-2708"><a href="#D4xdata.plot_residuals-2708"><span class="linenos">2708</span></a>
-</span><span id="D4xdata.plot_residuals-2709"><a href="#D4xdata.plot_residuals-2709"><span class="linenos">2709</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.plot_residuals-2710"><a href="#D4xdata.plot_residuals-2710"><span class="linenos">2710</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="D4xdata.plot_residuals-2711"><a href="#D4xdata.plot_residuals-2711"><span class="linenos">2711</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
-</span><span id="D4xdata.plot_residuals-2712"><a href="#D4xdata.plot_residuals-2712"><span class="linenos">2712</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata.plot_residuals-2713"><a href="#D4xdata.plot_residuals-2713"><span class="linenos">2713</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="D4xdata.plot_residuals-2714"><a href="#D4xdata.plot_residuals-2714"><span class="linenos">2714</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="D4xdata.plot_residuals-2715"><a href="#D4xdata.plot_residuals-2715"><span class="linenos">2715</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
-</span><span id="D4xdata.plot_residuals-2716"><a href="#D4xdata.plot_residuals-2716"><span class="linenos">2716</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D4xdata.plot_residuals-2717"><a href="#D4xdata.plot_residuals-2717"><span class="linenos">2717</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2718"><a href="#D4xdata.plot_residuals-2718"><span class="linenos">2718</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
-</span><span id="D4xdata.plot_residuals-2719"><a href="#D4xdata.plot_residuals-2719"><span class="linenos">2719</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_residuals-2720"><a href="#D4xdata.plot_residuals-2720"><span class="linenos">2720</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2721"><a href="#D4xdata.plot_residuals-2721"><span class="linenos">2721</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
-</span><span id="D4xdata.plot_residuals-2722"><a href="#D4xdata.plot_residuals-2722"><span class="linenos">2722</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="D4xdata.plot_residuals-2723"><a href="#D4xdata.plot_residuals-2723"><span class="linenos">2723</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
-</span><span id="D4xdata.plot_residuals-2724"><a href="#D4xdata.plot_residuals-2724"><span class="linenos">2724</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2725"><a href="#D4xdata.plot_residuals-2725"><span class="linenos">2725</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
-</span><span id="D4xdata.plot_residuals-2726"><a href="#D4xdata.plot_residuals-2726"><span class="linenos">2726</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2727"><a href="#D4xdata.plot_residuals-2727"><span class="linenos">2727</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2728"><a href="#D4xdata.plot_residuals-2728"><span class="linenos">2728</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="D4xdata.plot_residuals-2729"><a href="#D4xdata.plot_residuals-2729"><span class="linenos">2729</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2730"><a href="#D4xdata.plot_residuals-2730"><span class="linenos">2730</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="D4xdata.plot_residuals-2731"><a href="#D4xdata.plot_residuals-2731"><span class="linenos">2731</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
-</span><span id="D4xdata.plot_residuals-2732"><a href="#D4xdata.plot_residuals-2732"><span class="linenos">2732</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2733"><a href="#D4xdata.plot_residuals-2733"><span class="linenos">2733</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2734"><a href="#D4xdata.plot_residuals-2734"><span class="linenos">2734</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2735"><a href="#D4xdata.plot_residuals-2735"><span class="linenos">2735</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
-</span><span id="D4xdata.plot_residuals-2736"><a href="#D4xdata.plot_residuals-2736"><span class="linenos">2736</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2737"><a href="#D4xdata.plot_residuals-2737"><span class="linenos">2737</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2738"><a href="#D4xdata.plot_residuals-2738"><span class="linenos">2738</span></a>				<span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2739"><a href="#D4xdata.plot_residuals-2739"><span class="linenos">2739</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2740"><a href="#D4xdata.plot_residuals-2740"><span class="linenos">2740</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
-</span><span id="D4xdata.plot_residuals-2741"><a href="#D4xdata.plot_residuals-2741"><span class="linenos">2741</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2742"><a href="#D4xdata.plot_residuals-2742"><span class="linenos">2742</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
-</span><span id="D4xdata.plot_residuals-2743"><a href="#D4xdata.plot_residuals-2743"><span class="linenos">2743</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_residuals-2744"><a href="#D4xdata.plot_residuals-2744"><span class="linenos">2744</span></a>
-</span><span id="D4xdata.plot_residuals-2745"><a href="#D4xdata.plot_residuals-2745"><span class="linenos">2745</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2746"><a href="#D4xdata.plot_residuals-2746"><span class="linenos">2746</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2747"><a href="#D4xdata.plot_residuals-2747"><span class="linenos">2747</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
-</span><span id="D4xdata.plot_residuals-2748"><a href="#D4xdata.plot_residuals-2748"><span class="linenos">2748</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2749"><a href="#D4xdata.plot_residuals-2749"><span class="linenos">2749</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2750"><a href="#D4xdata.plot_residuals-2750"><span class="linenos">2750</span></a>
-</span><span id="D4xdata.plot_residuals-2751"><a href="#D4xdata.plot_residuals-2751"><span class="linenos">2751</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata.plot_residuals-2752"><a href="#D4xdata.plot_residuals-2752"><span class="linenos">2752</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2753"><a href="#D4xdata.plot_residuals-2753"><span class="linenos">2753</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_residuals-2754"><a href="#D4xdata.plot_residuals-2754"><span class="linenos">2754</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2755"><a href="#D4xdata.plot_residuals-2755"><span class="linenos">2755</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="D4xdata.plot_residuals-2756"><a href="#D4xdata.plot_residuals-2756"><span class="linenos">2756</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
-</span><span id="D4xdata.plot_residuals-2757"><a href="#D4xdata.plot_residuals-2757"><span class="linenos">2757</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2758"><a href="#D4xdata.plot_residuals-2758"><span class="linenos">2758</span></a>				<span class="n">s</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2759"><a href="#D4xdata.plot_residuals-2759"><span class="linenos">2759</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2760"><a href="#D4xdata.plot_residuals-2760"><span class="linenos">2760</span></a>				<span class="o">**</span><span class="p">(</span>
-</span><span id="D4xdata.plot_residuals-2761"><a href="#D4xdata.plot_residuals-2761"><span class="linenos">2761</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2762"><a href="#D4xdata.plot_residuals-2762"><span class="linenos">2762</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
-</span><span id="D4xdata.plot_residuals-2763"><a href="#D4xdata.plot_residuals-2763"><span class="linenos">2763</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2764"><a href="#D4xdata.plot_residuals-2764"><span class="linenos">2764</span></a>					<span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2765"><a href="#D4xdata.plot_residuals-2765"><span class="linenos">2765</span></a>				<span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2766"><a href="#D4xdata.plot_residuals-2766"><span class="linenos">2766</span></a>
-</span><span id="D4xdata.plot_residuals-2767"><a href="#D4xdata.plot_residuals-2767"><span class="linenos">2767</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2768"><a href="#D4xdata.plot_residuals-2768"><span class="linenos">2768</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2769"><a href="#D4xdata.plot_residuals-2769"><span class="linenos">2769</span></a>
-</span><span id="D4xdata.plot_residuals-2770"><a href="#D4xdata.plot_residuals-2770"><span class="linenos">2770</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2771"><a href="#D4xdata.plot_residuals-2771"><span class="linenos">2771</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="D4xdata.plot_residuals-2772"><a href="#D4xdata.plot_residuals-2772"><span class="linenos">2772</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
-</span><span id="D4xdata.plot_residuals-2773"><a href="#D4xdata.plot_residuals-2773"><span class="linenos">2773</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata.plot_residuals-2774"><a href="#D4xdata.plot_residuals-2774"><span class="linenos">2774</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
-</span><span id="D4xdata.plot_residuals-2775"><a href="#D4xdata.plot_residuals-2775"><span class="linenos">2775</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="D4xdata.plot_residuals-2776"><a href="#D4xdata.plot_residuals-2776"><span class="linenos">2776</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2777"><a href="#D4xdata.plot_residuals-2777"><span class="linenos">2777</span></a>
-</span><span id="D4xdata.plot_residuals-2778"><a href="#D4xdata.plot_residuals-2778"><span class="linenos">2778</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2779"><a href="#D4xdata.plot_residuals-2779"><span class="linenos">2779</span></a>
-</span><span id="D4xdata.plot_residuals-2780"><a href="#D4xdata.plot_residuals-2780"><span class="linenos">2780</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2781"><a href="#D4xdata.plot_residuals-2781"><span class="linenos">2781</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
-</span><span id="D4xdata.plot_residuals-2782"><a href="#D4xdata.plot_residuals-2782"><span class="linenos">2782</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="D4xdata.plot_residuals-2783"><a href="#D4xdata.plot_residuals-2783"><span class="linenos">2783</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
-</span><span id="D4xdata.plot_residuals-2784"><a href="#D4xdata.plot_residuals-2784"><span class="linenos">2784</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="D4xdata.plot_residuals-2785"><a href="#D4xdata.plot_residuals-2785"><span class="linenos">2785</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2786"><a href="#D4xdata.plot_residuals-2786"><span class="linenos">2786</span></a>
-</span><span id="D4xdata.plot_residuals-2787"><a href="#D4xdata.plot_residuals-2787"><span class="linenos">2787</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2788"><a href="#D4xdata.plot_residuals-2788"><span class="linenos">2788</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
-</span><span id="D4xdata.plot_residuals-2789"><a href="#D4xdata.plot_residuals-2789"><span class="linenos">2789</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
-</span><span id="D4xdata.plot_residuals-2790"><a href="#D4xdata.plot_residuals-2790"><span class="linenos">2790</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
-</span><span id="D4xdata.plot_residuals-2791"><a href="#D4xdata.plot_residuals-2791"><span class="linenos">2791</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
-</span><span id="D4xdata.plot_residuals-2792"><a href="#D4xdata.plot_residuals-2792"><span class="linenos">2792</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2793"><a href="#D4xdata.plot_residuals-2793"><span class="linenos">2793</span></a>
-</span><span id="D4xdata.plot_residuals-2794"><a href="#D4xdata.plot_residuals-2794"><span class="linenos">2794</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2795"><a href="#D4xdata.plot_residuals-2795"><span class="linenos">2795</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2796"><a href="#D4xdata.plot_residuals-2796"><span class="linenos">2796</span></a>		<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2797"><a href="#D4xdata.plot_residuals-2797"><span class="linenos">2797</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2798"><a href="#D4xdata.plot_residuals-2798"><span class="linenos">2798</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2799"><a href="#D4xdata.plot_residuals-2799"><span class="linenos">2799</span></a>
-</span><span id="D4xdata.plot_residuals-2800"><a href="#D4xdata.plot_residuals-2800"><span class="linenos">2800</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2801"><a href="#D4xdata.plot_residuals-2801"><span class="linenos">2801</span></a>
-</span><span id="D4xdata.plot_residuals-2802"><a href="#D4xdata.plot_residuals-2802"><span class="linenos">2802</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2803"><a href="#D4xdata.plot_residuals-2803"><span class="linenos">2803</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata.plot_residuals-2804"><a href="#D4xdata.plot_residuals-2804"><span class="linenos">2804</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_residuals-2662"><a href="#D4xdata.plot_residuals-2662"><span class="linenos">2662</span></a>	<span class="k">def</span> <span class="nf">plot_residuals</span><span class="p">(</span>
+</span><span id="D4xdata.plot_residuals-2663"><a href="#D4xdata.plot_residuals-2663"><span class="linenos">2663</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2664"><a href="#D4xdata.plot_residuals-2664"><span class="linenos">2664</span></a>		<span class="n">kde</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2665"><a href="#D4xdata.plot_residuals-2665"><span class="linenos">2665</span></a>		<span class="n">hist</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2666"><a href="#D4xdata.plot_residuals-2666"><span class="linenos">2666</span></a>		<span class="n">binwidth</span> <span class="o">=</span> <span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2667"><a href="#D4xdata.plot_residuals-2667"><span class="linenos">2667</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2668"><a href="#D4xdata.plot_residuals-2668"><span class="linenos">2668</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2669"><a href="#D4xdata.plot_residuals-2669"><span class="linenos">2669</span></a>		<span class="n">highlight</span> <span class="o">=</span> <span class="p">[],</span>
+</span><span id="D4xdata.plot_residuals-2670"><a href="#D4xdata.plot_residuals-2670"><span class="linenos">2670</span></a>		<span class="n">colors</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2671"><a href="#D4xdata.plot_residuals-2671"><span class="linenos">2671</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2672"><a href="#D4xdata.plot_residuals-2672"><span class="linenos">2672</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2673"><a href="#D4xdata.plot_residuals-2673"><span class="linenos">2673</span></a>		<span class="n">yspan</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2674"><a href="#D4xdata.plot_residuals-2674"><span class="linenos">2674</span></a>		<span class="p">):</span>
+</span><span id="D4xdata.plot_residuals-2675"><a href="#D4xdata.plot_residuals-2675"><span class="linenos">2675</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_residuals-2676"><a href="#D4xdata.plot_residuals-2676"><span class="linenos">2676</span></a><span class="sd">		Plot residuals of each analysis as a function of time (actually, as a function of</span>
+</span><span id="D4xdata.plot_residuals-2677"><a href="#D4xdata.plot_residuals-2677"><span class="linenos">2677</span></a><span class="sd">		the order of analyses in the `D4xdata` object)</span>
+</span><span id="D4xdata.plot_residuals-2678"><a href="#D4xdata.plot_residuals-2678"><span class="linenos">2678</span></a>
+</span><span id="D4xdata.plot_residuals-2679"><a href="#D4xdata.plot_residuals-2679"><span class="linenos">2679</span></a><span class="sd">		+ `kde`: whether to add a kernel density estimate of residuals</span>
+</span><span id="D4xdata.plot_residuals-2680"><a href="#D4xdata.plot_residuals-2680"><span class="linenos">2680</span></a><span class="sd">		+ `hist`: whether to add a histogram of residuals (incompatible with `kde`)</span>
+</span><span id="D4xdata.plot_residuals-2681"><a href="#D4xdata.plot_residuals-2681"><span class="linenos">2681</span></a><span class="sd">		+ `histbins`: specify bin edges for the histogram</span>
+</span><span id="D4xdata.plot_residuals-2682"><a href="#D4xdata.plot_residuals-2682"><span class="linenos">2682</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="D4xdata.plot_residuals-2683"><a href="#D4xdata.plot_residuals-2683"><span class="linenos">2683</span></a><span class="sd">		+ `highlight`: a list of samples to highlight</span>
+</span><span id="D4xdata.plot_residuals-2684"><a href="#D4xdata.plot_residuals-2684"><span class="linenos">2684</span></a><span class="sd">		+ `colors`: a dict of `{&lt;sample&gt;: &lt;color&gt;}` for all samples</span>
+</span><span id="D4xdata.plot_residuals-2685"><a href="#D4xdata.plot_residuals-2685"><span class="linenos">2685</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata.plot_residuals-2686"><a href="#D4xdata.plot_residuals-2686"><span class="linenos">2686</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata.plot_residuals-2687"><a href="#D4xdata.plot_residuals-2687"><span class="linenos">2687</span></a><span class="sd">		+ `yspan`: factor controlling the range of y values shown in plot</span>
+</span><span id="D4xdata.plot_residuals-2688"><a href="#D4xdata.plot_residuals-2688"><span class="linenos">2688</span></a><span class="sd">		  (by default: `yspan = 1.5 if kde else 1.0`)</span>
+</span><span id="D4xdata.plot_residuals-2689"><a href="#D4xdata.plot_residuals-2689"><span class="linenos">2689</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_residuals-2690"><a href="#D4xdata.plot_residuals-2690"><span class="linenos">2690</span></a>		
+</span><span id="D4xdata.plot_residuals-2691"><a href="#D4xdata.plot_residuals-2691"><span class="linenos">2691</span></a>		<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">ticker</span>
+</span><span id="D4xdata.plot_residuals-2692"><a href="#D4xdata.plot_residuals-2692"><span class="linenos">2692</span></a>
+</span><span id="D4xdata.plot_residuals-2693"><a href="#D4xdata.plot_residuals-2693"><span class="linenos">2693</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2694"><a href="#D4xdata.plot_residuals-2694"><span class="linenos">2694</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2695"><a href="#D4xdata.plot_residuals-2695"><span class="linenos">2695</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.5</span>
+</span><span id="D4xdata.plot_residuals-2696"><a href="#D4xdata.plot_residuals-2696"><span class="linenos">2696</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2697"><a href="#D4xdata.plot_residuals-2697"><span class="linenos">2697</span></a>				<span class="n">yspan</span> <span class="o">=</span> <span class="mf">1.0</span>
+</span><span id="D4xdata.plot_residuals-2698"><a href="#D4xdata.plot_residuals-2698"><span class="linenos">2698</span></a>		
+</span><span id="D4xdata.plot_residuals-2699"><a href="#D4xdata.plot_residuals-2699"><span class="linenos">2699</span></a>		<span class="c1"># Layout</span>
+</span><span id="D4xdata.plot_residuals-2700"><a href="#D4xdata.plot_residuals-2700"><span class="linenos">2700</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span> <span class="k">if</span> <span class="n">figsize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2701"><a href="#D4xdata.plot_residuals-2701"><span class="linenos">2701</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2702"><a href="#D4xdata.plot_residuals-2702"><span class="linenos">2702</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">left</span> <span class="o">=</span> <span class="mf">.08</span><span class="p">,</span> <span class="n">bottom</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">right</span> <span class="o">=</span> <span class="mf">.98</span><span class="p">,</span> <span class="n">top</span> <span class="o">=</span> <span class="mf">.8</span><span class="p">,</span> <span class="n">wspace</span> <span class="o">=</span> <span class="o">-</span><span class="mf">0.72</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2703"><a href="#D4xdata.plot_residuals-2703"><span class="linenos">2703</span></a>			<span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">),</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2704"><a href="#D4xdata.plot_residuals-2704"><span class="linenos">2704</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2705"><a href="#D4xdata.plot_residuals-2705"><span class="linenos">2705</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="mf">.08</span><span class="p">,</span><span class="mf">.05</span><span class="p">,</span><span class="mf">.78</span><span class="p">,</span><span class="mf">.8</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2706"><a href="#D4xdata.plot_residuals-2706"><span class="linenos">2706</span></a>			<span class="n">ax1</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2707"><a href="#D4xdata.plot_residuals-2707"><span class="linenos">2707</span></a>		
+</span><span id="D4xdata.plot_residuals-2708"><a href="#D4xdata.plot_residuals-2708"><span class="linenos">2708</span></a>		<span class="c1"># Colors</span>
+</span><span id="D4xdata.plot_residuals-2709"><a href="#D4xdata.plot_residuals-2709"><span class="linenos">2709</span></a>		<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2710"><a href="#D4xdata.plot_residuals-2710"><span class="linenos">2710</span></a>		<span class="k">if</span> <span class="n">colors</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2711"><a href="#D4xdata.plot_residuals-2711"><span class="linenos">2711</span></a>			<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2712"><a href="#D4xdata.plot_residuals-2712"><span class="linenos">2712</span></a>				<span class="n">Nh</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">highlight</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2713"><a href="#D4xdata.plot_residuals-2713"><span class="linenos">2713</span></a>				<span class="k">if</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2714"><a href="#D4xdata.plot_residuals-2714"><span class="linenos">2714</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">highlight</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)}</span>
+</span><span id="D4xdata.plot_residuals-2715"><a href="#D4xdata.plot_residuals-2715"><span class="linenos">2715</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2716"><a href="#D4xdata.plot_residuals-2716"><span class="linenos">2716</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="D4xdata.plot_residuals-2717"><a href="#D4xdata.plot_residuals-2717"><span class="linenos">2717</span></a>				<span class="k">elif</span> <span class="n">Nh</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2718"><a href="#D4xdata.plot_residuals-2718"><span class="linenos">2718</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">highlight</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="D4xdata.plot_residuals-2719"><a href="#D4xdata.plot_residuals-2719"><span class="linenos">2719</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2720"><a href="#D4xdata.plot_residuals-2720"><span class="linenos">2720</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">Nh</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">highlight</span><span class="p">)}</span>
+</span><span id="D4xdata.plot_residuals-2721"><a href="#D4xdata.plot_residuals-2721"><span class="linenos">2721</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2722"><a href="#D4xdata.plot_residuals-2722"><span class="linenos">2722</span></a>				<span class="k">if</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2723"><a href="#D4xdata.plot_residuals-2723"><span class="linenos">2723</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">)])}</span>
+</span><span id="D4xdata.plot_residuals-2724"><a href="#D4xdata.plot_residuals-2724"><span class="linenos">2724</span></a>				<span class="k">elif</span> <span class="n">N</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2725"><a href="#D4xdata.plot_residuals-2725"><span class="linenos">2725</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">c</span> <span class="k">for</span> <span class="n">a</span><span class="p">,</span><span class="n">c</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.75</span><span class="p">)])}</span>
+</span><span id="D4xdata.plot_residuals-2726"><a href="#D4xdata.plot_residuals-2726"><span class="linenos">2726</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2727"><a href="#D4xdata.plot_residuals-2727"><span class="linenos">2727</span></a>					<span class="n">colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">a</span><span class="p">:</span> <span class="n">hls_to_rgb</span><span class="p">(</span><span class="n">k</span><span class="o">/</span><span class="n">N</span><span class="p">,</span> <span class="mf">.4</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">a</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">)}</span>
+</span><span id="D4xdata.plot_residuals-2728"><a href="#D4xdata.plot_residuals-2728"><span class="linenos">2728</span></a>
+</span><span id="D4xdata.plot_residuals-2729"><a href="#D4xdata.plot_residuals-2729"><span class="linenos">2729</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2730"><a href="#D4xdata.plot_residuals-2730"><span class="linenos">2730</span></a>		
+</span><span id="D4xdata.plot_residuals-2731"><a href="#D4xdata.plot_residuals-2731"><span class="linenos">2731</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">0.75</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2732"><a href="#D4xdata.plot_residuals-2732"><span class="linenos">2732</span></a>
+</span><span id="D4xdata.plot_residuals-2733"><a href="#D4xdata.plot_residuals-2733"><span class="linenos">2733</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;$</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">+.0f</span><span class="si">}</span><span class="s1">$&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="s1">&#39;$0$&#39;</span><span class="p">))</span>
+</span><span id="D4xdata.plot_residuals-2734"><a href="#D4xdata.plot_residuals-2734"><span class="linenos">2734</span></a>
+</span><span id="D4xdata.plot_residuals-2735"><a href="#D4xdata.plot_residuals-2735"><span class="linenos">2735</span></a>		<span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.plot_residuals-2736"><a href="#D4xdata.plot_residuals-2736"><span class="linenos">2736</span></a>		<span class="n">x1</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="D4xdata.plot_residuals-2737"><a href="#D4xdata.plot_residuals-2737"><span class="linenos">2737</span></a><span class="c1"># 		ymax = np.max([1e3 * (r[&#39;D47&#39;] - self.samples[r[&#39;Sample&#39;]][&#39;D47&#39;]) for r in self])</span>
+</span><span id="D4xdata.plot_residuals-2738"><a href="#D4xdata.plot_residuals-2738"><span class="linenos">2738</span></a>		<span class="n">x_sessions</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata.plot_residuals-2739"><a href="#D4xdata.plot_residuals-2739"><span class="linenos">2739</span></a>		<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="D4xdata.plot_residuals-2740"><a href="#D4xdata.plot_residuals-2740"><span class="linenos">2740</span></a>		<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">False</span>
+</span><span id="D4xdata.plot_residuals-2741"><a href="#D4xdata.plot_residuals-2741"><span class="linenos">2741</span></a>		<span class="n">multiplets</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+</span><span id="D4xdata.plot_residuals-2742"><a href="#D4xdata.plot_residuals-2742"><span class="linenos">2742</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D4xdata.plot_residuals-2743"><a href="#D4xdata.plot_residuals-2743"><span class="linenos">2743</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="n">session</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2744"><a href="#D4xdata.plot_residuals-2744"><span class="linenos">2744</span></a>				<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span><span class="o">-</span><span class="mi">1</span>
+</span><span id="D4xdata.plot_residuals-2745"><a href="#D4xdata.plot_residuals-2745"><span class="linenos">2745</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_residuals-2746"><a href="#D4xdata.plot_residuals-2746"><span class="linenos">2746</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">k</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2747"><a href="#D4xdata.plot_residuals-2747"><span class="linenos">2747</span></a>				<span class="n">session</span> <span class="o">=</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span>
+</span><span id="D4xdata.plot_residuals-2748"><a href="#D4xdata.plot_residuals-2748"><span class="linenos">2748</span></a>				<span class="n">x1</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="D4xdata.plot_residuals-2749"><a href="#D4xdata.plot_residuals-2749"><span class="linenos">2749</span></a>			<span class="n">singlet</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">1</span>
+</span><span id="D4xdata.plot_residuals-2750"><a href="#D4xdata.plot_residuals-2750"><span class="linenos">2750</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2751"><a href="#D4xdata.plot_residuals-2751"><span class="linenos">2751</span></a>				<span class="n">multiplets</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">])</span>
+</span><span id="D4xdata.plot_residuals-2752"><a href="#D4xdata.plot_residuals-2752"><span class="linenos">2752</span></a>			<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2753"><a href="#D4xdata.plot_residuals-2753"><span class="linenos">2753</span></a>				<span class="k">if</span> <span class="n">singlet</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2754"><a href="#D4xdata.plot_residuals-2754"><span class="linenos">2754</span></a>					<span class="n">one_or_more_singlets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="D4xdata.plot_residuals-2755"><a href="#D4xdata.plot_residuals-2755"><span class="linenos">2755</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2756"><a href="#D4xdata.plot_residuals-2756"><span class="linenos">2756</span></a>					<span class="n">one_or_more_multiplets</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="D4xdata.plot_residuals-2757"><a href="#D4xdata.plot_residuals-2757"><span class="linenos">2757</span></a>			<span class="n">kw</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
+</span><span id="D4xdata.plot_residuals-2758"><a href="#D4xdata.plot_residuals-2758"><span class="linenos">2758</span></a>				<span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="s1">&#39;+&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2759"><a href="#D4xdata.plot_residuals-2759"><span class="linenos">2759</span></a>				<span class="n">ms</span> <span class="o">=</span> <span class="mi">4</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">5</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2760"><a href="#D4xdata.plot_residuals-2760"><span class="linenos">2760</span></a>				<span class="n">ls</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2761"><a href="#D4xdata.plot_residuals-2761"><span class="linenos">2761</span></a>				<span class="n">mec</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">colors</span> <span class="k">else</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
+</span><span id="D4xdata.plot_residuals-2762"><a href="#D4xdata.plot_residuals-2762"><span class="linenos">2762</span></a>				<span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2763"><a href="#D4xdata.plot_residuals-2763"><span class="linenos">2763</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="k">if</span> <span class="n">singlet</span> <span class="k">else</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2764"><a href="#D4xdata.plot_residuals-2764"><span class="linenos">2764</span></a>				<span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2765"><a href="#D4xdata.plot_residuals-2765"><span class="linenos">2765</span></a>			<span class="k">if</span> <span class="n">highlight</span> <span class="ow">and</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">highlight</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2766"><a href="#D4xdata.plot_residuals-2766"><span class="linenos">2766</span></a>				<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.2</span>
+</span><span id="D4xdata.plot_residuals-2767"><a href="#D4xdata.plot_residuals-2767"><span class="linenos">2767</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2768"><a href="#D4xdata.plot_residuals-2768"><span class="linenos">2768</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="n">k</span>
+</span><span id="D4xdata.plot_residuals-2769"><a href="#D4xdata.plot_residuals-2769"><span class="linenos">2769</span></a>		<span class="n">x_sessions</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_residuals-2770"><a href="#D4xdata.plot_residuals-2770"><span class="linenos">2770</span></a>
+</span><span id="D4xdata.plot_residuals-2771"><a href="#D4xdata.plot_residuals-2771"><span class="linenos">2771</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2772"><a href="#D4xdata.plot_residuals-2772"><span class="linenos">2772</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axhspan</span><span class="p">(</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.05</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2773"><a href="#D4xdata.plot_residuals-2773"><span class="linenos">2773</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">):</span>
+</span><span id="D4xdata.plot_residuals-2774"><a href="#D4xdata.plot_residuals-2774"><span class="linenos">2774</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2775"><a href="#D4xdata.plot_residuals-2775"><span class="linenos">2775</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">9</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2776"><a href="#D4xdata.plot_residuals-2776"><span class="linenos">2776</span></a>
+</span><span id="D4xdata.plot_residuals-2777"><a href="#D4xdata.plot_residuals-2777"><span class="linenos">2777</span></a>		<span class="n">xmin</span><span class="p">,</span> <span class="n">xmax</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata.plot_residuals-2778"><a href="#D4xdata.plot_residuals-2778"><span class="linenos">2778</span></a>		<span class="k">if</span> <span class="n">yspan</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2779"><a href="#D4xdata.plot_residuals-2779"><span class="linenos">2779</span></a>			<span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">=</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">-</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">ymin</span> <span class="o">+</span> <span class="n">ymax</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span> <span class="o">+</span> <span class="n">yspan</span> <span class="o">*</span> <span class="p">(</span><span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_residuals-2780"><a href="#D4xdata.plot_residuals-2780"><span class="linenos">2780</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">x_sessions</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2781"><a href="#D4xdata.plot_residuals-2781"><span class="linenos">2781</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="D4xdata.plot_residuals-2782"><a href="#D4xdata.plot_residuals-2782"><span class="linenos">2782</span></a>				<span class="n">x_sessions</span><span class="p">[</span><span class="n">s</span><span class="p">],</span>
+</span><span id="D4xdata.plot_residuals-2783"><a href="#D4xdata.plot_residuals-2783"><span class="linenos">2783</span></a>				<span class="n">ymax</span> <span class="o">+</span><span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2784"><a href="#D4xdata.plot_residuals-2784"><span class="linenos">2784</span></a>				<span class="n">s</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2785"><a href="#D4xdata.plot_residuals-2785"><span class="linenos">2785</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2786"><a href="#D4xdata.plot_residuals-2786"><span class="linenos">2786</span></a>				<span class="o">**</span><span class="p">(</span>
+</span><span id="D4xdata.plot_residuals-2787"><a href="#D4xdata.plot_residuals-2787"><span class="linenos">2787</span></a>					<span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2788"><a href="#D4xdata.plot_residuals-2788"><span class="linenos">2788</span></a>					<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span> <span class="o">&gt;</span> <span class="p">(</span><span class="mf">0.15</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+</span><span id="D4xdata.plot_residuals-2789"><a href="#D4xdata.plot_residuals-2789"><span class="linenos">2789</span></a>					<span class="k">else</span> <span class="nb">dict</span><span class="p">(</span><span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2790"><a href="#D4xdata.plot_residuals-2790"><span class="linenos">2790</span></a>					<span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2791"><a href="#D4xdata.plot_residuals-2791"><span class="linenos">2791</span></a>				<span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2792"><a href="#D4xdata.plot_residuals-2792"><span class="linenos">2792</span></a>
+</span><span id="D4xdata.plot_residuals-2793"><a href="#D4xdata.plot_residuals-2793"><span class="linenos">2793</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2794"><a href="#D4xdata.plot_residuals-2794"><span class="linenos">2794</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2795"><a href="#D4xdata.plot_residuals-2795"><span class="linenos">2795</span></a>
+</span><span id="D4xdata.plot_residuals-2796"><a href="#D4xdata.plot_residuals-2796"><span class="linenos">2796</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2797"><a href="#D4xdata.plot_residuals-2797"><span class="linenos">2797</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="D4xdata.plot_residuals-2798"><a href="#D4xdata.plot_residuals-2798"><span class="linenos">2798</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">5</span>
+</span><span id="D4xdata.plot_residuals-2799"><a href="#D4xdata.plot_residuals-2799"><span class="linenos">2799</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata.plot_residuals-2800"><a href="#D4xdata.plot_residuals-2800"><span class="linenos">2800</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">s</span>
+</span><span id="D4xdata.plot_residuals-2801"><a href="#D4xdata.plot_residuals-2801"><span class="linenos">2801</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="D4xdata.plot_residuals-2802"><a href="#D4xdata.plot_residuals-2802"><span class="linenos">2802</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2803"><a href="#D4xdata.plot_residuals-2803"><span class="linenos">2803</span></a>
+</span><span id="D4xdata.plot_residuals-2804"><a href="#D4xdata.plot_residuals-2804"><span class="linenos">2804</span></a>		<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;mec&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
 </span><span id="D4xdata.plot_residuals-2805"><a href="#D4xdata.plot_residuals-2805"><span class="linenos">2805</span></a>
-</span><span id="D4xdata.plot_residuals-2806"><a href="#D4xdata.plot_residuals-2806"><span class="linenos">2806</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2807"><a href="#D4xdata.plot_residuals-2807"><span class="linenos">2807</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2808"><a href="#D4xdata.plot_residuals-2808"><span class="linenos">2808</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
-</span><span id="D4xdata.plot_residuals-2809"><a href="#D4xdata.plot_residuals-2809"><span class="linenos">2809</span></a>
-</span><span id="D4xdata.plot_residuals-2810"><a href="#D4xdata.plot_residuals-2810"><span class="linenos">2810</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2811"><a href="#D4xdata.plot_residuals-2811"><span class="linenos">2811</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
-</span><span id="D4xdata.plot_residuals-2812"><a href="#D4xdata.plot_residuals-2812"><span class="linenos">2812</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2813"><a href="#D4xdata.plot_residuals-2813"><span class="linenos">2813</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2814"><a href="#D4xdata.plot_residuals-2814"><span class="linenos">2814</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-</span><span id="D4xdata.plot_residuals-2815"><a href="#D4xdata.plot_residuals-2815"><span class="linenos">2815</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
-</span><span id="D4xdata.plot_residuals-2816"><a href="#D4xdata.plot_residuals-2816"><span class="linenos">2816</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2817"><a href="#D4xdata.plot_residuals-2817"><span class="linenos">2817</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
-</span><span id="D4xdata.plot_residuals-2818"><a href="#D4xdata.plot_residuals-2818"><span class="linenos">2818</span></a>					<span class="n">X</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2819"><a href="#D4xdata.plot_residuals-2819"><span class="linenos">2819</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2820"><a href="#D4xdata.plot_residuals-2820"><span class="linenos">2820</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2821"><a href="#D4xdata.plot_residuals-2821"><span class="linenos">2821</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2822"><a href="#D4xdata.plot_residuals-2822"><span class="linenos">2822</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2823"><a href="#D4xdata.plot_residuals-2823"><span class="linenos">2823</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2824"><a href="#D4xdata.plot_residuals-2824"><span class="linenos">2824</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
-</span><span id="D4xdata.plot_residuals-2825"><a href="#D4xdata.plot_residuals-2825"><span class="linenos">2825</span></a>					<span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2826"><a href="#D4xdata.plot_residuals-2826"><span class="linenos">2826</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2827"><a href="#D4xdata.plot_residuals-2827"><span class="linenos">2827</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2828"><a href="#D4xdata.plot_residuals-2828"><span class="linenos">2828</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2829"><a href="#D4xdata.plot_residuals-2829"><span class="linenos">2829</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2830"><a href="#D4xdata.plot_residuals-2830"><span class="linenos">2830</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2831"><a href="#D4xdata.plot_residuals-2831"><span class="linenos">2831</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_residuals-2832"><a href="#D4xdata.plot_residuals-2832"><span class="linenos">2832</span></a>				<span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2833"><a href="#D4xdata.plot_residuals-2833"><span class="linenos">2833</span></a>
-</span><span id="D4xdata.plot_residuals-2834"><a href="#D4xdata.plot_residuals-2834"><span class="linenos">2834</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="D4xdata.plot_residuals-2835"><a href="#D4xdata.plot_residuals-2835"><span class="linenos">2835</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata.plot_residuals-2836"><a href="#D4xdata.plot_residuals-2836"><span class="linenos">2836</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="D4xdata.plot_residuals-2837"><a href="#D4xdata.plot_residuals-2837"><span class="linenos">2837</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
-</span><span id="D4xdata.plot_residuals-2838"><a href="#D4xdata.plot_residuals-2838"><span class="linenos">2838</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2839"><a href="#D4xdata.plot_residuals-2839"><span class="linenos">2839</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2840"><a href="#D4xdata.plot_residuals-2840"><span class="linenos">2840</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2841"><a href="#D4xdata.plot_residuals-2841"><span class="linenos">2841</span></a>
-</span><span id="D4xdata.plot_residuals-2842"><a href="#D4xdata.plot_residuals-2842"><span class="linenos">2842</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
-</span><span id="D4xdata.plot_residuals-2843"><a href="#D4xdata.plot_residuals-2843"><span class="linenos">2843</span></a>
-</span><span id="D4xdata.plot_residuals-2844"><a href="#D4xdata.plot_residuals-2844"><span class="linenos">2844</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata.plot_residuals-2845"><a href="#D4xdata.plot_residuals-2845"><span class="linenos">2845</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2846"><a href="#D4xdata.plot_residuals-2846"><span class="linenos">2846</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2847"><a href="#D4xdata.plot_residuals-2847"><span class="linenos">2847</span></a>			<span class="k">return</span> <span class="n">fig</span>
-</span><span id="D4xdata.plot_residuals-2848"><a href="#D4xdata.plot_residuals-2848"><span class="linenos">2848</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_residuals-2849"><a href="#D4xdata.plot_residuals-2849"><span class="linenos">2849</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
-</span><span id="D4xdata.plot_residuals-2850"><a href="#D4xdata.plot_residuals-2850"><span class="linenos">2850</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="D4xdata.plot_residuals-2851"><a href="#D4xdata.plot_residuals-2851"><span class="linenos">2851</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2806"><a href="#D4xdata.plot_residuals-2806"><span class="linenos">2806</span></a>		<span class="k">if</span> <span class="n">one_or_more_singlets</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2807"><a href="#D4xdata.plot_residuals-2807"><span class="linenos">2807</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
+</span><span id="D4xdata.plot_residuals-2808"><a href="#D4xdata.plot_residuals-2808"><span class="linenos">2808</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="D4xdata.plot_residuals-2809"><a href="#D4xdata.plot_residuals-2809"><span class="linenos">2809</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">.2</span>
+</span><span id="D4xdata.plot_residuals-2810"><a href="#D4xdata.plot_residuals-2810"><span class="linenos">2810</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$=$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_multiplets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="D4xdata.plot_residuals-2811"><a href="#D4xdata.plot_residuals-2811"><span class="linenos">2811</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2812"><a href="#D4xdata.plot_residuals-2812"><span class="linenos">2812</span></a>
+</span><span id="D4xdata.plot_residuals-2813"><a href="#D4xdata.plot_residuals-2813"><span class="linenos">2813</span></a>		<span class="k">if</span> <span class="n">one_or_more_multiplets</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2814"><a href="#D4xdata.plot_residuals-2814"><span class="linenos">2814</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;marker&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;+&#39;</span>
+</span><span id="D4xdata.plot_residuals-2815"><a href="#D4xdata.plot_residuals-2815"><span class="linenos">2815</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;ms&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
+</span><span id="D4xdata.plot_residuals-2816"><a href="#D4xdata.plot_residuals-2816"><span class="linenos">2816</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+</span><span id="D4xdata.plot_residuals-2817"><a href="#D4xdata.plot_residuals-2817"><span class="linenos">2817</span></a>			<span class="n">kw</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;other (N$</span><span class="se">\\</span><span class="s1">,$&gt;$</span><span class="se">\\</span><span class="s1">,$1)&#39;</span> <span class="k">if</span> <span class="n">one_or_more_singlets</span> <span class="k">else</span> <span class="s1">&#39;other&#39;</span>
+</span><span id="D4xdata.plot_residuals-2818"><a href="#D4xdata.plot_residuals-2818"><span class="linenos">2818</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([],</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2819"><a href="#D4xdata.plot_residuals-2819"><span class="linenos">2819</span></a>
+</span><span id="D4xdata.plot_residuals-2820"><a href="#D4xdata.plot_residuals-2820"><span class="linenos">2820</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2821"><a href="#D4xdata.plot_residuals-2821"><span class="linenos">2821</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">9</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2822"><a href="#D4xdata.plot_residuals-2822"><span class="linenos">2822</span></a>		<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2823"><a href="#D4xdata.plot_residuals-2823"><span class="linenos">2823</span></a>			<span class="n">leg</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">bbox_transform</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">transFigure</span><span class="p">,</span> <span class="n">borderaxespad</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2824"><a href="#D4xdata.plot_residuals-2824"><span class="linenos">2824</span></a>		<span class="n">leg</span><span class="o">.</span><span class="n">set_zorder</span><span class="p">(</span><span class="o">-</span><span class="mi">1000</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2825"><a href="#D4xdata.plot_residuals-2825"><span class="linenos">2825</span></a>
+</span><span id="D4xdata.plot_residuals-2826"><a href="#D4xdata.plot_residuals-2826"><span class="linenos">2826</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax1</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2827"><a href="#D4xdata.plot_residuals-2827"><span class="linenos">2827</span></a>
+</span><span id="D4xdata.plot_residuals-2828"><a href="#D4xdata.plot_residuals-2828"><span class="linenos">2828</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Δ$_</span><span class="se">{{</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="se">}}</span><span class="s1">$ residuals (ppm)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2829"><a href="#D4xdata.plot_residuals-2829"><span class="linenos">2829</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata.plot_residuals-2830"><a href="#D4xdata.plot_residuals-2830"><span class="linenos">2830</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">])</span>
+</span><span id="D4xdata.plot_residuals-2831"><a href="#D4xdata.plot_residuals-2831"><span class="linenos">2831</span></a>
+</span><span id="D4xdata.plot_residuals-2832"><a href="#D4xdata.plot_residuals-2832"><span class="linenos">2832</span></a>		<span class="k">if</span> <span class="n">hist</span> <span class="ow">or</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2833"><a href="#D4xdata.plot_residuals-2833"><span class="linenos">2833</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">sca</span><span class="p">(</span><span class="n">ax2</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2834"><a href="#D4xdata.plot_residuals-2834"><span class="linenos">2834</span></a>			<span class="n">X</span> <span class="o">=</span> <span class="mf">1e3</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residual&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">multiplets</span> <span class="ow">or</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">])</span>
+</span><span id="D4xdata.plot_residuals-2835"><a href="#D4xdata.plot_residuals-2835"><span class="linenos">2835</span></a>
+</span><span id="D4xdata.plot_residuals-2836"><a href="#D4xdata.plot_residuals-2836"><span class="linenos">2836</span></a>			<span class="k">if</span> <span class="n">kde</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2837"><a href="#D4xdata.plot_residuals-2837"><span class="linenos">2837</span></a>				<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">gaussian_kde</span>
+</span><span id="D4xdata.plot_residuals-2838"><a href="#D4xdata.plot_residuals-2838"><span class="linenos">2838</span></a>				<span class="n">yi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">,</span> <span class="mi">201</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2839"><a href="#D4xdata.plot_residuals-2839"><span class="linenos">2839</span></a>				<span class="n">xi</span> <span class="o">=</span> <span class="n">gaussian_kde</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">yi</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2840"><a href="#D4xdata.plot_residuals-2840"><span class="linenos">2840</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">fill_betweenx</span><span class="p">(</span><span class="n">yi</span><span class="p">,</span> <span class="n">xi</span><span class="p">,</span> <span class="n">xi</span><span class="o">*</span><span class="mi">0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">.15</span><span class="p">),</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ec</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mf">.75</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+</span><span id="D4xdata.plot_residuals-2841"><a href="#D4xdata.plot_residuals-2841"><span class="linenos">2841</span></a><span class="c1"># 				ppl.plot(xi, yi, &#39;k-&#39;, lw = 1)</span>
+</span><span id="D4xdata.plot_residuals-2842"><a href="#D4xdata.plot_residuals-2842"><span class="linenos">2842</span></a>			<span class="k">elif</span> <span class="n">hist</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2843"><a href="#D4xdata.plot_residuals-2843"><span class="linenos">2843</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span>
+</span><span id="D4xdata.plot_residuals-2844"><a href="#D4xdata.plot_residuals-2844"><span class="linenos">2844</span></a>					<span class="n">X</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2845"><a href="#D4xdata.plot_residuals-2845"><span class="linenos">2845</span></a>					<span class="n">orientation</span> <span class="o">=</span> <span class="s1">&#39;horizontal&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2846"><a href="#D4xdata.plot_residuals-2846"><span class="linenos">2846</span></a>					<span class="n">histtype</span> <span class="o">=</span> <span class="s1">&#39;stepfilled&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2847"><a href="#D4xdata.plot_residuals-2847"><span class="linenos">2847</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.4</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2848"><a href="#D4xdata.plot_residuals-2848"><span class="linenos">2848</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="p">[</span><span class="mf">.25</span><span class="p">]</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2849"><a href="#D4xdata.plot_residuals-2849"><span class="linenos">2849</span></a>					<span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2850"><a href="#D4xdata.plot_residuals-2850"><span class="linenos">2850</span></a>					<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="mf">9e3</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">],</span> <span class="nb">int</span><span class="p">(</span><span class="mi">18</span><span class="o">/</span><span class="n">binwidth</span><span class="o">+</span><span class="mi">1</span><span class="p">)),</span>
+</span><span id="D4xdata.plot_residuals-2851"><a href="#D4xdata.plot_residuals-2851"><span class="linenos">2851</span></a>					<span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2852"><a href="#D4xdata.plot_residuals-2852"><span class="linenos">2852</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2853"><a href="#D4xdata.plot_residuals-2853"><span class="linenos">2853</span></a>				<span class="sa">f</span><span class="s2">&quot;   SD = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm</span><span class="se">\n</span><span class="s2">   95% CL = ± </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">repeatability</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;r_D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span><span class="o">*</span><span class="mi">1000</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">t95</span><span class="si">:</span><span class="s2">.1f</span><span class="si">}</span><span class="s2"> ppm&quot;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2854"><a href="#D4xdata.plot_residuals-2854"><span class="linenos">2854</span></a>				<span class="n">size</span> <span class="o">=</span> <span class="mf">7.5</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2855"><a href="#D4xdata.plot_residuals-2855"><span class="linenos">2855</span></a>				<span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2856"><a href="#D4xdata.plot_residuals-2856"><span class="linenos">2856</span></a>				<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2857"><a href="#D4xdata.plot_residuals-2857"><span class="linenos">2857</span></a>				<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_residuals-2858"><a href="#D4xdata.plot_residuals-2858"><span class="linenos">2858</span></a>				<span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2859"><a href="#D4xdata.plot_residuals-2859"><span class="linenos">2859</span></a>
+</span><span id="D4xdata.plot_residuals-2860"><a href="#D4xdata.plot_residuals-2860"><span class="linenos">2860</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="D4xdata.plot_residuals-2861"><a href="#D4xdata.plot_residuals-2861"><span class="linenos">2861</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata.plot_residuals-2862"><a href="#D4xdata.plot_residuals-2862"><span class="linenos">2862</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="D4xdata.plot_residuals-2863"><a href="#D4xdata.plot_residuals-2863"><span class="linenos">2863</span></a><span class="c1"># 			ax2.spines[&#39;left&#39;].set_visible(False)</span>
+</span><span id="D4xdata.plot_residuals-2864"><a href="#D4xdata.plot_residuals-2864"><span class="linenos">2864</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;right&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2865"><a href="#D4xdata.plot_residuals-2865"><span class="linenos">2865</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;top&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2866"><a href="#D4xdata.plot_residuals-2866"><span class="linenos">2866</span></a>			<span class="n">ax2</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s1">&#39;bottom&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2867"><a href="#D4xdata.plot_residuals-2867"><span class="linenos">2867</span></a>
+</span><span id="D4xdata.plot_residuals-2868"><a href="#D4xdata.plot_residuals-2868"><span class="linenos">2868</span></a>		<span class="n">ax1</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">ymin</span><span class="p">,</span> <span class="n">ymax</span><span class="p">])</span>
+</span><span id="D4xdata.plot_residuals-2869"><a href="#D4xdata.plot_residuals-2869"><span class="linenos">2869</span></a>
+</span><span id="D4xdata.plot_residuals-2870"><a href="#D4xdata.plot_residuals-2870"><span class="linenos">2870</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata.plot_residuals-2871"><a href="#D4xdata.plot_residuals-2871"><span class="linenos">2871</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2872"><a href="#D4xdata.plot_residuals-2872"><span class="linenos">2872</span></a>		<span class="k">if</span> <span class="n">filename</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2873"><a href="#D4xdata.plot_residuals-2873"><span class="linenos">2873</span></a>			<span class="k">return</span> <span class="n">fig</span>
+</span><span id="D4xdata.plot_residuals-2874"><a href="#D4xdata.plot_residuals-2874"><span class="linenos">2874</span></a>		<span class="k">elif</span> <span class="n">filename</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_residuals-2875"><a href="#D4xdata.plot_residuals-2875"><span class="linenos">2875</span></a>			<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_residuals.pdf&#39;</span>
+</span><span id="D4xdata.plot_residuals-2876"><a href="#D4xdata.plot_residuals-2876"><span class="linenos">2876</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="D4xdata.plot_residuals-2877"><a href="#D4xdata.plot_residuals-2877"><span class="linenos">2877</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11217,11 +11294,11 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.simulate"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.simulate-2854"><a href="#D4xdata.simulate-2854"><span class="linenos">2854</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D4xdata.simulate-2855"><a href="#D4xdata.simulate-2855"><span class="linenos">2855</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.simulate-2856"><a href="#D4xdata.simulate-2856"><span class="linenos">2856</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
-</span><span id="D4xdata.simulate-2857"><a href="#D4xdata.simulate-2857"><span class="linenos">2857</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.simulate-2858"><a href="#D4xdata.simulate-2858"><span class="linenos">2858</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.simulate-2880"><a href="#D4xdata.simulate-2880"><span class="linenos">2880</span></a>	<span class="k">def</span> <span class="nf">simulate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D4xdata.simulate-2881"><a href="#D4xdata.simulate-2881"><span class="linenos">2881</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.simulate-2882"><a href="#D4xdata.simulate-2882"><span class="linenos">2882</span></a><span class="sd">		Legacy function with warning message pointing to `virtual_data()`</span>
+</span><span id="D4xdata.simulate-2883"><a href="#D4xdata.simulate-2883"><span class="linenos">2883</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.simulate-2884"><a href="#D4xdata.simulate-2884"><span class="linenos">2884</span></a>		<span class="k">raise</span> <span class="ne">DeprecationWarning</span><span class="p">(</span><span class="s1">&#39;D4xdata.simulate is deprecated and has been replaced by virtual_data()&#39;</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11241,86 +11318,86 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.plot_distribution_of_analyses"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_distribution_of_analyses-2860"><a href="#D4xdata.plot_distribution_of_analyses-2860"><span class="linenos">2860</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2861"><a href="#D4xdata.plot_distribution_of_analyses-2861"><span class="linenos">2861</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2862"><a href="#D4xdata.plot_distribution_of_analyses-2862"><span class="linenos">2862</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2863"><a href="#D4xdata.plot_distribution_of_analyses-2863"><span class="linenos">2863</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2864"><a href="#D4xdata.plot_distribution_of_analyses-2864"><span class="linenos">2864</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2865"><a href="#D4xdata.plot_distribution_of_analyses-2865"><span class="linenos">2865</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2866"><a href="#D4xdata.plot_distribution_of_analyses-2866"><span class="linenos">2866</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2867"><a href="#D4xdata.plot_distribution_of_analyses-2867"><span class="linenos">2867</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2868"><a href="#D4xdata.plot_distribution_of_analyses-2868"><span class="linenos">2868</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2869"><a href="#D4xdata.plot_distribution_of_analyses-2869"><span class="linenos">2869</span></a>		<span class="p">):</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2870"><a href="#D4xdata.plot_distribution_of_analyses-2870"><span class="linenos">2870</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2871"><a href="#D4xdata.plot_distribution_of_analyses-2871"><span class="linenos">2871</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2872"><a href="#D4xdata.plot_distribution_of_analyses-2872"><span class="linenos">2872</span></a><span class="sd">		</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2873"><a href="#D4xdata.plot_distribution_of_analyses-2873"><span class="linenos">2873</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2874"><a href="#D4xdata.plot_distribution_of_analyses-2874"><span class="linenos">2874</span></a>
-</span><span id="D4xdata.plot_distribution_of_analyses-2875"><a href="#D4xdata.plot_distribution_of_analyses-2875"><span class="linenos">2875</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2876"><a href="#D4xdata.plot_distribution_of_analyses-2876"><span class="linenos">2876</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2877"><a href="#D4xdata.plot_distribution_of_analyses-2877"><span class="linenos">2877</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2878"><a href="#D4xdata.plot_distribution_of_analyses-2878"><span class="linenos">2878</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2879"><a href="#D4xdata.plot_distribution_of_analyses-2879"><span class="linenos">2879</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2880"><a href="#D4xdata.plot_distribution_of_analyses-2880"><span class="linenos">2880</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2881"><a href="#D4xdata.plot_distribution_of_analyses-2881"><span class="linenos">2881</span></a>
-</span><span id="D4xdata.plot_distribution_of_analyses-2882"><a href="#D4xdata.plot_distribution_of_analyses-2882"><span class="linenos">2882</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2883"><a href="#D4xdata.plot_distribution_of_analyses-2883"><span class="linenos">2883</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2884"><a href="#D4xdata.plot_distribution_of_analyses-2884"><span class="linenos">2884</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2885"><a href="#D4xdata.plot_distribution_of_analyses-2885"><span class="linenos">2885</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2886"><a href="#D4xdata.plot_distribution_of_analyses-2886"><span class="linenos">2886</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2887"><a href="#D4xdata.plot_distribution_of_analyses-2887"><span class="linenos">2887</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2888"><a href="#D4xdata.plot_distribution_of_analyses-2888"><span class="linenos">2888</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2889"><a href="#D4xdata.plot_distribution_of_analyses-2889"><span class="linenos">2889</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2890"><a href="#D4xdata.plot_distribution_of_analyses-2890"><span class="linenos">2890</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2891"><a href="#D4xdata.plot_distribution_of_analyses-2891"><span class="linenos">2891</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2892"><a href="#D4xdata.plot_distribution_of_analyses-2892"><span class="linenos">2892</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2893"><a href="#D4xdata.plot_distribution_of_analyses-2893"><span class="linenos">2893</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2894"><a href="#D4xdata.plot_distribution_of_analyses-2894"><span class="linenos">2894</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2895"><a href="#D4xdata.plot_distribution_of_analyses-2895"><span class="linenos">2895</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2896"><a href="#D4xdata.plot_distribution_of_analyses-2896"><span class="linenos">2896</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2897"><a href="#D4xdata.plot_distribution_of_analyses-2897"><span class="linenos">2897</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2898"><a href="#D4xdata.plot_distribution_of_analyses-2898"><span class="linenos">2898</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2899"><a href="#D4xdata.plot_distribution_of_analyses-2899"><span class="linenos">2899</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2900"><a href="#D4xdata.plot_distribution_of_analyses-2900"><span class="linenos">2900</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2901"><a href="#D4xdata.plot_distribution_of_analyses-2901"><span class="linenos">2901</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2902"><a href="#D4xdata.plot_distribution_of_analyses-2902"><span class="linenos">2902</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2903"><a href="#D4xdata.plot_distribution_of_analyses-2903"><span class="linenos">2903</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2904"><a href="#D4xdata.plot_distribution_of_analyses-2904"><span class="linenos">2904</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2905"><a href="#D4xdata.plot_distribution_of_analyses-2905"><span class="linenos">2905</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
-</span><span id="D4xdata.plot_distribution_of_analyses-2906"><a href="#D4xdata.plot_distribution_of_analyses-2906"><span class="linenos">2906</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2907"><a href="#D4xdata.plot_distribution_of_analyses-2907"><span class="linenos">2907</span></a>            <span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2908"><a href="#D4xdata.plot_distribution_of_analyses-2908"><span class="linenos">2908</span></a>			
-</span><span id="D4xdata.plot_distribution_of_analyses-2909"><a href="#D4xdata.plot_distribution_of_analyses-2909"><span class="linenos">2909</span></a>
-</span><span id="D4xdata.plot_distribution_of_analyses-2910"><a href="#D4xdata.plot_distribution_of_analyses-2910"><span class="linenos">2910</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2911"><a href="#D4xdata.plot_distribution_of_analyses-2911"><span class="linenos">2911</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2912"><a href="#D4xdata.plot_distribution_of_analyses-2912"><span class="linenos">2912</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2913"><a href="#D4xdata.plot_distribution_of_analyses-2913"><span class="linenos">2913</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2914"><a href="#D4xdata.plot_distribution_of_analyses-2914"><span class="linenos">2914</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2915"><a href="#D4xdata.plot_distribution_of_analyses-2915"><span class="linenos">2915</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2916"><a href="#D4xdata.plot_distribution_of_analyses-2916"><span class="linenos">2916</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2917"><a href="#D4xdata.plot_distribution_of_analyses-2917"><span class="linenos">2917</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2918"><a href="#D4xdata.plot_distribution_of_analyses-2918"><span class="linenos">2918</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2919"><a href="#D4xdata.plot_distribution_of_analyses-2919"><span class="linenos">2919</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2920"><a href="#D4xdata.plot_distribution_of_analyses-2920"><span class="linenos">2920</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2921"><a href="#D4xdata.plot_distribution_of_analyses-2921"><span class="linenos">2921</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2922"><a href="#D4xdata.plot_distribution_of_analyses-2922"><span class="linenos">2922</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2923"><a href="#D4xdata.plot_distribution_of_analyses-2923"><span class="linenos">2923</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2924"><a href="#D4xdata.plot_distribution_of_analyses-2924"><span class="linenos">2924</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2925"><a href="#D4xdata.plot_distribution_of_analyses-2925"><span class="linenos">2925</span></a>
-</span><span id="D4xdata.plot_distribution_of_analyses-2926"><a href="#D4xdata.plot_distribution_of_analyses-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2927"><a href="#D4xdata.plot_distribution_of_analyses-2927"><span class="linenos">2927</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2928"><a href="#D4xdata.plot_distribution_of_analyses-2928"><span class="linenos">2928</span></a>
-</span><span id="D4xdata.plot_distribution_of_analyses-2929"><a href="#D4xdata.plot_distribution_of_analyses-2929"><span class="linenos">2929</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2930"><a href="#D4xdata.plot_distribution_of_analyses-2930"><span class="linenos">2930</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2931"><a href="#D4xdata.plot_distribution_of_analyses-2931"><span class="linenos">2931</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2932"><a href="#D4xdata.plot_distribution_of_analyses-2932"><span class="linenos">2932</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2933"><a href="#D4xdata.plot_distribution_of_analyses-2933"><span class="linenos">2933</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2934"><a href="#D4xdata.plot_distribution_of_analyses-2934"><span class="linenos">2934</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2935"><a href="#D4xdata.plot_distribution_of_analyses-2935"><span class="linenos">2935</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2936"><a href="#D4xdata.plot_distribution_of_analyses-2936"><span class="linenos">2936</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2937"><a href="#D4xdata.plot_distribution_of_analyses-2937"><span class="linenos">2937</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2938"><a href="#D4xdata.plot_distribution_of_analyses-2938"><span class="linenos">2938</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
-</span><span id="D4xdata.plot_distribution_of_analyses-2939"><a href="#D4xdata.plot_distribution_of_analyses-2939"><span class="linenos">2939</span></a>			<span class="k">return</span> <span class="n">fig</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_distribution_of_analyses-2886"><a href="#D4xdata.plot_distribution_of_analyses-2886"><span class="linenos">2886</span></a>	<span class="k">def</span> <span class="nf">plot_distribution_of_analyses</span><span class="p">(</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2887"><a href="#D4xdata.plot_distribution_of_analyses-2887"><span class="linenos">2887</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2888"><a href="#D4xdata.plot_distribution_of_analyses-2888"><span class="linenos">2888</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2889"><a href="#D4xdata.plot_distribution_of_analyses-2889"><span class="linenos">2889</span></a>		<span class="n">filename</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2890"><a href="#D4xdata.plot_distribution_of_analyses-2890"><span class="linenos">2890</span></a>		<span class="n">vs_time</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2891"><a href="#D4xdata.plot_distribution_of_analyses-2891"><span class="linenos">2891</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2892"><a href="#D4xdata.plot_distribution_of_analyses-2892"><span class="linenos">2892</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.13</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">),</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2893"><a href="#D4xdata.plot_distribution_of_analyses-2893"><span class="linenos">2893</span></a>		<span class="n">output</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2894"><a href="#D4xdata.plot_distribution_of_analyses-2894"><span class="linenos">2894</span></a>		<span class="n">dpi</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2895"><a href="#D4xdata.plot_distribution_of_analyses-2895"><span class="linenos">2895</span></a>		<span class="p">):</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2896"><a href="#D4xdata.plot_distribution_of_analyses-2896"><span class="linenos">2896</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2897"><a href="#D4xdata.plot_distribution_of_analyses-2897"><span class="linenos">2897</span></a><span class="sd">		Plot temporal distribution of all analyses in the data set.</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2898"><a href="#D4xdata.plot_distribution_of_analyses-2898"><span class="linenos">2898</span></a><span class="sd">		</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2899"><a href="#D4xdata.plot_distribution_of_analyses-2899"><span class="linenos">2899</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2900"><a href="#D4xdata.plot_distribution_of_analyses-2900"><span class="linenos">2900</span></a>
+</span><span id="D4xdata.plot_distribution_of_analyses-2901"><a href="#D4xdata.plot_distribution_of_analyses-2901"><span class="linenos">2901</span></a><span class="sd">		+ `dir`: the directory in which to save the plot</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2902"><a href="#D4xdata.plot_distribution_of_analyses-2902"><span class="linenos">2902</span></a><span class="sd">		+ `vs_time`: if `True`, plot as a function of `TimeTag` rather than sequentially.</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2903"><a href="#D4xdata.plot_distribution_of_analyses-2903"><span class="linenos">2903</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2904"><a href="#D4xdata.plot_distribution_of_analyses-2904"><span class="linenos">2904</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2905"><a href="#D4xdata.plot_distribution_of_analyses-2905"><span class="linenos">2905</span></a><span class="sd">		+ `dpi`: resolution for PNG output</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2906"><a href="#D4xdata.plot_distribution_of_analyses-2906"><span class="linenos">2906</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2907"><a href="#D4xdata.plot_distribution_of_analyses-2907"><span class="linenos">2907</span></a>
+</span><span id="D4xdata.plot_distribution_of_analyses-2908"><a href="#D4xdata.plot_distribution_of_analyses-2908"><span class="linenos">2908</span></a>		<span class="n">asamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">]</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2909"><a href="#D4xdata.plot_distribution_of_analyses-2909"><span class="linenos">2909</span></a>		<span class="n">usamples</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">unknowns</span><span class="p">]</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2910"><a href="#D4xdata.plot_distribution_of_analyses-2910"><span class="linenos">2910</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2911"><a href="#D4xdata.plot_distribution_of_analyses-2911"><span class="linenos">2911</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2912"><a href="#D4xdata.plot_distribution_of_analyses-2912"><span class="linenos">2912</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2913"><a href="#D4xdata.plot_distribution_of_analyses-2913"><span class="linenos">2913</span></a>		<span class="n">Xmin</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2914"><a href="#D4xdata.plot_distribution_of_analyses-2914"><span class="linenos">2914</span></a>		<span class="n">Xmax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2915"><a href="#D4xdata.plot_distribution_of_analyses-2915"><span class="linenos">2915</span></a>		<span class="n">Xmax</span> <span class="o">+=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">40</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2916"><a href="#D4xdata.plot_distribution_of_analyses-2916"><span class="linenos">2916</span></a>		<span class="n">Xmin</span> <span class="o">-=</span> <span class="p">(</span><span class="n">Xmax</span><span class="o">-</span><span class="n">Xmin</span><span class="p">)</span><span class="o">/</span><span class="mi">41</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2917"><a href="#D4xdata.plot_distribution_of_analyses-2917"><span class="linenos">2917</span></a>		<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">asamples</span> <span class="o">+</span> <span class="n">usamples</span><span class="p">):</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2918"><a href="#D4xdata.plot_distribution_of_analyses-2918"><span class="linenos">2918</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2919"><a href="#D4xdata.plot_distribution_of_analyses-2919"><span class="linenos">2919</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2920"><a href="#D4xdata.plot_distribution_of_analyses-2920"><span class="linenos">2920</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2921"><a href="#D4xdata.plot_distribution_of_analyses-2921"><span class="linenos">2921</span></a>				<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">s</span><span class="p">]</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2922"><a href="#D4xdata.plot_distribution_of_analyses-2922"><span class="linenos">2922</span></a>			<span class="n">Y</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="n">k</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">]</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2923"><a href="#D4xdata.plot_distribution_of_analyses-2923"><span class="linenos">2923</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mfc</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">ms</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2924"><a href="#D4xdata.plot_distribution_of_analyses-2924"><span class="linenos">2924</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.25</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2925"><a href="#D4xdata.plot_distribution_of_analyses-2925"><span class="linenos">2925</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;   </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">7</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">usamples</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2926"><a href="#D4xdata.plot_distribution_of_analyses-2926"><span class="linenos">2926</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="n">Xmin</span><span class="p">,</span> <span class="n">Xmax</span><span class="p">,</span> <span class="o">-</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2927"><a href="#D4xdata.plot_distribution_of_analyses-2927"><span class="linenos">2927</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">time&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2928"><a href="#D4xdata.plot_distribution_of_analyses-2928"><span class="linenos">2928</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2929"><a href="#D4xdata.plot_distribution_of_analyses-2929"><span class="linenos">2929</span></a>			<span class="n">xy</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2930"><a href="#D4xdata.plot_distribution_of_analyses-2930"><span class="linenos">2930</span></a>			<span class="n">xycoords</span> <span class="o">=</span> <span class="s1">&#39;axes fraction&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2931"><a href="#D4xdata.plot_distribution_of_analyses-2931"><span class="linenos">2931</span></a>			<span class="n">xytext</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.4</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.02</span><span class="p">),</span> 
+</span><span id="D4xdata.plot_distribution_of_analyses-2932"><a href="#D4xdata.plot_distribution_of_analyses-2932"><span class="linenos">2932</span></a>            <span class="n">arrowprops</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span> <span class="o">=</span> <span class="s2">&quot;-&gt;&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">),</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2933"><a href="#D4xdata.plot_distribution_of_analyses-2933"><span class="linenos">2933</span></a>            <span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2934"><a href="#D4xdata.plot_distribution_of_analyses-2934"><span class="linenos">2934</span></a>			
+</span><span id="D4xdata.plot_distribution_of_analyses-2935"><a href="#D4xdata.plot_distribution_of_analyses-2935"><span class="linenos">2935</span></a>
+</span><span id="D4xdata.plot_distribution_of_analyses-2936"><a href="#D4xdata.plot_distribution_of_analyses-2936"><span class="linenos">2936</span></a>		<span class="n">x2</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2937"><a href="#D4xdata.plot_distribution_of_analyses-2937"><span class="linenos">2937</span></a>		<span class="k">for</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2938"><a href="#D4xdata.plot_distribution_of_analyses-2938"><span class="linenos">2938</span></a>			<span class="n">x1</span> <span class="o">=</span> <span class="nb">min</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2939"><a href="#D4xdata.plot_distribution_of_analyses-2939"><span class="linenos">2939</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2940"><a href="#D4xdata.plot_distribution_of_analyses-2940"><span class="linenos">2940</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2941"><a href="#D4xdata.plot_distribution_of_analyses-2941"><span class="linenos">2941</span></a>			<span class="k">if</span> <span class="n">x2</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2942"><a href="#D4xdata.plot_distribution_of_analyses-2942"><span class="linenos">2942</span></a>				<span class="k">if</span> <span class="ow">not</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2943"><a href="#D4xdata.plot_distribution_of_analyses-2943"><span class="linenos">2943</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.5</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2944"><a href="#D4xdata.plot_distribution_of_analyses-2944"><span class="linenos">2944</span></a>			<span class="n">x2</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;TimeTag&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">vs_time</span> <span class="k">else</span> <span class="n">j</span> <span class="k">for</span> <span class="n">j</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Session&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">session</span><span class="p">])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2945"><a href="#D4xdata.plot_distribution_of_analyses-2945"><span class="linenos">2945</span></a><span class="c1"># 			from xlrd import xldate_as_datetime</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2946"><a href="#D4xdata.plot_distribution_of_analyses-2946"><span class="linenos">2946</span></a><span class="c1"># 			print(session, xldate_as_datetime(x1, 0), xldate_as_datetime(x2, 0))</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2947"><a href="#D4xdata.plot_distribution_of_analyses-2947"><span class="linenos">2947</span></a>			<span class="k">if</span> <span class="n">vs_time</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2948"><a href="#D4xdata.plot_distribution_of_analyses-2948"><span class="linenos">2948</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mf">.75</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2949"><a href="#D4xdata.plot_distribution_of_analyses-2949"><span class="linenos">2949</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">axvspan</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">zorder</span> <span class="o">=</span> <span class="o">-</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">.15</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2950"><a href="#D4xdata.plot_distribution_of_analyses-2950"><span class="linenos">2950</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">((</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39; </span><span class="si">{</span><span class="n">session</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;bottom&#39;</span><span class="p">,</span> <span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2951"><a href="#D4xdata.plot_distribution_of_analyses-2951"><span class="linenos">2951</span></a>
+</span><span id="D4xdata.plot_distribution_of_analyses-2952"><a href="#D4xdata.plot_distribution_of_analyses-2952"><span class="linenos">2952</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xticks</span><span class="p">([])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2953"><a href="#D4xdata.plot_distribution_of_analyses-2953"><span class="linenos">2953</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">yticks</span><span class="p">([])</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2954"><a href="#D4xdata.plot_distribution_of_analyses-2954"><span class="linenos">2954</span></a>
+</span><span id="D4xdata.plot_distribution_of_analyses-2955"><a href="#D4xdata.plot_distribution_of_analyses-2955"><span class="linenos">2955</span></a>		<span class="k">if</span> <span class="n">output</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2956"><a href="#D4xdata.plot_distribution_of_analyses-2956"><span class="linenos">2956</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2957"><a href="#D4xdata.plot_distribution_of_analyses-2957"><span class="linenos">2957</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2958"><a href="#D4xdata.plot_distribution_of_analyses-2958"><span class="linenos">2958</span></a>			<span class="k">if</span> <span class="n">filename</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2959"><a href="#D4xdata.plot_distribution_of_analyses-2959"><span class="linenos">2959</span></a>				<span class="n">filename</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;D</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_4x</span><span class="si">}</span><span class="s1">_distribution_of_analyses.pdf&#39;</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2960"><a href="#D4xdata.plot_distribution_of_analyses-2960"><span class="linenos">2960</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">dpi</span> <span class="o">=</span> <span class="n">dpi</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2961"><a href="#D4xdata.plot_distribution_of_analyses-2961"><span class="linenos">2961</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2962"><a href="#D4xdata.plot_distribution_of_analyses-2962"><span class="linenos">2962</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;ax&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2963"><a href="#D4xdata.plot_distribution_of_analyses-2963"><span class="linenos">2963</span></a>			<span class="k">return</span> <span class="n">ppl</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2964"><a href="#D4xdata.plot_distribution_of_analyses-2964"><span class="linenos">2964</span></a>		<span class="k">elif</span> <span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;fig&#39;</span><span class="p">:</span>
+</span><span id="D4xdata.plot_distribution_of_analyses-2965"><a href="#D4xdata.plot_distribution_of_analyses-2965"><span class="linenos">2965</span></a>			<span class="k">return</span> <span class="n">fig</span>
 </span></pre></div>
 
 
@@ -11350,153 +11427,153 @@ <h1 id="4-api-documentation">4. API Documentation</h1>
 
     </div>
     <a class="headerlink" href="#D4xdata.plot_bulk_compositions"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_bulk_compositions-2942"><a href="#D4xdata.plot_bulk_compositions-2942"><span class="linenos">2942</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
-</span><span id="D4xdata.plot_bulk_compositions-2943"><a href="#D4xdata.plot_bulk_compositions-2943"><span class="linenos">2943</span></a>		<span class="bp">self</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2944"><a href="#D4xdata.plot_bulk_compositions-2944"><span class="linenos">2944</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2945"><a href="#D4xdata.plot_bulk_compositions-2945"><span class="linenos">2945</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2946"><a href="#D4xdata.plot_bulk_compositions-2946"><span class="linenos">2946</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
-</span><span id="D4xdata.plot_bulk_compositions-2947"><a href="#D4xdata.plot_bulk_compositions-2947"><span class="linenos">2947</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
-</span><span id="D4xdata.plot_bulk_compositions-2948"><a href="#D4xdata.plot_bulk_compositions-2948"><span class="linenos">2948</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2949"><a href="#D4xdata.plot_bulk_compositions-2949"><span class="linenos">2949</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
-</span><span id="D4xdata.plot_bulk_compositions-2950"><a href="#D4xdata.plot_bulk_compositions-2950"><span class="linenos">2950</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
-</span><span id="D4xdata.plot_bulk_compositions-2951"><a href="#D4xdata.plot_bulk_compositions-2951"><span class="linenos">2951</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2952"><a href="#D4xdata.plot_bulk_compositions-2952"><span class="linenos">2952</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2953"><a href="#D4xdata.plot_bulk_compositions-2953"><span class="linenos">2953</span></a>		<span class="p">):</span>
-</span><span id="D4xdata.plot_bulk_compositions-2954"><a href="#D4xdata.plot_bulk_compositions-2954"><span class="linenos">2954</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_bulk_compositions-2955"><a href="#D4xdata.plot_bulk_compositions-2955"><span class="linenos">2955</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
-</span><span id="D4xdata.plot_bulk_compositions-2956"><a href="#D4xdata.plot_bulk_compositions-2956"><span class="linenos">2956</span></a><span class="sd">		</span>
-</span><span id="D4xdata.plot_bulk_compositions-2957"><a href="#D4xdata.plot_bulk_compositions-2957"><span class="linenos">2957</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
-</span><span id="D4xdata.plot_bulk_compositions-2958"><a href="#D4xdata.plot_bulk_compositions-2958"><span class="linenos">2958</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
-</span><span id="D4xdata.plot_bulk_compositions-2959"><a href="#D4xdata.plot_bulk_compositions-2959"><span class="linenos">2959</span></a><span class="sd">		</span>
-</span><span id="D4xdata.plot_bulk_compositions-2960"><a href="#D4xdata.plot_bulk_compositions-2960"><span class="linenos">2960</span></a><span class="sd">		</span>
-</span><span id="D4xdata.plot_bulk_compositions-2961"><a href="#D4xdata.plot_bulk_compositions-2961"><span class="linenos">2961</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D4xdata.plot_bulk_compositions-2962"><a href="#D4xdata.plot_bulk_compositions-2962"><span class="linenos">2962</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2963"><a href="#D4xdata.plot_bulk_compositions-2963"><span class="linenos">2963</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
-</span><span id="D4xdata.plot_bulk_compositions-2964"><a href="#D4xdata.plot_bulk_compositions-2964"><span class="linenos">2964</span></a><span class="sd">		+ `dir`: where to save the plots</span>
-</span><span id="D4xdata.plot_bulk_compositions-2965"><a href="#D4xdata.plot_bulk_compositions-2965"><span class="linenos">2965</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
-</span><span id="D4xdata.plot_bulk_compositions-2966"><a href="#D4xdata.plot_bulk_compositions-2966"><span class="linenos">2966</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
-</span><span id="D4xdata.plot_bulk_compositions-2967"><a href="#D4xdata.plot_bulk_compositions-2967"><span class="linenos">2967</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
-</span><span id="D4xdata.plot_bulk_compositions-2968"><a href="#D4xdata.plot_bulk_compositions-2968"><span class="linenos">2968</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
-</span><span id="D4xdata.plot_bulk_compositions-2969"><a href="#D4xdata.plot_bulk_compositions-2969"><span class="linenos">2969</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
-</span><span id="D4xdata.plot_bulk_compositions-2970"><a href="#D4xdata.plot_bulk_compositions-2970"><span class="linenos">2970</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
-</span><span id="D4xdata.plot_bulk_compositions-2971"><a href="#D4xdata.plot_bulk_compositions-2971"><span class="linenos">2971</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
-</span><span id="D4xdata.plot_bulk_compositions-2972"><a href="#D4xdata.plot_bulk_compositions-2972"><span class="linenos">2972</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
-</span><span id="D4xdata.plot_bulk_compositions-2973"><a href="#D4xdata.plot_bulk_compositions-2973"><span class="linenos">2973</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D4xdata.plot_bulk_compositions-2974"><a href="#D4xdata.plot_bulk_compositions-2974"><span class="linenos">2974</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2975"><a href="#D4xdata.plot_bulk_compositions-2975"><span class="linenos">2975</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
-</span><span id="D4xdata.plot_bulk_compositions-2976"><a href="#D4xdata.plot_bulk_compositions-2976"><span class="linenos">2976</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2977"><a href="#D4xdata.plot_bulk_compositions-2977"><span class="linenos">2977</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-2978"><a href="#D4xdata.plot_bulk_compositions-2978"><span class="linenos">2978</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
-</span><span id="D4xdata.plot_bulk_compositions-2979"><a href="#D4xdata.plot_bulk_compositions-2979"><span class="linenos">2979</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2980"><a href="#D4xdata.plot_bulk_compositions-2980"><span class="linenos">2980</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D4xdata.plot_bulk_compositions-2981"><a href="#D4xdata.plot_bulk_compositions-2981"><span class="linenos">2981</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2982"><a href="#D4xdata.plot_bulk_compositions-2982"><span class="linenos">2982</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-2983"><a href="#D4xdata.plot_bulk_compositions-2983"><span class="linenos">2983</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2984"><a href="#D4xdata.plot_bulk_compositions-2984"><span class="linenos">2984</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2985"><a href="#D4xdata.plot_bulk_compositions-2985"><span class="linenos">2985</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2986"><a href="#D4xdata.plot_bulk_compositions-2986"><span class="linenos">2986</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2987"><a href="#D4xdata.plot_bulk_compositions-2987"><span class="linenos">2987</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2988"><a href="#D4xdata.plot_bulk_compositions-2988"><span class="linenos">2988</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2989"><a href="#D4xdata.plot_bulk_compositions-2989"><span class="linenos">2989</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2990"><a href="#D4xdata.plot_bulk_compositions-2990"><span class="linenos">2990</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2991"><a href="#D4xdata.plot_bulk_compositions-2991"><span class="linenos">2991</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2992"><a href="#D4xdata.plot_bulk_compositions-2992"><span class="linenos">2992</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
-</span><span id="D4xdata.plot_bulk_compositions-2993"><a href="#D4xdata.plot_bulk_compositions-2993"><span class="linenos">2993</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
-</span><span id="D4xdata.plot_bulk_compositions-2994"><a href="#D4xdata.plot_bulk_compositions-2994"><span class="linenos">2994</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2995"><a href="#D4xdata.plot_bulk_compositions-2995"><span class="linenos">2995</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-2996"><a href="#D4xdata.plot_bulk_compositions-2996"><span class="linenos">2996</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-2997"><a href="#D4xdata.plot_bulk_compositions-2997"><span class="linenos">2997</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-2998"><a href="#D4xdata.plot_bulk_compositions-2998"><span class="linenos">2998</span></a>				
-</span><span id="D4xdata.plot_bulk_compositions-2999"><a href="#D4xdata.plot_bulk_compositions-2999"><span class="linenos">2999</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3000"><a href="#D4xdata.plot_bulk_compositions-3000"><span class="linenos">3000</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3001"><a href="#D4xdata.plot_bulk_compositions-3001"><span class="linenos">3001</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3002"><a href="#D4xdata.plot_bulk_compositions-3002"><span class="linenos">3002</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
-</span><span id="D4xdata.plot_bulk_compositions-3003"><a href="#D4xdata.plot_bulk_compositions-3003"><span class="linenos">3003</span></a>			
-</span><span id="D4xdata.plot_bulk_compositions-3004"><a href="#D4xdata.plot_bulk_compositions-3004"><span class="linenos">3004</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata.plot_bulk_compositions-3005"><a href="#D4xdata.plot_bulk_compositions-3005"><span class="linenos">3005</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_bulk_compositions-3006"><a href="#D4xdata.plot_bulk_compositions-3006"><span class="linenos">3006</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_bulk_compositions-3007"><a href="#D4xdata.plot_bulk_compositions-3007"><span class="linenos">3007</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
-</span><span id="D4xdata.plot_bulk_compositions-3008"><a href="#D4xdata.plot_bulk_compositions-3008"><span class="linenos">3008</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3009"><a href="#D4xdata.plot_bulk_compositions-3009"><span class="linenos">3009</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="D4xdata.plot_bulk_compositions-3010"><a href="#D4xdata.plot_bulk_compositions-3010"><span class="linenos">3010</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3011"><a href="#D4xdata.plot_bulk_compositions-3011"><span class="linenos">3011</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3012"><a href="#D4xdata.plot_bulk_compositions-3012"><span class="linenos">3012</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3013"><a href="#D4xdata.plot_bulk_compositions-3013"><span class="linenos">3013</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3014"><a href="#D4xdata.plot_bulk_compositions-3014"><span class="linenos">3014</span></a>				<span class="p">])</span>			
-</span><span id="D4xdata.plot_bulk_compositions-3015"><a href="#D4xdata.plot_bulk_compositions-3015"><span class="linenos">3015</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3016"><a href="#D4xdata.plot_bulk_compositions-3016"><span class="linenos">3016</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D4xdata.plot_bulk_compositions-2968"><a href="#D4xdata.plot_bulk_compositions-2968"><span class="linenos">2968</span></a>	<span class="k">def</span> <span class="nf">plot_bulk_compositions</span><span class="p">(</span>
+</span><span id="D4xdata.plot_bulk_compositions-2969"><a href="#D4xdata.plot_bulk_compositions-2969"><span class="linenos">2969</span></a>		<span class="bp">self</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2970"><a href="#D4xdata.plot_bulk_compositions-2970"><span class="linenos">2970</span></a>		<span class="n">samples</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2971"><a href="#D4xdata.plot_bulk_compositions-2971"><span class="linenos">2971</span></a>		<span class="nb">dir</span> <span class="o">=</span> <span class="s1">&#39;output/bulk_compositions&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2972"><a href="#D4xdata.plot_bulk_compositions-2972"><span class="linenos">2972</span></a>		<span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span>
+</span><span id="D4xdata.plot_bulk_compositions-2973"><a href="#D4xdata.plot_bulk_compositions-2973"><span class="linenos">2973</span></a>		<span class="n">subplots_adjust</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.95</span><span class="p">,</span> <span class="mf">0.92</span><span class="p">),</span>
+</span><span id="D4xdata.plot_bulk_compositions-2974"><a href="#D4xdata.plot_bulk_compositions-2974"><span class="linenos">2974</span></a>		<span class="n">show</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2975"><a href="#D4xdata.plot_bulk_compositions-2975"><span class="linenos">2975</span></a>		<span class="n">sample_color</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">.5</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span>
+</span><span id="D4xdata.plot_bulk_compositions-2976"><a href="#D4xdata.plot_bulk_compositions-2976"><span class="linenos">2976</span></a>		<span class="n">analysis_color</span> <span class="o">=</span> <span class="p">(</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">,</span><span class="mf">.7</span><span class="p">),</span>
+</span><span id="D4xdata.plot_bulk_compositions-2977"><a href="#D4xdata.plot_bulk_compositions-2977"><span class="linenos">2977</span></a>		<span class="n">labeldist</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2978"><a href="#D4xdata.plot_bulk_compositions-2978"><span class="linenos">2978</span></a>		<span class="n">radius</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2979"><a href="#D4xdata.plot_bulk_compositions-2979"><span class="linenos">2979</span></a>		<span class="p">):</span>
+</span><span id="D4xdata.plot_bulk_compositions-2980"><a href="#D4xdata.plot_bulk_compositions-2980"><span class="linenos">2980</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_bulk_compositions-2981"><a href="#D4xdata.plot_bulk_compositions-2981"><span class="linenos">2981</span></a><span class="sd">		Plot δ13C_VBDP vs δ18O_VSMOW (of CO2) for all analyses.</span>
+</span><span id="D4xdata.plot_bulk_compositions-2982"><a href="#D4xdata.plot_bulk_compositions-2982"><span class="linenos">2982</span></a><span class="sd">		</span>
+</span><span id="D4xdata.plot_bulk_compositions-2983"><a href="#D4xdata.plot_bulk_compositions-2983"><span class="linenos">2983</span></a><span class="sd">		By default, creates a directory `./output/bulk_compositions` where plots for</span>
+</span><span id="D4xdata.plot_bulk_compositions-2984"><a href="#D4xdata.plot_bulk_compositions-2984"><span class="linenos">2984</span></a><span class="sd">		each sample are saved. Another plot named `__all__.pdf` shows all analyses together.</span>
+</span><span id="D4xdata.plot_bulk_compositions-2985"><a href="#D4xdata.plot_bulk_compositions-2985"><span class="linenos">2985</span></a><span class="sd">		</span>
+</span><span id="D4xdata.plot_bulk_compositions-2986"><a href="#D4xdata.plot_bulk_compositions-2986"><span class="linenos">2986</span></a><span class="sd">		</span>
+</span><span id="D4xdata.plot_bulk_compositions-2987"><a href="#D4xdata.plot_bulk_compositions-2987"><span class="linenos">2987</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D4xdata.plot_bulk_compositions-2988"><a href="#D4xdata.plot_bulk_compositions-2988"><span class="linenos">2988</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-2989"><a href="#D4xdata.plot_bulk_compositions-2989"><span class="linenos">2989</span></a><span class="sd">		+ `samples`: Only these samples are processed (by default: all samples).</span>
+</span><span id="D4xdata.plot_bulk_compositions-2990"><a href="#D4xdata.plot_bulk_compositions-2990"><span class="linenos">2990</span></a><span class="sd">		+ `dir`: where to save the plots</span>
+</span><span id="D4xdata.plot_bulk_compositions-2991"><a href="#D4xdata.plot_bulk_compositions-2991"><span class="linenos">2991</span></a><span class="sd">		+ `figsize`: (width, height) of figure</span>
+</span><span id="D4xdata.plot_bulk_compositions-2992"><a href="#D4xdata.plot_bulk_compositions-2992"><span class="linenos">2992</span></a><span class="sd">		+ `subplots_adjust`: passed to `subplots_adjust()`</span>
+</span><span id="D4xdata.plot_bulk_compositions-2993"><a href="#D4xdata.plot_bulk_compositions-2993"><span class="linenos">2993</span></a><span class="sd">		+ `show`: whether to call `matplotlib.pyplot.show()` on the plot with all samples,</span>
+</span><span id="D4xdata.plot_bulk_compositions-2994"><a href="#D4xdata.plot_bulk_compositions-2994"><span class="linenos">2994</span></a><span class="sd">		allowing for interactive visualization/exploration in (δ13C, δ18O) space.</span>
+</span><span id="D4xdata.plot_bulk_compositions-2995"><a href="#D4xdata.plot_bulk_compositions-2995"><span class="linenos">2995</span></a><span class="sd">		+ `sample_color`: color used for replicate markers/labels</span>
+</span><span id="D4xdata.plot_bulk_compositions-2996"><a href="#D4xdata.plot_bulk_compositions-2996"><span class="linenos">2996</span></a><span class="sd">		+ `analysis_color`: color used for sample markers/labels</span>
+</span><span id="D4xdata.plot_bulk_compositions-2997"><a href="#D4xdata.plot_bulk_compositions-2997"><span class="linenos">2997</span></a><span class="sd">		+ `labeldist`: distance (in inches) from replicate markers to replicate labels</span>
+</span><span id="D4xdata.plot_bulk_compositions-2998"><a href="#D4xdata.plot_bulk_compositions-2998"><span class="linenos">2998</span></a><span class="sd">		+ `radius`: radius of the dashed circle providing scale. No circle if `radius = 0`.</span>
+</span><span id="D4xdata.plot_bulk_compositions-2999"><a href="#D4xdata.plot_bulk_compositions-2999"><span class="linenos">2999</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D4xdata.plot_bulk_compositions-3000"><a href="#D4xdata.plot_bulk_compositions-3000"><span class="linenos">3000</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3001"><a href="#D4xdata.plot_bulk_compositions-3001"><span class="linenos">3001</span></a>		<span class="kn">from</span> <span class="nn">matplotlib.patches</span> <span class="kn">import</span> <span class="n">Ellipse</span>
+</span><span id="D4xdata.plot_bulk_compositions-3002"><a href="#D4xdata.plot_bulk_compositions-3002"><span class="linenos">3002</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3003"><a href="#D4xdata.plot_bulk_compositions-3003"><span class="linenos">3003</span></a>		<span class="k">if</span> <span class="n">samples</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3004"><a href="#D4xdata.plot_bulk_compositions-3004"><span class="linenos">3004</span></a>			<span class="n">samples</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">]</span>
+</span><span id="D4xdata.plot_bulk_compositions-3005"><a href="#D4xdata.plot_bulk_compositions-3005"><span class="linenos">3005</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3006"><a href="#D4xdata.plot_bulk_compositions-3006"><span class="linenos">3006</span></a>		<span class="n">saved</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D4xdata.plot_bulk_compositions-3007"><a href="#D4xdata.plot_bulk_compositions-3007"><span class="linenos">3007</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3008"><a href="#D4xdata.plot_bulk_compositions-3008"><span class="linenos">3008</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">samples</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3009"><a href="#D4xdata.plot_bulk_compositions-3009"><span class="linenos">3009</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3010"><a href="#D4xdata.plot_bulk_compositions-3010"><span class="linenos">3010</span></a>			<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3011"><a href="#D4xdata.plot_bulk_compositions-3011"><span class="linenos">3011</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3012"><a href="#D4xdata.plot_bulk_compositions-3012"><span class="linenos">3012</span></a>			<span class="n">ax</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3013"><a href="#D4xdata.plot_bulk_compositions-3013"><span class="linenos">3013</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3014"><a href="#D4xdata.plot_bulk_compositions-3014"><span class="linenos">3014</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3015"><a href="#D4xdata.plot_bulk_compositions-3015"><span class="linenos">3015</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3016"><a href="#D4xdata.plot_bulk_compositions-3016"><span class="linenos">3016</span></a>
 </span><span id="D4xdata.plot_bulk_compositions-3017"><a href="#D4xdata.plot_bulk_compositions-3017"><span class="linenos">3017</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3018"><a href="#D4xdata.plot_bulk_compositions-3018"><span class="linenos">3018</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
-</span><span id="D4xdata.plot_bulk_compositions-3019"><a href="#D4xdata.plot_bulk_compositions-3019"><span class="linenos">3019</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3020"><a href="#D4xdata.plot_bulk_compositions-3020"><span class="linenos">3020</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
-</span><span id="D4xdata.plot_bulk_compositions-3021"><a href="#D4xdata.plot_bulk_compositions-3021"><span class="linenos">3021</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
-</span><span id="D4xdata.plot_bulk_compositions-3022"><a href="#D4xdata.plot_bulk_compositions-3022"><span class="linenos">3022</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3023"><a href="#D4xdata.plot_bulk_compositions-3023"><span class="linenos">3023</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3024"><a href="#D4xdata.plot_bulk_compositions-3024"><span class="linenos">3024</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3025"><a href="#D4xdata.plot_bulk_compositions-3025"><span class="linenos">3025</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
-</span><span id="D4xdata.plot_bulk_compositions-3026"><a href="#D4xdata.plot_bulk_compositions-3026"><span class="linenos">3026</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
-</span><span id="D4xdata.plot_bulk_compositions-3027"><a href="#D4xdata.plot_bulk_compositions-3027"><span class="linenos">3027</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
-</span><span id="D4xdata.plot_bulk_compositions-3028"><a href="#D4xdata.plot_bulk_compositions-3028"><span class="linenos">3028</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
-</span><span id="D4xdata.plot_bulk_compositions-3029"><a href="#D4xdata.plot_bulk_compositions-3029"><span class="linenos">3029</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3030"><a href="#D4xdata.plot_bulk_compositions-3030"><span class="linenos">3030</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3031"><a href="#D4xdata.plot_bulk_compositions-3031"><span class="linenos">3031</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3032"><a href="#D4xdata.plot_bulk_compositions-3032"><span class="linenos">3032</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3033"><a href="#D4xdata.plot_bulk_compositions-3033"><span class="linenos">3033</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3034"><a href="#D4xdata.plot_bulk_compositions-3034"><span class="linenos">3034</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3035"><a href="#D4xdata.plot_bulk_compositions-3035"><span class="linenos">3035</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3036"><a href="#D4xdata.plot_bulk_compositions-3036"><span class="linenos">3036</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3037"><a href="#D4xdata.plot_bulk_compositions-3037"><span class="linenos">3037</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
-</span><span id="D4xdata.plot_bulk_compositions-3038"><a href="#D4xdata.plot_bulk_compositions-3038"><span class="linenos">3038</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3039"><a href="#D4xdata.plot_bulk_compositions-3039"><span class="linenos">3039</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3040"><a href="#D4xdata.plot_bulk_compositions-3040"><span class="linenos">3040</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3041"><a href="#D4xdata.plot_bulk_compositions-3041"><span class="linenos">3041</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
-</span><span id="D4xdata.plot_bulk_compositions-3042"><a href="#D4xdata.plot_bulk_compositions-3042"><span class="linenos">3042</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3043"><a href="#D4xdata.plot_bulk_compositions-3043"><span class="linenos">3043</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3044"><a href="#D4xdata.plot_bulk_compositions-3044"><span class="linenos">3044</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3045"><a href="#D4xdata.plot_bulk_compositions-3045"><span class="linenos">3045</span></a>					<span class="p">))</span>
-</span><span id="D4xdata.plot_bulk_compositions-3046"><a href="#D4xdata.plot_bulk_compositions-3046"><span class="linenos">3046</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
-</span><span id="D4xdata.plot_bulk_compositions-3047"><a href="#D4xdata.plot_bulk_compositions-3047"><span class="linenos">3047</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
-</span><span id="D4xdata.plot_bulk_compositions-3048"><a href="#D4xdata.plot_bulk_compositions-3048"><span class="linenos">3048</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3049"><a href="#D4xdata.plot_bulk_compositions-3049"><span class="linenos">3049</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3050"><a href="#D4xdata.plot_bulk_compositions-3050"><span class="linenos">3050</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3051"><a href="#D4xdata.plot_bulk_compositions-3051"><span class="linenos">3051</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3052"><a href="#D4xdata.plot_bulk_compositions-3052"><span class="linenos">3052</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3053"><a href="#D4xdata.plot_bulk_compositions-3053"><span class="linenos">3053</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3054"><a href="#D4xdata.plot_bulk_compositions-3054"><span class="linenos">3054</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3055"><a href="#D4xdata.plot_bulk_compositions-3055"><span class="linenos">3055</span></a>					<span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3056"><a href="#D4xdata.plot_bulk_compositions-3056"><span class="linenos">3056</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3057"><a href="#D4xdata.plot_bulk_compositions-3057"><span class="linenos">3057</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata.plot_bulk_compositions-3058"><a href="#D4xdata.plot_bulk_compositions-3058"><span class="linenos">3058</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3059"><a href="#D4xdata.plot_bulk_compositions-3059"><span class="linenos">3059</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3060"><a href="#D4xdata.plot_bulk_compositions-3060"><span class="linenos">3060</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3018"><a href="#D4xdata.plot_bulk_compositions-3018"><span class="linenos">3018</span></a>			<span class="n">XY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;d18O_VSMOW&#39;</span><span class="p">],</span> <span class="n">_</span><span class="p">[</span><span class="s1">&#39;d13C_VPDB&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]])</span>
+</span><span id="D4xdata.plot_bulk_compositions-3019"><a href="#D4xdata.plot_bulk_compositions-3019"><span class="linenos">3019</span></a>			<span class="n">UID</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span><span class="p">[</span><span class="s1">&#39;UID&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">samples</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]]</span>
+</span><span id="D4xdata.plot_bulk_compositions-3020"><a href="#D4xdata.plot_bulk_compositions-3020"><span class="linenos">3020</span></a>			<span class="n">XY0</span> <span class="o">=</span> <span class="n">XY</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3021"><a href="#D4xdata.plot_bulk_compositions-3021"><span class="linenos">3021</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3022"><a href="#D4xdata.plot_bulk_compositions-3022"><span class="linenos">3022</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">XY</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3023"><a href="#D4xdata.plot_bulk_compositions-3023"><span class="linenos">3023</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3024"><a href="#D4xdata.plot_bulk_compositions-3024"><span class="linenos">3024</span></a>				
+</span><span id="D4xdata.plot_bulk_compositions-3025"><a href="#D4xdata.plot_bulk_compositions-3025"><span class="linenos">3025</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3026"><a href="#D4xdata.plot_bulk_compositions-3026"><span class="linenos">3026</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3027"><a href="#D4xdata.plot_bulk_compositions-3027"><span class="linenos">3027</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">XY0</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3028"><a href="#D4xdata.plot_bulk_compositions-3028"><span class="linenos">3028</span></a>			<span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">XY</span><span class="p">,</span> <span class="n">XY0</span><span class="p">]</span>
+</span><span id="D4xdata.plot_bulk_compositions-3029"><a href="#D4xdata.plot_bulk_compositions-3029"><span class="linenos">3029</span></a>			
+</span><span id="D4xdata.plot_bulk_compositions-3030"><a href="#D4xdata.plot_bulk_compositions-3030"><span class="linenos">3030</span></a>			<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata.plot_bulk_compositions-3031"><a href="#D4xdata.plot_bulk_compositions-3031"><span class="linenos">3031</span></a>			<span class="n">x0</span><span class="p">,</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">x1</span><span class="o">+</span><span class="n">x2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_bulk_compositions-3032"><a href="#D4xdata.plot_bulk_compositions-3032"><span class="linenos">3032</span></a>			<span class="n">y0</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">(</span><span class="n">y1</span><span class="o">+</span><span class="n">y2</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_bulk_compositions-3033"><a href="#D4xdata.plot_bulk_compositions-3033"><span class="linenos">3033</span></a>			<span class="n">dx</span><span class="p">,</span> <span class="n">dy</span> <span class="o">=</span> <span class="p">[</span><span class="nb">max</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">dx</span><span class="p">,</span> <span class="n">dy</span><span class="p">),</span> <span class="n">radius</span><span class="p">)]</span><span class="o">*</span><span class="mi">2</span>
+</span><span id="D4xdata.plot_bulk_compositions-3034"><a href="#D4xdata.plot_bulk_compositions-3034"><span class="linenos">3034</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3035"><a href="#D4xdata.plot_bulk_compositions-3035"><span class="linenos">3035</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="D4xdata.plot_bulk_compositions-3036"><a href="#D4xdata.plot_bulk_compositions-3036"><span class="linenos">3036</span></a>				<span class="n">x0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3037"><a href="#D4xdata.plot_bulk_compositions-3037"><span class="linenos">3037</span></a>				<span class="n">x0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dx</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3038"><a href="#D4xdata.plot_bulk_compositions-3038"><span class="linenos">3038</span></a>				<span class="n">y0</span> <span class="o">-</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3039"><a href="#D4xdata.plot_bulk_compositions-3039"><span class="linenos">3039</span></a>				<span class="n">y0</span> <span class="o">+</span> <span class="mf">1.2</span><span class="o">*</span><span class="n">dy</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3040"><a href="#D4xdata.plot_bulk_compositions-3040"><span class="linenos">3040</span></a>				<span class="p">])</span>			
+</span><span id="D4xdata.plot_bulk_compositions-3041"><a href="#D4xdata.plot_bulk_compositions-3041"><span class="linenos">3041</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3042"><a href="#D4xdata.plot_bulk_compositions-3042"><span class="linenos">3042</span></a>			<span class="n">XY0_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">XY0</span><span class="p">))</span>
+</span><span id="D4xdata.plot_bulk_compositions-3043"><a href="#D4xdata.plot_bulk_compositions-3043"><span class="linenos">3043</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3044"><a href="#D4xdata.plot_bulk_compositions-3044"><span class="linenos">3044</span></a>			<span class="k">for</span> <span class="n">xy</span><span class="p">,</span> <span class="n">uid</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">XY</span><span class="p">,</span> <span class="n">UID</span><span class="p">):</span>
+</span><span id="D4xdata.plot_bulk_compositions-3045"><a href="#D4xdata.plot_bulk_compositions-3045"><span class="linenos">3045</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3046"><a href="#D4xdata.plot_bulk_compositions-3046"><span class="linenos">3046</span></a>				<span class="n">xy_in_display_space</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">xy</span><span class="p">))</span>
+</span><span id="D4xdata.plot_bulk_compositions-3047"><a href="#D4xdata.plot_bulk_compositions-3047"><span class="linenos">3047</span></a>				<span class="n">vector_in_display_space</span> <span class="o">=</span> <span class="n">xy_in_display_space</span> <span class="o">-</span> <span class="n">XY0_in_display_space</span>
+</span><span id="D4xdata.plot_bulk_compositions-3048"><a href="#D4xdata.plot_bulk_compositions-3048"><span class="linenos">3048</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3049"><a href="#D4xdata.plot_bulk_compositions-3049"><span class="linenos">3049</span></a>				<span class="k">if</span> <span class="p">(</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3050"><a href="#D4xdata.plot_bulk_compositions-3050"><span class="linenos">3050</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3051"><a href="#D4xdata.plot_bulk_compositions-3051"><span class="linenos">3051</span></a>					<span class="n">unit_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">/</span> <span class="p">((</span><span class="n">vector_in_display_space</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">**</span><span class="mf">0.5</span>
+</span><span id="D4xdata.plot_bulk_compositions-3052"><a href="#D4xdata.plot_bulk_compositions-3052"><span class="linenos">3052</span></a>					<span class="n">label_vector_in_display_space</span> <span class="o">=</span> <span class="n">vector_in_display_space</span> <span class="o">+</span> <span class="n">unit_vector_in_display_space</span> <span class="o">*</span> <span class="n">labeldist</span>
+</span><span id="D4xdata.plot_bulk_compositions-3053"><a href="#D4xdata.plot_bulk_compositions-3053"><span class="linenos">3053</span></a>					<span class="n">label_xy_in_display_space</span> <span class="o">=</span> <span class="n">XY0_in_display_space</span> <span class="o">+</span> <span class="n">label_vector_in_display_space</span>
+</span><span id="D4xdata.plot_bulk_compositions-3054"><a href="#D4xdata.plot_bulk_compositions-3054"><span class="linenos">3054</span></a>					<span class="n">label_xy_in_data_space</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">transData</span><span class="o">.</span><span class="n">inverted</span><span class="p">()</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">fig</span><span class="o">.</span><span class="n">dpi_scale_trans</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">label_xy_in_display_space</span><span class="p">))</span>
+</span><span id="D4xdata.plot_bulk_compositions-3055"><a href="#D4xdata.plot_bulk_compositions-3055"><span class="linenos">3055</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3056"><a href="#D4xdata.plot_bulk_compositions-3056"><span class="linenos">3056</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">label_xy_in_data_space</span><span class="p">,</span> <span class="n">uid</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3057"><a href="#D4xdata.plot_bulk_compositions-3057"><span class="linenos">3057</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3058"><a href="#D4xdata.plot_bulk_compositions-3058"><span class="linenos">3058</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3059"><a href="#D4xdata.plot_bulk_compositions-3059"><span class="linenos">3059</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3060"><a href="#D4xdata.plot_bulk_compositions-3060"><span class="linenos">3060</span></a>					<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">xy</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">uid</span><span class="si">}</span><span class="s1">  &#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;right&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
 </span><span id="D4xdata.plot_bulk_compositions-3061"><a href="#D4xdata.plot_bulk_compositions-3061"><span class="linenos">3061</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3062"><a href="#D4xdata.plot_bulk_compositions-3062"><span class="linenos">3062</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3063"><a href="#D4xdata.plot_bulk_compositions-3063"><span class="linenos">3063</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3064"><a href="#D4xdata.plot_bulk_compositions-3064"><span class="linenos">3064</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3065"><a href="#D4xdata.plot_bulk_compositions-3065"><span class="linenos">3065</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3066"><a href="#D4xdata.plot_bulk_compositions-3066"><span class="linenos">3066</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3067"><a href="#D4xdata.plot_bulk_compositions-3067"><span class="linenos">3067</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3068"><a href="#D4xdata.plot_bulk_compositions-3068"><span class="linenos">3068</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3069"><a href="#D4xdata.plot_bulk_compositions-3069"><span class="linenos">3069</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3070"><a href="#D4xdata.plot_bulk_compositions-3070"><span class="linenos">3070</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3071"><a href="#D4xdata.plot_bulk_compositions-3071"><span class="linenos">3071</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3072"><a href="#D4xdata.plot_bulk_compositions-3072"><span class="linenos">3072</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3073"><a href="#D4xdata.plot_bulk_compositions-3073"><span class="linenos">3073</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3074"><a href="#D4xdata.plot_bulk_compositions-3074"><span class="linenos">3074</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
-</span><span id="D4xdata.plot_bulk_compositions-3075"><a href="#D4xdata.plot_bulk_compositions-3075"><span class="linenos">3075</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
-</span><span id="D4xdata.plot_bulk_compositions-3076"><a href="#D4xdata.plot_bulk_compositions-3076"><span class="linenos">3076</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3077"><a href="#D4xdata.plot_bulk_compositions-3077"><span class="linenos">3077</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3078"><a href="#D4xdata.plot_bulk_compositions-3078"><span class="linenos">3078</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3079"><a href="#D4xdata.plot_bulk_compositions-3079"><span class="linenos">3079</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
-</span><span id="D4xdata.plot_bulk_compositions-3080"><a href="#D4xdata.plot_bulk_compositions-3080"><span class="linenos">3080</span></a>			<span class="p">])</span>			
-</span><span id="D4xdata.plot_bulk_compositions-3081"><a href="#D4xdata.plot_bulk_compositions-3081"><span class="linenos">3081</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3062"><a href="#D4xdata.plot_bulk_compositions-3062"><span class="linenos">3062</span></a>			<span class="k">if</span> <span class="n">radius</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3063"><a href="#D4xdata.plot_bulk_compositions-3063"><span class="linenos">3063</span></a>				<span class="n">ax</span><span class="o">.</span><span class="n">add_artist</span><span class="p">(</span><span class="n">Ellipse</span><span class="p">(</span>
+</span><span id="D4xdata.plot_bulk_compositions-3064"><a href="#D4xdata.plot_bulk_compositions-3064"><span class="linenos">3064</span></a>					<span class="n">xy</span> <span class="o">=</span> <span class="n">XY0</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3065"><a href="#D4xdata.plot_bulk_compositions-3065"><span class="linenos">3065</span></a>					<span class="n">width</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3066"><a href="#D4xdata.plot_bulk_compositions-3066"><span class="linenos">3066</span></a>					<span class="n">height</span> <span class="o">=</span> <span class="n">radius</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3067"><a href="#D4xdata.plot_bulk_compositions-3067"><span class="linenos">3067</span></a>					<span class="n">ls</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)),</span>
+</span><span id="D4xdata.plot_bulk_compositions-3068"><a href="#D4xdata.plot_bulk_compositions-3068"><span class="linenos">3068</span></a>					<span class="n">lw</span> <span class="o">=</span> <span class="mf">.7</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3069"><a href="#D4xdata.plot_bulk_compositions-3069"><span class="linenos">3069</span></a>					<span class="n">ec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3070"><a href="#D4xdata.plot_bulk_compositions-3070"><span class="linenos">3070</span></a>					<span class="n">fc</span> <span class="o">=</span> <span class="s1">&#39;None&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3071"><a href="#D4xdata.plot_bulk_compositions-3071"><span class="linenos">3071</span></a>					<span class="p">))</span>
+</span><span id="D4xdata.plot_bulk_compositions-3072"><a href="#D4xdata.plot_bulk_compositions-3072"><span class="linenos">3072</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
+</span><span id="D4xdata.plot_bulk_compositions-3073"><a href="#D4xdata.plot_bulk_compositions-3073"><span class="linenos">3073</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+</span><span id="D4xdata.plot_bulk_compositions-3074"><a href="#D4xdata.plot_bulk_compositions-3074"><span class="linenos">3074</span></a>					<span class="n">XY0</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">radius</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3075"><a href="#D4xdata.plot_bulk_compositions-3075"><span class="linenos">3075</span></a>					<span class="sa">f</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">± </span><span class="si">{</span><span class="n">radius</span><span class="o">*</span><span class="mf">1e3</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1"> ppm&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3076"><a href="#D4xdata.plot_bulk_compositions-3076"><span class="linenos">3076</span></a>					<span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3077"><a href="#D4xdata.plot_bulk_compositions-3077"><span class="linenos">3077</span></a>					<span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;top&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3078"><a href="#D4xdata.plot_bulk_compositions-3078"><span class="linenos">3078</span></a>					<span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3079"><a href="#D4xdata.plot_bulk_compositions-3079"><span class="linenos">3079</span></a>					<span class="n">linespacing</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3080"><a href="#D4xdata.plot_bulk_compositions-3080"><span class="linenos">3080</span></a>					<span class="n">size</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3081"><a href="#D4xdata.plot_bulk_compositions-3081"><span class="linenos">3081</span></a>					<span class="p">)</span>
 </span><span id="D4xdata.plot_bulk_compositions-3082"><a href="#D4xdata.plot_bulk_compositions-3082"><span class="linenos">3082</span></a>
-</span><span id="D4xdata.plot_bulk_compositions-3083"><a href="#D4xdata.plot_bulk_compositions-3083"><span class="linenos">3083</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
-</span><span id="D4xdata.plot_bulk_compositions-3084"><a href="#D4xdata.plot_bulk_compositions-3084"><span class="linenos">3084</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3085"><a href="#D4xdata.plot_bulk_compositions-3085"><span class="linenos">3085</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
-</span><span id="D4xdata.plot_bulk_compositions-3086"><a href="#D4xdata.plot_bulk_compositions-3086"><span class="linenos">3086</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
-</span><span id="D4xdata.plot_bulk_compositions-3087"><a href="#D4xdata.plot_bulk_compositions-3087"><span class="linenos">3087</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
-</span><span id="D4xdata.plot_bulk_compositions-3088"><a href="#D4xdata.plot_bulk_compositions-3088"><span class="linenos">3088</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3083"><a href="#D4xdata.plot_bulk_compositions-3083"><span class="linenos">3083</span></a>			<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata.plot_bulk_compositions-3084"><a href="#D4xdata.plot_bulk_compositions-3084"><span class="linenos">3084</span></a>				<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3085"><a href="#D4xdata.plot_bulk_compositions-3085"><span class="linenos">3085</span></a>			<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">.pdf&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3086"><a href="#D4xdata.plot_bulk_compositions-3086"><span class="linenos">3086</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3087"><a href="#D4xdata.plot_bulk_compositions-3087"><span class="linenos">3087</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3088"><a href="#D4xdata.plot_bulk_compositions-3088"><span class="linenos">3088</span></a>		<span class="n">fig</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="n">figsize</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3089"><a href="#D4xdata.plot_bulk_compositions-3089"><span class="linenos">3089</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="o">*</span><span class="n">subplots_adjust</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3090"><a href="#D4xdata.plot_bulk_compositions-3090"><span class="linenos">3090</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{18}</span><span class="s1">O_</span><span class="si">{VSMOW}</span><span class="s1">$ of $CO_2$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3091"><a href="#D4xdata.plot_bulk_compositions-3091"><span class="linenos">3091</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$δ^</span><span class="si">{13}</span><span class="s1">C_</span><span class="si">{VPDB}</span><span class="s1">$ (‰)&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3092"><a href="#D4xdata.plot_bulk_compositions-3092"><span class="linenos">3092</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3093"><a href="#D4xdata.plot_bulk_compositions-3093"><span class="linenos">3093</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3094"><a href="#D4xdata.plot_bulk_compositions-3094"><span class="linenos">3094</span></a>			<span class="k">for</span> <span class="n">xy</span> <span class="ow">in</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3095"><a href="#D4xdata.plot_bulk_compositions-3095"><span class="linenos">3095</span></a>				<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">xy</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]],</span> <span class="p">[</span><span class="n">xy</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]],</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">lw</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3096"><a href="#D4xdata.plot_bulk_compositions-3096"><span class="linenos">3096</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">analysis_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3097"><a href="#D4xdata.plot_bulk_compositions-3097"><span class="linenos">3097</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;wo&#39;</span><span class="p">,</span> <span class="n">mew</span> <span class="o">=</span> <span class="mf">1.5</span><span class="p">,</span> <span class="n">mec</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3098"><a href="#D4xdata.plot_bulk_compositions-3098"><span class="linenos">3098</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">*</span><span class="n">saved</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="sa">f</span><span class="s1">&#39;  </span><span class="si">{</span><span class="n">s</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">va</span> <span class="o">=</span> <span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">ha</span> <span class="o">=</span> <span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sample_color</span><span class="p">,</span> <span class="n">weight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3099"><a href="#D4xdata.plot_bulk_compositions-3099"><span class="linenos">3099</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3100"><a href="#D4xdata.plot_bulk_compositions-3100"><span class="linenos">3100</span></a>		<span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">y2</span> <span class="o">=</span> <span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">()</span>
+</span><span id="D4xdata.plot_bulk_compositions-3101"><a href="#D4xdata.plot_bulk_compositions-3101"><span class="linenos">3101</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span>
+</span><span id="D4xdata.plot_bulk_compositions-3102"><a href="#D4xdata.plot_bulk_compositions-3102"><span class="linenos">3102</span></a>			<span class="n">x1</span> <span class="o">-</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3103"><a href="#D4xdata.plot_bulk_compositions-3103"><span class="linenos">3103</span></a>			<span class="n">x2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x2</span><span class="o">-</span><span class="n">x1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3104"><a href="#D4xdata.plot_bulk_compositions-3104"><span class="linenos">3104</span></a>			<span class="n">y1</span> <span class="o">-</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3105"><a href="#D4xdata.plot_bulk_compositions-3105"><span class="linenos">3105</span></a>			<span class="n">y2</span> <span class="o">+</span> <span class="p">(</span><span class="n">y2</span><span class="o">-</span><span class="n">y1</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span>
+</span><span id="D4xdata.plot_bulk_compositions-3106"><a href="#D4xdata.plot_bulk_compositions-3106"><span class="linenos">3106</span></a>			<span class="p">])</span>			
+</span><span id="D4xdata.plot_bulk_compositions-3107"><a href="#D4xdata.plot_bulk_compositions-3107"><span class="linenos">3107</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3108"><a href="#D4xdata.plot_bulk_compositions-3108"><span class="linenos">3108</span></a>
+</span><span id="D4xdata.plot_bulk_compositions-3109"><a href="#D4xdata.plot_bulk_compositions-3109"><span class="linenos">3109</span></a>		<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
+</span><span id="D4xdata.plot_bulk_compositions-3110"><a href="#D4xdata.plot_bulk_compositions-3110"><span class="linenos">3110</span></a>			<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="nb">dir</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3111"><a href="#D4xdata.plot_bulk_compositions-3111"><span class="linenos">3111</span></a>		<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="nb">dir</span><span class="si">}</span><span class="s1">/__all__.pdf&#39;</span><span class="p">)</span>
+</span><span id="D4xdata.plot_bulk_compositions-3112"><a href="#D4xdata.plot_bulk_compositions-3112"><span class="linenos">3112</span></a>		<span class="k">if</span> <span class="n">show</span><span class="p">:</span>
+</span><span id="D4xdata.plot_bulk_compositions-3113"><a href="#D4xdata.plot_bulk_compositions-3113"><span class="linenos">3113</span></a>			<span class="n">ppl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</span><span id="D4xdata.plot_bulk_compositions-3114"><a href="#D4xdata.plot_bulk_compositions-3114"><span class="linenos">3114</span></a>		<span class="n">ppl</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11554,99 +11631,99 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D47data"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data-3130"><a href="#D47data-3130"><span class="linenos">3130</span></a><span class="k">class</span> <span class="nc">D47data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="D47data-3131"><a href="#D47data-3131"><span class="linenos">3131</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data-3132"><a href="#D47data-3132"><span class="linenos">3132</span></a><span class="sd">	Store and process data for a large set of Δ47 analyses,</span>
-</span><span id="D47data-3133"><a href="#D47data-3133"><span class="linenos">3133</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="D47data-3134"><a href="#D47data-3134"><span class="linenos">3134</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="D47data-3135"><a href="#D47data-3135"><span class="linenos">3135</span></a>
-</span><span id="D47data-3136"><a href="#D47data-3136"><span class="linenos">3136</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="D47data-3137"><a href="#D47data-3137"><span class="linenos">3137</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>   <span class="mf">0.2052</span><span class="p">,</span>
-</span><span id="D47data-3138"><a href="#D47data-3138"><span class="linenos">3138</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>   <span class="mf">0.2085</span><span class="p">,</span>
-</span><span id="D47data-3139"><a href="#D47data-3139"><span class="linenos">3139</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>   <span class="mf">0.6132</span><span class="p">,</span>
-</span><span id="D47data-3140"><a href="#D47data-3140"><span class="linenos">3140</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>   <span class="mf">0.4511</span><span class="p">,</span>
-</span><span id="D47data-3141"><a href="#D47data-3141"><span class="linenos">3141</span></a>		<span class="s1">&#39;IAEA-C1&#39;</span><span class="p">:</span> <span class="mf">0.3018</span><span class="p">,</span>
-</span><span id="D47data-3142"><a href="#D47data-3142"><span class="linenos">3142</span></a>		<span class="s1">&#39;IAEA-C2&#39;</span><span class="p">:</span> <span class="mf">0.6409</span><span class="p">,</span>
-</span><span id="D47data-3143"><a href="#D47data-3143"><span class="linenos">3143</span></a>		<span class="s1">&#39;MERCK&#39;</span><span class="p">:</span>   <span class="mf">0.5135</span><span class="p">,</span>
-</span><span id="D47data-3144"><a href="#D47data-3144"><span class="linenos">3144</span></a>		<span class="p">}</span> <span class="c1"># I-CDES (Bernasconi et al., 2021)</span>
-</span><span id="D47data-3145"><a href="#D47data-3145"><span class="linenos">3145</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data-3146"><a href="#D47data-3146"><span class="linenos">3146</span></a><span class="sd">	Nominal Δ47 values assigned to the Δ47 anchor samples, used by</span>
-</span><span id="D47data-3147"><a href="#D47data-3147"><span class="linenos">3147</span></a><span class="sd">	`D47data.standardize()` to normalize unknown samples to an absolute Δ47</span>
-</span><span id="D47data-3148"><a href="#D47data-3148"><span class="linenos">3148</span></a><span class="sd">	reference frame.</span>
-</span><span id="D47data-3149"><a href="#D47data-3149"><span class="linenos">3149</span></a>
-</span><span id="D47data-3150"><a href="#D47data-3150"><span class="linenos">3150</span></a><span class="sd">	By default equal to (after [Bernasconi et al. (2021)](https://doi.org/10.1029/2020GC009588)):</span>
-</span><span id="D47data-3151"><a href="#D47data-3151"><span class="linenos">3151</span></a><span class="sd">	```py</span>
-</span><span id="D47data-3152"><a href="#D47data-3152"><span class="linenos">3152</span></a><span class="sd">	{</span>
-</span><span id="D47data-3153"><a href="#D47data-3153"><span class="linenos">3153</span></a><span class="sd">		&#39;ETH-1&#39;   : 0.2052,</span>
-</span><span id="D47data-3154"><a href="#D47data-3154"><span class="linenos">3154</span></a><span class="sd">		&#39;ETH-2&#39;   : 0.2085,</span>
-</span><span id="D47data-3155"><a href="#D47data-3155"><span class="linenos">3155</span></a><span class="sd">		&#39;ETH-3&#39;   : 0.6132,</span>
-</span><span id="D47data-3156"><a href="#D47data-3156"><span class="linenos">3156</span></a><span class="sd">		&#39;ETH-4&#39;   : 0.4511,</span>
-</span><span id="D47data-3157"><a href="#D47data-3157"><span class="linenos">3157</span></a><span class="sd">		&#39;IAEA-C1&#39; : 0.3018,</span>
-</span><span id="D47data-3158"><a href="#D47data-3158"><span class="linenos">3158</span></a><span class="sd">		&#39;IAEA-C2&#39; : 0.6409,</span>
-</span><span id="D47data-3159"><a href="#D47data-3159"><span class="linenos">3159</span></a><span class="sd">		&#39;MERCK&#39;   : 0.5135,</span>
-</span><span id="D47data-3160"><a href="#D47data-3160"><span class="linenos">3160</span></a><span class="sd">	}</span>
-</span><span id="D47data-3161"><a href="#D47data-3161"><span class="linenos">3161</span></a><span class="sd">	```</span>
-</span><span id="D47data-3162"><a href="#D47data-3162"><span class="linenos">3162</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="D47data-3163"><a href="#D47data-3163"><span class="linenos">3163</span></a>
-</span><span id="D47data-3164"><a href="#D47data-3164"><span class="linenos">3164</span></a>
-</span><span id="D47data-3165"><a href="#D47data-3165"><span class="linenos">3165</span></a>	<span class="nd">@property</span>
-</span><span id="D47data-3166"><a href="#D47data-3166"><span class="linenos">3166</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D47data-3167"><a href="#D47data-3167"><span class="linenos">3167</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="D47data-3168"><a href="#D47data-3168"><span class="linenos">3168</span></a>	
-</span><span id="D47data-3169"><a href="#D47data-3169"><span class="linenos">3169</span></a>
-</span><span id="D47data-3170"><a href="#D47data-3170"><span class="linenos">3170</span></a>	<span class="nd">@Nominal_D47</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="D47data-3171"><a href="#D47data-3171"><span class="linenos">3171</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="D47data-3172"><a href="#D47data-3172"><span class="linenos">3172</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="D47data-3173"><a href="#D47data-3173"><span class="linenos">3173</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="D47data-3174"><a href="#D47data-3174"><span class="linenos">3174</span></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data-3156"><a href="#D47data-3156"><span class="linenos">3156</span></a><span class="k">class</span> <span class="nc">D47data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="D47data-3157"><a href="#D47data-3157"><span class="linenos">3157</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data-3158"><a href="#D47data-3158"><span class="linenos">3158</span></a><span class="sd">	Store and process data for a large set of Δ47 analyses,</span>
+</span><span id="D47data-3159"><a href="#D47data-3159"><span class="linenos">3159</span></a><span class="sd">	usually comprising more than one analytical session.</span>
+</span><span id="D47data-3160"><a href="#D47data-3160"><span class="linenos">3160</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="D47data-3161"><a href="#D47data-3161"><span class="linenos">3161</span></a>
+</span><span id="D47data-3162"><a href="#D47data-3162"><span class="linenos">3162</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="D47data-3163"><a href="#D47data-3163"><span class="linenos">3163</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>   <span class="mf">0.2052</span><span class="p">,</span>
+</span><span id="D47data-3164"><a href="#D47data-3164"><span class="linenos">3164</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>   <span class="mf">0.2085</span><span class="p">,</span>
+</span><span id="D47data-3165"><a href="#D47data-3165"><span class="linenos">3165</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>   <span class="mf">0.6132</span><span class="p">,</span>
+</span><span id="D47data-3166"><a href="#D47data-3166"><span class="linenos">3166</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>   <span class="mf">0.4511</span><span class="p">,</span>
+</span><span id="D47data-3167"><a href="#D47data-3167"><span class="linenos">3167</span></a>		<span class="s1">&#39;IAEA-C1&#39;</span><span class="p">:</span> <span class="mf">0.3018</span><span class="p">,</span>
+</span><span id="D47data-3168"><a href="#D47data-3168"><span class="linenos">3168</span></a>		<span class="s1">&#39;IAEA-C2&#39;</span><span class="p">:</span> <span class="mf">0.6409</span><span class="p">,</span>
+</span><span id="D47data-3169"><a href="#D47data-3169"><span class="linenos">3169</span></a>		<span class="s1">&#39;MERCK&#39;</span><span class="p">:</span>   <span class="mf">0.5135</span><span class="p">,</span>
+</span><span id="D47data-3170"><a href="#D47data-3170"><span class="linenos">3170</span></a>		<span class="p">}</span> <span class="c1"># I-CDES (Bernasconi et al., 2021)</span>
+</span><span id="D47data-3171"><a href="#D47data-3171"><span class="linenos">3171</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data-3172"><a href="#D47data-3172"><span class="linenos">3172</span></a><span class="sd">	Nominal Δ47 values assigned to the Δ47 anchor samples, used by</span>
+</span><span id="D47data-3173"><a href="#D47data-3173"><span class="linenos">3173</span></a><span class="sd">	`D47data.standardize()` to normalize unknown samples to an absolute Δ47</span>
+</span><span id="D47data-3174"><a href="#D47data-3174"><span class="linenos">3174</span></a><span class="sd">	reference frame.</span>
 </span><span id="D47data-3175"><a href="#D47data-3175"><span class="linenos">3175</span></a>
-</span><span id="D47data-3176"><a href="#D47data-3176"><span class="linenos">3176</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D47data-3177"><a href="#D47data-3177"><span class="linenos">3177</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data-3178"><a href="#D47data-3178"><span class="linenos">3178</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D47data-3179"><a href="#D47data-3179"><span class="linenos">3179</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D47data-3180"><a href="#D47data-3180"><span class="linenos">3180</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D47data-3181"><a href="#D47data-3181"><span class="linenos">3181</span></a>
-</span><span id="D47data-3182"><a href="#D47data-3182"><span class="linenos">3182</span></a>
-</span><span id="D47data-3183"><a href="#D47data-3183"><span class="linenos">3183</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
-</span><span id="D47data-3184"><a href="#D47data-3184"><span class="linenos">3184</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data-3185"><a href="#D47data-3185"><span class="linenos">3185</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
-</span><span id="D47data-3186"><a href="#D47data-3186"><span class="linenos">3186</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
-</span><span id="D47data-3187"><a href="#D47data-3187"><span class="linenos">3187</span></a>
-</span><span id="D47data-3188"><a href="#D47data-3188"><span class="linenos">3188</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D47data-3176"><a href="#D47data-3176"><span class="linenos">3176</span></a><span class="sd">	By default equal to (after [Bernasconi et al. (2021)](https://doi.org/10.1029/2020GC009588)):</span>
+</span><span id="D47data-3177"><a href="#D47data-3177"><span class="linenos">3177</span></a><span class="sd">	```py</span>
+</span><span id="D47data-3178"><a href="#D47data-3178"><span class="linenos">3178</span></a><span class="sd">	{</span>
+</span><span id="D47data-3179"><a href="#D47data-3179"><span class="linenos">3179</span></a><span class="sd">		&#39;ETH-1&#39;   : 0.2052,</span>
+</span><span id="D47data-3180"><a href="#D47data-3180"><span class="linenos">3180</span></a><span class="sd">		&#39;ETH-2&#39;   : 0.2085,</span>
+</span><span id="D47data-3181"><a href="#D47data-3181"><span class="linenos">3181</span></a><span class="sd">		&#39;ETH-3&#39;   : 0.6132,</span>
+</span><span id="D47data-3182"><a href="#D47data-3182"><span class="linenos">3182</span></a><span class="sd">		&#39;ETH-4&#39;   : 0.4511,</span>
+</span><span id="D47data-3183"><a href="#D47data-3183"><span class="linenos">3183</span></a><span class="sd">		&#39;IAEA-C1&#39; : 0.3018,</span>
+</span><span id="D47data-3184"><a href="#D47data-3184"><span class="linenos">3184</span></a><span class="sd">		&#39;IAEA-C2&#39; : 0.6409,</span>
+</span><span id="D47data-3185"><a href="#D47data-3185"><span class="linenos">3185</span></a><span class="sd">		&#39;MERCK&#39;   : 0.5135,</span>
+</span><span id="D47data-3186"><a href="#D47data-3186"><span class="linenos">3186</span></a><span class="sd">	}</span>
+</span><span id="D47data-3187"><a href="#D47data-3187"><span class="linenos">3187</span></a><span class="sd">	```</span>
+</span><span id="D47data-3188"><a href="#D47data-3188"><span class="linenos">3188</span></a><span class="sd">	&#39;&#39;&#39;</span>
 </span><span id="D47data-3189"><a href="#D47data-3189"><span class="linenos">3189</span></a>
-</span><span id="D47data-3190"><a href="#D47data-3190"><span class="linenos">3190</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
-</span><span id="D47data-3191"><a href="#D47data-3191"><span class="linenos">3191</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
-</span><span id="D47data-3192"><a href="#D47data-3192"><span class="linenos">3192</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
-</span><span id="D47data-3193"><a href="#D47data-3193"><span class="linenos">3193</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
-</span><span id="D47data-3194"><a href="#D47data-3194"><span class="linenos">3194</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
-</span><span id="D47data-3195"><a href="#D47data-3195"><span class="linenos">3195</span></a><span class="sd">		between old and new Δ47 values;</span>
-</span><span id="D47data-3196"><a href="#D47data-3196"><span class="linenos">3196</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
-</span><span id="D47data-3197"><a href="#D47data-3197"><span class="linenos">3197</span></a><span class="sd">		values in case of conflict.</span>
-</span><span id="D47data-3198"><a href="#D47data-3198"><span class="linenos">3198</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D47data-3199"><a href="#D47data-3199"><span class="linenos">3199</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="D47data-3200"><a href="#D47data-3200"><span class="linenos">3200</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
-</span><span id="D47data-3201"><a href="#D47data-3201"><span class="linenos">3201</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
-</span><span id="D47data-3202"><a href="#D47data-3202"><span class="linenos">3202</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
-</span><span id="D47data-3203"><a href="#D47data-3203"><span class="linenos">3203</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D47data-3204"><a href="#D47data-3204"><span class="linenos">3204</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="D47data-3205"><a href="#D47data-3205"><span class="linenos">3205</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
-</span><span id="D47data-3206"><a href="#D47data-3206"><span class="linenos">3206</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="D47data-3207"><a href="#D47data-3207"><span class="linenos">3207</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="D47data-3208"><a href="#D47data-3208"><span class="linenos">3208</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D47data-3209"><a href="#D47data-3209"><span class="linenos">3209</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
-</span><span id="D47data-3210"><a href="#D47data-3210"><span class="linenos">3210</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D47data-3211"><a href="#D47data-3211"><span class="linenos">3211</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="D47data-3212"><a href="#D47data-3212"><span class="linenos">3212</span></a>
-</span><span id="D47data-3213"><a href="#D47data-3213"><span class="linenos">3213</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
-</span><span id="D47data-3214"><a href="#D47data-3214"><span class="linenos">3214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D47data-3215"><a href="#D47data-3215"><span class="linenos">3215</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="D47data-3216"><a href="#D47data-3216"><span class="linenos">3216</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
-</span><span id="D47data-3217"><a href="#D47data-3217"><span class="linenos">3217</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
-</span><span id="D47data-3218"><a href="#D47data-3218"><span class="linenos">3218</span></a>	
-</span><span id="D47data-3219"><a href="#D47data-3219"><span class="linenos">3219</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D47data-3220"><a href="#D47data-3220"><span class="linenos">3220</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D47data-3221"><a href="#D47data-3221"><span class="linenos">3221</span></a>
-</span><span id="D47data-3222"><a href="#D47data-3222"><span class="linenos">3222</span></a>	<span class="n">save_D47_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D47&#39;</span><span class="p">)</span>
+</span><span id="D47data-3190"><a href="#D47data-3190"><span class="linenos">3190</span></a>
+</span><span id="D47data-3191"><a href="#D47data-3191"><span class="linenos">3191</span></a>	<span class="nd">@property</span>
+</span><span id="D47data-3192"><a href="#D47data-3192"><span class="linenos">3192</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D47data-3193"><a href="#D47data-3193"><span class="linenos">3193</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="D47data-3194"><a href="#D47data-3194"><span class="linenos">3194</span></a>	
+</span><span id="D47data-3195"><a href="#D47data-3195"><span class="linenos">3195</span></a>
+</span><span id="D47data-3196"><a href="#D47data-3196"><span class="linenos">3196</span></a>	<span class="nd">@Nominal_D47</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="D47data-3197"><a href="#D47data-3197"><span class="linenos">3197</span></a>	<span class="k">def</span> <span class="nf">Nominal_D47</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="D47data-3198"><a href="#D47data-3198"><span class="linenos">3198</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="D47data-3199"><a href="#D47data-3199"><span class="linenos">3199</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="D47data-3200"><a href="#D47data-3200"><span class="linenos">3200</span></a>
+</span><span id="D47data-3201"><a href="#D47data-3201"><span class="linenos">3201</span></a>
+</span><span id="D47data-3202"><a href="#D47data-3202"><span class="linenos">3202</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D47data-3203"><a href="#D47data-3203"><span class="linenos">3203</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data-3204"><a href="#D47data-3204"><span class="linenos">3204</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D47data-3205"><a href="#D47data-3205"><span class="linenos">3205</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D47data-3206"><a href="#D47data-3206"><span class="linenos">3206</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D47data-3207"><a href="#D47data-3207"><span class="linenos">3207</span></a>
+</span><span id="D47data-3208"><a href="#D47data-3208"><span class="linenos">3208</span></a>
+</span><span id="D47data-3209"><a href="#D47data-3209"><span class="linenos">3209</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
+</span><span id="D47data-3210"><a href="#D47data-3210"><span class="linenos">3210</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data-3211"><a href="#D47data-3211"><span class="linenos">3211</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
+</span><span id="D47data-3212"><a href="#D47data-3212"><span class="linenos">3212</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
+</span><span id="D47data-3213"><a href="#D47data-3213"><span class="linenos">3213</span></a>
+</span><span id="D47data-3214"><a href="#D47data-3214"><span class="linenos">3214</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D47data-3215"><a href="#D47data-3215"><span class="linenos">3215</span></a>
+</span><span id="D47data-3216"><a href="#D47data-3216"><span class="linenos">3216</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
+</span><span id="D47data-3217"><a href="#D47data-3217"><span class="linenos">3217</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
+</span><span id="D47data-3218"><a href="#D47data-3218"><span class="linenos">3218</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
+</span><span id="D47data-3219"><a href="#D47data-3219"><span class="linenos">3219</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
+</span><span id="D47data-3220"><a href="#D47data-3220"><span class="linenos">3220</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
+</span><span id="D47data-3221"><a href="#D47data-3221"><span class="linenos">3221</span></a><span class="sd">		between old and new Δ47 values;</span>
+</span><span id="D47data-3222"><a href="#D47data-3222"><span class="linenos">3222</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
+</span><span id="D47data-3223"><a href="#D47data-3223"><span class="linenos">3223</span></a><span class="sd">		values in case of conflict.</span>
+</span><span id="D47data-3224"><a href="#D47data-3224"><span class="linenos">3224</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D47data-3225"><a href="#D47data-3225"><span class="linenos">3225</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="D47data-3226"><a href="#D47data-3226"><span class="linenos">3226</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
+</span><span id="D47data-3227"><a href="#D47data-3227"><span class="linenos">3227</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
+</span><span id="D47data-3228"><a href="#D47data-3228"><span class="linenos">3228</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
+</span><span id="D47data-3229"><a href="#D47data-3229"><span class="linenos">3229</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D47data-3230"><a href="#D47data-3230"><span class="linenos">3230</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="D47data-3231"><a href="#D47data-3231"><span class="linenos">3231</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
+</span><span id="D47data-3232"><a href="#D47data-3232"><span class="linenos">3232</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="D47data-3233"><a href="#D47data-3233"><span class="linenos">3233</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="D47data-3234"><a href="#D47data-3234"><span class="linenos">3234</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D47data-3235"><a href="#D47data-3235"><span class="linenos">3235</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
+</span><span id="D47data-3236"><a href="#D47data-3236"><span class="linenos">3236</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D47data-3237"><a href="#D47data-3237"><span class="linenos">3237</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="D47data-3238"><a href="#D47data-3238"><span class="linenos">3238</span></a>
+</span><span id="D47data-3239"><a href="#D47data-3239"><span class="linenos">3239</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
+</span><span id="D47data-3240"><a href="#D47data-3240"><span class="linenos">3240</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D47data-3241"><a href="#D47data-3241"><span class="linenos">3241</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="D47data-3242"><a href="#D47data-3242"><span class="linenos">3242</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
+</span><span id="D47data-3243"><a href="#D47data-3243"><span class="linenos">3243</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+</span><span id="D47data-3244"><a href="#D47data-3244"><span class="linenos">3244</span></a>	
+</span><span id="D47data-3245"><a href="#D47data-3245"><span class="linenos">3245</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D47data-3246"><a href="#D47data-3246"><span class="linenos">3246</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D47data-3247"><a href="#D47data-3247"><span class="linenos">3247</span></a>
+</span><span id="D47data-3248"><a href="#D47data-3248"><span class="linenos">3248</span></a>	<span class="n">save_D47_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D47&#39;</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11665,11 +11742,11 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D47data.__init__"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.__init__-3176"><a href="#D47data.__init__-3176"><span class="linenos">3176</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D47data.__init__-3177"><a href="#D47data.__init__-3177"><span class="linenos">3177</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data.__init__-3178"><a href="#D47data.__init__-3178"><span class="linenos">3178</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D47data.__init__-3179"><a href="#D47data.__init__-3179"><span class="linenos">3179</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D47data.__init__-3180"><a href="#D47data.__init__-3180"><span class="linenos">3180</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.__init__-3202"><a href="#D47data.__init__-3202"><span class="linenos">3202</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D47data.__init__-3203"><a href="#D47data.__init__-3203"><span class="linenos">3203</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data.__init__-3204"><a href="#D47data.__init__-3204"><span class="linenos">3204</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D47data.__init__-3205"><a href="#D47data.__init__-3205"><span class="linenos">3205</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D47data.__init__-3206"><a href="#D47data.__init__-3206"><span class="linenos">3206</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;47&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11721,41 +11798,41 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D47data.D47fromTeq"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.D47fromTeq-3183"><a href="#D47data.D47fromTeq-3183"><span class="linenos">3183</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
-</span><span id="D47data.D47fromTeq-3184"><a href="#D47data.D47fromTeq-3184"><span class="linenos">3184</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D47data.D47fromTeq-3185"><a href="#D47data.D47fromTeq-3185"><span class="linenos">3185</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
-</span><span id="D47data.D47fromTeq-3186"><a href="#D47data.D47fromTeq-3186"><span class="linenos">3186</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
-</span><span id="D47data.D47fromTeq-3187"><a href="#D47data.D47fromTeq-3187"><span class="linenos">3187</span></a>
-</span><span id="D47data.D47fromTeq-3188"><a href="#D47data.D47fromTeq-3188"><span class="linenos">3188</span></a><span class="sd">		**Parameters**</span>
-</span><span id="D47data.D47fromTeq-3189"><a href="#D47data.D47fromTeq-3189"><span class="linenos">3189</span></a>
-</span><span id="D47data.D47fromTeq-3190"><a href="#D47data.D47fromTeq-3190"><span class="linenos">3190</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
-</span><span id="D47data.D47fromTeq-3191"><a href="#D47data.D47fromTeq-3191"><span class="linenos">3191</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
-</span><span id="D47data.D47fromTeq-3192"><a href="#D47data.D47fromTeq-3192"><span class="linenos">3192</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
-</span><span id="D47data.D47fromTeq-3193"><a href="#D47data.D47fromTeq-3193"><span class="linenos">3193</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
-</span><span id="D47data.D47fromTeq-3194"><a href="#D47data.D47fromTeq-3194"><span class="linenos">3194</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
-</span><span id="D47data.D47fromTeq-3195"><a href="#D47data.D47fromTeq-3195"><span class="linenos">3195</span></a><span class="sd">		between old and new Δ47 values;</span>
-</span><span id="D47data.D47fromTeq-3196"><a href="#D47data.D47fromTeq-3196"><span class="linenos">3196</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
-</span><span id="D47data.D47fromTeq-3197"><a href="#D47data.D47fromTeq-3197"><span class="linenos">3197</span></a><span class="sd">		values in case of conflict.</span>
-</span><span id="D47data.D47fromTeq-3198"><a href="#D47data.D47fromTeq-3198"><span class="linenos">3198</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D47data.D47fromTeq-3199"><a href="#D47data.D47fromTeq-3199"><span class="linenos">3199</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="D47data.D47fromTeq-3200"><a href="#D47data.D47fromTeq-3200"><span class="linenos">3200</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
-</span><span id="D47data.D47fromTeq-3201"><a href="#D47data.D47fromTeq-3201"><span class="linenos">3201</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
-</span><span id="D47data.D47fromTeq-3202"><a href="#D47data.D47fromTeq-3202"><span class="linenos">3202</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
-</span><span id="D47data.D47fromTeq-3203"><a href="#D47data.D47fromTeq-3203"><span class="linenos">3203</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D47data.D47fromTeq-3204"><a href="#D47data.D47fromTeq-3204"><span class="linenos">3204</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3205"><a href="#D47data.D47fromTeq-3205"><span class="linenos">3205</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3206"><a href="#D47data.D47fromTeq-3206"><span class="linenos">3206</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3207"><a href="#D47data.D47fromTeq-3207"><span class="linenos">3207</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="D47data.D47fromTeq-3208"><a href="#D47data.D47fromTeq-3208"><span class="linenos">3208</span></a>				<span class="k">else</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3209"><a href="#D47data.D47fromTeq-3209"><span class="linenos">3209</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
-</span><span id="D47data.D47fromTeq-3210"><a href="#D47data.D47fromTeq-3210"><span class="linenos">3210</span></a>			<span class="k">else</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3211"><a href="#D47data.D47fromTeq-3211"><span class="linenos">3211</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
-</span><span id="D47data.D47fromTeq-3212"><a href="#D47data.D47fromTeq-3212"><span class="linenos">3212</span></a>
-</span><span id="D47data.D47fromTeq-3213"><a href="#D47data.D47fromTeq-3213"><span class="linenos">3213</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3214"><a href="#D47data.D47fromTeq-3214"><span class="linenos">3214</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="D47data.D47fromTeq-3215"><a href="#D47data.D47fromTeq-3215"><span class="linenos">3215</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3216"><a href="#D47data.D47fromTeq-3216"><span class="linenos">3216</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
-</span><span id="D47data.D47fromTeq-3217"><a href="#D47data.D47fromTeq-3217"><span class="linenos">3217</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.D47fromTeq-3209"><a href="#D47data.D47fromTeq-3209"><span class="linenos">3209</span></a>	<span class="k">def</span> <span class="nf">D47fromTeq</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fCo2eqD47</span> <span class="o">=</span> <span class="s1">&#39;petersen&#39;</span><span class="p">,</span> <span class="n">priority</span> <span class="o">=</span> <span class="s1">&#39;new&#39;</span><span class="p">):</span>
+</span><span id="D47data.D47fromTeq-3210"><a href="#D47data.D47fromTeq-3210"><span class="linenos">3210</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D47data.D47fromTeq-3211"><a href="#D47data.D47fromTeq-3211"><span class="linenos">3211</span></a><span class="sd">		Find all samples for which `Teq` is specified, compute equilibrium Δ47</span>
+</span><span id="D47data.D47fromTeq-3212"><a href="#D47data.D47fromTeq-3212"><span class="linenos">3212</span></a><span class="sd">		value for that temperature, and add treat these samples as additional anchors.</span>
+</span><span id="D47data.D47fromTeq-3213"><a href="#D47data.D47fromTeq-3213"><span class="linenos">3213</span></a>
+</span><span id="D47data.D47fromTeq-3214"><a href="#D47data.D47fromTeq-3214"><span class="linenos">3214</span></a><span class="sd">		**Parameters**</span>
+</span><span id="D47data.D47fromTeq-3215"><a href="#D47data.D47fromTeq-3215"><span class="linenos">3215</span></a>
+</span><span id="D47data.D47fromTeq-3216"><a href="#D47data.D47fromTeq-3216"><span class="linenos">3216</span></a><span class="sd">		+ `fCo2eqD47`: Which CO2 equilibrium law to use</span>
+</span><span id="D47data.D47fromTeq-3217"><a href="#D47data.D47fromTeq-3217"><span class="linenos">3217</span></a><span class="sd">		(`petersen`: [Petersen et al. (2019)](https://doi.org/10.1029/2018GC008127);</span>
+</span><span id="D47data.D47fromTeq-3218"><a href="#D47data.D47fromTeq-3218"><span class="linenos">3218</span></a><span class="sd">		`wang`: [Wang et al. (2019)](https://doi.org/10.1016/j.gca.2004.05.039)).</span>
+</span><span id="D47data.D47fromTeq-3219"><a href="#D47data.D47fromTeq-3219"><span class="linenos">3219</span></a><span class="sd">		+ `priority`: if `replace`: forget old anchors and only use the new ones;</span>
+</span><span id="D47data.D47fromTeq-3220"><a href="#D47data.D47fromTeq-3220"><span class="linenos">3220</span></a><span class="sd">		if `new`: keep pre-existing anchors but update them in case of conflict</span>
+</span><span id="D47data.D47fromTeq-3221"><a href="#D47data.D47fromTeq-3221"><span class="linenos">3221</span></a><span class="sd">		between old and new Δ47 values;</span>
+</span><span id="D47data.D47fromTeq-3222"><a href="#D47data.D47fromTeq-3222"><span class="linenos">3222</span></a><span class="sd">		if `old`: keep pre-existing anchors but preserve their original Δ47</span>
+</span><span id="D47data.D47fromTeq-3223"><a href="#D47data.D47fromTeq-3223"><span class="linenos">3223</span></a><span class="sd">		values in case of conflict.</span>
+</span><span id="D47data.D47fromTeq-3224"><a href="#D47data.D47fromTeq-3224"><span class="linenos">3224</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D47data.D47fromTeq-3225"><a href="#D47data.D47fromTeq-3225"><span class="linenos">3225</span></a>		<span class="n">f</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="D47data.D47fromTeq-3226"><a href="#D47data.D47fromTeq-3226"><span class="linenos">3226</span></a>			<span class="s1">&#39;petersen&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Petersen</span><span class="p">,</span>
+</span><span id="D47data.D47fromTeq-3227"><a href="#D47data.D47fromTeq-3227"><span class="linenos">3227</span></a>			<span class="s1">&#39;wang&#39;</span><span class="p">:</span> <span class="n">fCO2eqD47_Wang</span><span class="p">,</span>
+</span><span id="D47data.D47fromTeq-3228"><a href="#D47data.D47fromTeq-3228"><span class="linenos">3228</span></a>			<span class="p">}[</span><span class="n">fCo2eqD47</span><span class="p">]</span>
+</span><span id="D47data.D47fromTeq-3229"><a href="#D47data.D47fromTeq-3229"><span class="linenos">3229</span></a>		<span class="n">foo</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D47data.D47fromTeq-3230"><a href="#D47data.D47fromTeq-3230"><span class="linenos">3230</span></a>		<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3231"><a href="#D47data.D47fromTeq-3231"><span class="linenos">3231</span></a>			<span class="k">if</span> <span class="s1">&#39;Teq&#39;</span> <span class="ow">in</span> <span class="n">r</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3232"><a href="#D47data.D47fromTeq-3232"><span class="linenos">3232</span></a>				<span class="k">if</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3233"><a href="#D47data.D47fromTeq-3233"><span class="linenos">3233</span></a>					<span class="k">assert</span> <span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">==</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">]),</span> <span class="sa">f</span><span class="s1">&#39;Different values of `Teq` provided for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="D47data.D47fromTeq-3234"><a href="#D47data.D47fromTeq-3234"><span class="linenos">3234</span></a>				<span class="k">else</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3235"><a href="#D47data.D47fromTeq-3235"><span class="linenos">3235</span></a>					<span class="n">foo</span><span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;Teq&#39;</span><span class="p">])</span>
+</span><span id="D47data.D47fromTeq-3236"><a href="#D47data.D47fromTeq-3236"><span class="linenos">3236</span></a>			<span class="k">else</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3237"><a href="#D47data.D47fromTeq-3237"><span class="linenos">3237</span></a>					<span class="k">assert</span> <span class="n">r</span><span class="p">[</span><span class="s1">&#39;Sample&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;`Teq` is inconsistently specified for sample `</span><span class="si">{</span><span class="n">r</span><span class="p">[</span><span class="s2">&quot;Sample&quot;</span><span class="p">]</span><span class="si">}</span><span class="s1">`.&#39;</span>
+</span><span id="D47data.D47fromTeq-3238"><a href="#D47data.D47fromTeq-3238"><span class="linenos">3238</span></a>
+</span><span id="D47data.D47fromTeq-3239"><a href="#D47data.D47fromTeq-3239"><span class="linenos">3239</span></a>		<span class="k">if</span> <span class="n">priority</span> <span class="o">==</span> <span class="s1">&#39;replace&#39;</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3240"><a href="#D47data.D47fromTeq-3240"><span class="linenos">3240</span></a>			<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="D47data.D47fromTeq-3241"><a href="#D47data.D47fromTeq-3241"><span class="linenos">3241</span></a>		<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">foo</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3242"><a href="#D47data.D47fromTeq-3242"><span class="linenos">3242</span></a>			<span class="k">if</span> <span class="n">priority</span> <span class="o">!=</span> <span class="s1">&#39;old&#39;</span> <span class="ow">or</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">:</span>
+</span><span id="D47data.D47fromTeq-3243"><a href="#D47data.D47fromTeq-3243"><span class="linenos">3243</span></a>				<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D47</span><span class="p">[</span><span class="n">s</span><span class="p">]</span> <span class="o">=</span> <span class="n">foo</span><span class="p">[</span><span class="n">s</span><span class="p">]</span>
 </span></pre></div>
 
 
@@ -11789,8 +11866,8 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D47data.save_D47_correl"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.save_D47_correl-3219"><a href="#D47data.save_D47_correl-3219"><span class="linenos">3219</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D47data.save_D47_correl-3220"><a href="#D47data.save_D47_correl-3220"><span class="linenos">3220</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D47data.save_D47_correl-3245"><a href="#D47data.save_D47_correl-3245"><span class="linenos">3245</span></a>	<span class="k">def</span> <span class="nf">save_D47_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D47data.save_D47_correl-3246"><a href="#D47data.save_D47_correl-3246"><span class="linenos">3246</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11899,60 +11976,60 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D48data"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data-3225"><a href="#D48data-3225"><span class="linenos">3225</span></a><span class="k">class</span> <span class="nc">D48data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="D48data-3226"><a href="#D48data-3226"><span class="linenos">3226</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D48data-3227"><a href="#D48data-3227"><span class="linenos">3227</span></a><span class="sd">	Store and process data for a large set of Δ48 analyses,</span>
-</span><span id="D48data-3228"><a href="#D48data-3228"><span class="linenos">3228</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="D48data-3229"><a href="#D48data-3229"><span class="linenos">3229</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="D48data-3230"><a href="#D48data-3230"><span class="linenos">3230</span></a>
-</span><span id="D48data-3231"><a href="#D48data-3231"><span class="linenos">3231</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="D48data-3232"><a href="#D48data-3232"><span class="linenos">3232</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
-</span><span id="D48data-3233"><a href="#D48data-3233"><span class="linenos">3233</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
-</span><span id="D48data-3234"><a href="#D48data-3234"><span class="linenos">3234</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>  <span class="mf">0.270</span><span class="p">,</span>
-</span><span id="D48data-3235"><a href="#D48data-3235"><span class="linenos">3235</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>  <span class="mf">0.223</span><span class="p">,</span>
-</span><span id="D48data-3236"><a href="#D48data-3236"><span class="linenos">3236</span></a>		<span class="s1">&#39;GU-1&#39;</span><span class="p">:</span>  <span class="o">-</span><span class="mf">0.419</span><span class="p">,</span>
-</span><span id="D48data-3237"><a href="#D48data-3237"><span class="linenos">3237</span></a>		<span class="p">}</span> <span class="c1"># (Fiebig et al., 2019, 2021)</span>
-</span><span id="D48data-3238"><a href="#D48data-3238"><span class="linenos">3238</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D48data-3239"><a href="#D48data-3239"><span class="linenos">3239</span></a><span class="sd">	Nominal Δ48 values assigned to the Δ48 anchor samples, used by</span>
-</span><span id="D48data-3240"><a href="#D48data-3240"><span class="linenos">3240</span></a><span class="sd">	`D48data.standardize()` to normalize unknown samples to an absolute Δ48</span>
-</span><span id="D48data-3241"><a href="#D48data-3241"><span class="linenos">3241</span></a><span class="sd">	reference frame.</span>
-</span><span id="D48data-3242"><a href="#D48data-3242"><span class="linenos">3242</span></a>
-</span><span id="D48data-3243"><a href="#D48data-3243"><span class="linenos">3243</span></a><span class="sd">	By default equal to (after [Fiebig et al. (2019)](https://doi.org/10.1016/j.chemgeo.2019.05.019),</span>
-</span><span id="D48data-3244"><a href="#D48data-3244"><span class="linenos">3244</span></a><span class="sd">	[Fiebig et al. (2021)](https://doi.org/10.1016/j.gca.2021.07.012)):</span>
-</span><span id="D48data-3245"><a href="#D48data-3245"><span class="linenos">3245</span></a>
-</span><span id="D48data-3246"><a href="#D48data-3246"><span class="linenos">3246</span></a><span class="sd">	```py</span>
-</span><span id="D48data-3247"><a href="#D48data-3247"><span class="linenos">3247</span></a><span class="sd">	{</span>
-</span><span id="D48data-3248"><a href="#D48data-3248"><span class="linenos">3248</span></a><span class="sd">		&#39;ETH-1&#39; :  0.138,</span>
-</span><span id="D48data-3249"><a href="#D48data-3249"><span class="linenos">3249</span></a><span class="sd">		&#39;ETH-2&#39; :  0.138,</span>
-</span><span id="D48data-3250"><a href="#D48data-3250"><span class="linenos">3250</span></a><span class="sd">		&#39;ETH-3&#39; :  0.270,</span>
-</span><span id="D48data-3251"><a href="#D48data-3251"><span class="linenos">3251</span></a><span class="sd">		&#39;ETH-4&#39; :  0.223,</span>
-</span><span id="D48data-3252"><a href="#D48data-3252"><span class="linenos">3252</span></a><span class="sd">		&#39;GU-1&#39;  : -0.419,</span>
-</span><span id="D48data-3253"><a href="#D48data-3253"><span class="linenos">3253</span></a><span class="sd">	}</span>
-</span><span id="D48data-3254"><a href="#D48data-3254"><span class="linenos">3254</span></a><span class="sd">	```</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data-3251"><a href="#D48data-3251"><span class="linenos">3251</span></a><span class="k">class</span> <span class="nc">D48data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="D48data-3252"><a href="#D48data-3252"><span class="linenos">3252</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D48data-3253"><a href="#D48data-3253"><span class="linenos">3253</span></a><span class="sd">	Store and process data for a large set of Δ48 analyses,</span>
+</span><span id="D48data-3254"><a href="#D48data-3254"><span class="linenos">3254</span></a><span class="sd">	usually comprising more than one analytical session.</span>
 </span><span id="D48data-3255"><a href="#D48data-3255"><span class="linenos">3255</span></a><span class="sd">	&#39;&#39;&#39;</span>
 </span><span id="D48data-3256"><a href="#D48data-3256"><span class="linenos">3256</span></a>
-</span><span id="D48data-3257"><a href="#D48data-3257"><span class="linenos">3257</span></a>
-</span><span id="D48data-3258"><a href="#D48data-3258"><span class="linenos">3258</span></a>	<span class="nd">@property</span>
-</span><span id="D48data-3259"><a href="#D48data-3259"><span class="linenos">3259</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D48data-3260"><a href="#D48data-3260"><span class="linenos">3260</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="D48data-3261"><a href="#D48data-3261"><span class="linenos">3261</span></a>
-</span><span id="D48data-3262"><a href="#D48data-3262"><span class="linenos">3262</span></a>	
-</span><span id="D48data-3263"><a href="#D48data-3263"><span class="linenos">3263</span></a>	<span class="nd">@Nominal_D48</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="D48data-3264"><a href="#D48data-3264"><span class="linenos">3264</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="D48data-3265"><a href="#D48data-3265"><span class="linenos">3265</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="D48data-3266"><a href="#D48data-3266"><span class="linenos">3266</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="D48data-3267"><a href="#D48data-3267"><span class="linenos">3267</span></a>
+</span><span id="D48data-3257"><a href="#D48data-3257"><span class="linenos">3257</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="D48data-3258"><a href="#D48data-3258"><span class="linenos">3258</span></a>		<span class="s1">&#39;ETH-1&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
+</span><span id="D48data-3259"><a href="#D48data-3259"><span class="linenos">3259</span></a>		<span class="s1">&#39;ETH-2&#39;</span><span class="p">:</span>  <span class="mf">0.138</span><span class="p">,</span>
+</span><span id="D48data-3260"><a href="#D48data-3260"><span class="linenos">3260</span></a>		<span class="s1">&#39;ETH-3&#39;</span><span class="p">:</span>  <span class="mf">0.270</span><span class="p">,</span>
+</span><span id="D48data-3261"><a href="#D48data-3261"><span class="linenos">3261</span></a>		<span class="s1">&#39;ETH-4&#39;</span><span class="p">:</span>  <span class="mf">0.223</span><span class="p">,</span>
+</span><span id="D48data-3262"><a href="#D48data-3262"><span class="linenos">3262</span></a>		<span class="s1">&#39;GU-1&#39;</span><span class="p">:</span>  <span class="o">-</span><span class="mf">0.419</span><span class="p">,</span>
+</span><span id="D48data-3263"><a href="#D48data-3263"><span class="linenos">3263</span></a>		<span class="p">}</span> <span class="c1"># (Fiebig et al., 2019, 2021)</span>
+</span><span id="D48data-3264"><a href="#D48data-3264"><span class="linenos">3264</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D48data-3265"><a href="#D48data-3265"><span class="linenos">3265</span></a><span class="sd">	Nominal Δ48 values assigned to the Δ48 anchor samples, used by</span>
+</span><span id="D48data-3266"><a href="#D48data-3266"><span class="linenos">3266</span></a><span class="sd">	`D48data.standardize()` to normalize unknown samples to an absolute Δ48</span>
+</span><span id="D48data-3267"><a href="#D48data-3267"><span class="linenos">3267</span></a><span class="sd">	reference frame.</span>
 </span><span id="D48data-3268"><a href="#D48data-3268"><span class="linenos">3268</span></a>
-</span><span id="D48data-3269"><a href="#D48data-3269"><span class="linenos">3269</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D48data-3270"><a href="#D48data-3270"><span class="linenos">3270</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D48data-3271"><a href="#D48data-3271"><span class="linenos">3271</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D48data-3272"><a href="#D48data-3272"><span class="linenos">3272</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D48data-3273"><a href="#D48data-3273"><span class="linenos">3273</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D48data-3274"><a href="#D48data-3274"><span class="linenos">3274</span></a>
-</span><span id="D48data-3275"><a href="#D48data-3275"><span class="linenos">3275</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D48data-3276"><a href="#D48data-3276"><span class="linenos">3276</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D48data-3277"><a href="#D48data-3277"><span class="linenos">3277</span></a>
-</span><span id="D48data-3278"><a href="#D48data-3278"><span class="linenos">3278</span></a>	<span class="n">save_D48_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">)</span>
+</span><span id="D48data-3269"><a href="#D48data-3269"><span class="linenos">3269</span></a><span class="sd">	By default equal to (after [Fiebig et al. (2019)](https://doi.org/10.1016/j.chemgeo.2019.05.019),</span>
+</span><span id="D48data-3270"><a href="#D48data-3270"><span class="linenos">3270</span></a><span class="sd">	[Fiebig et al. (2021)](https://doi.org/10.1016/j.gca.2021.07.012)):</span>
+</span><span id="D48data-3271"><a href="#D48data-3271"><span class="linenos">3271</span></a>
+</span><span id="D48data-3272"><a href="#D48data-3272"><span class="linenos">3272</span></a><span class="sd">	```py</span>
+</span><span id="D48data-3273"><a href="#D48data-3273"><span class="linenos">3273</span></a><span class="sd">	{</span>
+</span><span id="D48data-3274"><a href="#D48data-3274"><span class="linenos">3274</span></a><span class="sd">		&#39;ETH-1&#39; :  0.138,</span>
+</span><span id="D48data-3275"><a href="#D48data-3275"><span class="linenos">3275</span></a><span class="sd">		&#39;ETH-2&#39; :  0.138,</span>
+</span><span id="D48data-3276"><a href="#D48data-3276"><span class="linenos">3276</span></a><span class="sd">		&#39;ETH-3&#39; :  0.270,</span>
+</span><span id="D48data-3277"><a href="#D48data-3277"><span class="linenos">3277</span></a><span class="sd">		&#39;ETH-4&#39; :  0.223,</span>
+</span><span id="D48data-3278"><a href="#D48data-3278"><span class="linenos">3278</span></a><span class="sd">		&#39;GU-1&#39;  : -0.419,</span>
+</span><span id="D48data-3279"><a href="#D48data-3279"><span class="linenos">3279</span></a><span class="sd">	}</span>
+</span><span id="D48data-3280"><a href="#D48data-3280"><span class="linenos">3280</span></a><span class="sd">	```</span>
+</span><span id="D48data-3281"><a href="#D48data-3281"><span class="linenos">3281</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="D48data-3282"><a href="#D48data-3282"><span class="linenos">3282</span></a>
+</span><span id="D48data-3283"><a href="#D48data-3283"><span class="linenos">3283</span></a>
+</span><span id="D48data-3284"><a href="#D48data-3284"><span class="linenos">3284</span></a>	<span class="nd">@property</span>
+</span><span id="D48data-3285"><a href="#D48data-3285"><span class="linenos">3285</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D48data-3286"><a href="#D48data-3286"><span class="linenos">3286</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="D48data-3287"><a href="#D48data-3287"><span class="linenos">3287</span></a>
+</span><span id="D48data-3288"><a href="#D48data-3288"><span class="linenos">3288</span></a>	
+</span><span id="D48data-3289"><a href="#D48data-3289"><span class="linenos">3289</span></a>	<span class="nd">@Nominal_D48</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="D48data-3290"><a href="#D48data-3290"><span class="linenos">3290</span></a>	<span class="k">def</span> <span class="nf">Nominal_D48</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="D48data-3291"><a href="#D48data-3291"><span class="linenos">3291</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="D48data-3292"><a href="#D48data-3292"><span class="linenos">3292</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="D48data-3293"><a href="#D48data-3293"><span class="linenos">3293</span></a>
+</span><span id="D48data-3294"><a href="#D48data-3294"><span class="linenos">3294</span></a>
+</span><span id="D48data-3295"><a href="#D48data-3295"><span class="linenos">3295</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D48data-3296"><a href="#D48data-3296"><span class="linenos">3296</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D48data-3297"><a href="#D48data-3297"><span class="linenos">3297</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D48data-3298"><a href="#D48data-3298"><span class="linenos">3298</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D48data-3299"><a href="#D48data-3299"><span class="linenos">3299</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D48data-3300"><a href="#D48data-3300"><span class="linenos">3300</span></a>
+</span><span id="D48data-3301"><a href="#D48data-3301"><span class="linenos">3301</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D48data-3302"><a href="#D48data-3302"><span class="linenos">3302</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D48data-3303"><a href="#D48data-3303"><span class="linenos">3303</span></a>
+</span><span id="D48data-3304"><a href="#D48data-3304"><span class="linenos">3304</span></a>	<span class="n">save_D48_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D48&#39;</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -11971,11 +12048,11 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D48data.__init__"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data.__init__-3269"><a href="#D48data.__init__-3269"><span class="linenos">3269</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D48data.__init__-3270"><a href="#D48data.__init__-3270"><span class="linenos">3270</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D48data.__init__-3271"><a href="#D48data.__init__-3271"><span class="linenos">3271</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D48data.__init__-3272"><a href="#D48data.__init__-3272"><span class="linenos">3272</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D48data.__init__-3273"><a href="#D48data.__init__-3273"><span class="linenos">3273</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data.__init__-3295"><a href="#D48data.__init__-3295"><span class="linenos">3295</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D48data.__init__-3296"><a href="#D48data.__init__-3296"><span class="linenos">3296</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D48data.__init__-3297"><a href="#D48data.__init__-3297"><span class="linenos">3297</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D48data.__init__-3298"><a href="#D48data.__init__-3298"><span class="linenos">3298</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D48data.__init__-3299"><a href="#D48data.__init__-3299"><span class="linenos">3299</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span> <span class="o">=</span> <span class="n">l</span><span class="p">,</span> <span class="n">mass</span> <span class="o">=</span> <span class="s1">&#39;48&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -12025,8 +12102,8 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D48data.save_D48_correl"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data.save_D48_correl-3275"><a href="#D48data.save_D48_correl-3275"><span class="linenos">3275</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D48data.save_D48_correl-3276"><a href="#D48data.save_D48_correl-3276"><span class="linenos">3276</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D48data.save_D48_correl-3301"><a href="#D48data.save_D48_correl-3301"><span class="linenos">3301</span></a>	<span class="k">def</span> <span class="nf">save_D48_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D48data.save_D48_correl-3302"><a href="#D48data.save_D48_correl-3302"><span class="linenos">3302</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -12135,47 +12212,47 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D49data"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data-3281"><a href="#D49data-3281"><span class="linenos">3281</span></a><span class="k">class</span> <span class="nc">D49data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
-</span><span id="D49data-3282"><a href="#D49data-3282"><span class="linenos">3282</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D49data-3283"><a href="#D49data-3283"><span class="linenos">3283</span></a><span class="sd">	Store and process data for a large set of Δ49 analyses,</span>
-</span><span id="D49data-3284"><a href="#D49data-3284"><span class="linenos">3284</span></a><span class="sd">	usually comprising more than one analytical session.</span>
-</span><span id="D49data-3285"><a href="#D49data-3285"><span class="linenos">3285</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="D49data-3286"><a href="#D49data-3286"><span class="linenos">3286</span></a>	
-</span><span id="D49data-3287"><a href="#D49data-3287"><span class="linenos">3287</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;1000C&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;25C&quot;</span><span class="p">:</span> <span class="mf">2.228</span><span class="p">}</span>  <span class="c1"># Wang 2004</span>
-</span><span id="D49data-3288"><a href="#D49data-3288"><span class="linenos">3288</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D49data-3289"><a href="#D49data-3289"><span class="linenos">3289</span></a><span class="sd">	Nominal Δ49 values assigned to the Δ49 anchor samples, used by</span>
-</span><span id="D49data-3290"><a href="#D49data-3290"><span class="linenos">3290</span></a><span class="sd">	`D49data.standardize()` to normalize unknown samples to an absolute Δ49</span>
-</span><span id="D49data-3291"><a href="#D49data-3291"><span class="linenos">3291</span></a><span class="sd">	reference frame.</span>
-</span><span id="D49data-3292"><a href="#D49data-3292"><span class="linenos">3292</span></a>
-</span><span id="D49data-3293"><a href="#D49data-3293"><span class="linenos">3293</span></a><span class="sd">	By default equal to (after [Wang et al. (2004)](https://doi.org/10.1016/j.gca.2004.05.039)):</span>
-</span><span id="D49data-3294"><a href="#D49data-3294"><span class="linenos">3294</span></a>
-</span><span id="D49data-3295"><a href="#D49data-3295"><span class="linenos">3295</span></a><span class="sd">	```py</span>
-</span><span id="D49data-3296"><a href="#D49data-3296"><span class="linenos">3296</span></a><span class="sd">	{</span>
-</span><span id="D49data-3297"><a href="#D49data-3297"><span class="linenos">3297</span></a><span class="sd">		&quot;1000C&quot;: 0.0,</span>
-</span><span id="D49data-3298"><a href="#D49data-3298"><span class="linenos">3298</span></a><span class="sd">		&quot;25C&quot;: 2.228</span>
-</span><span id="D49data-3299"><a href="#D49data-3299"><span class="linenos">3299</span></a><span class="sd">	}</span>
-</span><span id="D49data-3300"><a href="#D49data-3300"><span class="linenos">3300</span></a><span class="sd">	```</span>
-</span><span id="D49data-3301"><a href="#D49data-3301"><span class="linenos">3301</span></a><span class="sd">	&#39;&#39;&#39;</span>
-</span><span id="D49data-3302"><a href="#D49data-3302"><span class="linenos">3302</span></a>	
-</span><span id="D49data-3303"><a href="#D49data-3303"><span class="linenos">3303</span></a>	<span class="nd">@property</span>
-</span><span id="D49data-3304"><a href="#D49data-3304"><span class="linenos">3304</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="D49data-3305"><a href="#D49data-3305"><span class="linenos">3305</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
-</span><span id="D49data-3306"><a href="#D49data-3306"><span class="linenos">3306</span></a>	
-</span><span id="D49data-3307"><a href="#D49data-3307"><span class="linenos">3307</span></a>	<span class="nd">@Nominal_D49</span><span class="o">.</span><span class="n">setter</span>
-</span><span id="D49data-3308"><a href="#D49data-3308"><span class="linenos">3308</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
-</span><span id="D49data-3309"><a href="#D49data-3309"><span class="linenos">3309</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
-</span><span id="D49data-3310"><a href="#D49data-3310"><span class="linenos">3310</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
-</span><span id="D49data-3311"><a href="#D49data-3311"><span class="linenos">3311</span></a>	
-</span><span id="D49data-3312"><a href="#D49data-3312"><span class="linenos">3312</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D49data-3313"><a href="#D49data-3313"><span class="linenos">3313</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D49data-3314"><a href="#D49data-3314"><span class="linenos">3314</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D49data-3315"><a href="#D49data-3315"><span class="linenos">3315</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D49data-3316"><a href="#D49data-3316"><span class="linenos">3316</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D49data-3317"><a href="#D49data-3317"><span class="linenos">3317</span></a>	
-</span><span id="D49data-3318"><a href="#D49data-3318"><span class="linenos">3318</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D49data-3319"><a href="#D49data-3319"><span class="linenos">3319</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-</span><span id="D49data-3320"><a href="#D49data-3320"><span class="linenos">3320</span></a>	
-</span><span id="D49data-3321"><a href="#D49data-3321"><span class="linenos">3321</span></a>	<span class="n">save_D49_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D49&#39;</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data-3307"><a href="#D49data-3307"><span class="linenos">3307</span></a><span class="k">class</span> <span class="nc">D49data</span><span class="p">(</span><span class="n">D4xdata</span><span class="p">):</span>
+</span><span id="D49data-3308"><a href="#D49data-3308"><span class="linenos">3308</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D49data-3309"><a href="#D49data-3309"><span class="linenos">3309</span></a><span class="sd">	Store and process data for a large set of Δ49 analyses,</span>
+</span><span id="D49data-3310"><a href="#D49data-3310"><span class="linenos">3310</span></a><span class="sd">	usually comprising more than one analytical session.</span>
+</span><span id="D49data-3311"><a href="#D49data-3311"><span class="linenos">3311</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="D49data-3312"><a href="#D49data-3312"><span class="linenos">3312</span></a>	
+</span><span id="D49data-3313"><a href="#D49data-3313"><span class="linenos">3313</span></a>	<span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;1000C&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span> <span class="s2">&quot;25C&quot;</span><span class="p">:</span> <span class="mf">2.228</span><span class="p">}</span>  <span class="c1"># Wang 2004</span>
+</span><span id="D49data-3314"><a href="#D49data-3314"><span class="linenos">3314</span></a><span class="w">	</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D49data-3315"><a href="#D49data-3315"><span class="linenos">3315</span></a><span class="sd">	Nominal Δ49 values assigned to the Δ49 anchor samples, used by</span>
+</span><span id="D49data-3316"><a href="#D49data-3316"><span class="linenos">3316</span></a><span class="sd">	`D49data.standardize()` to normalize unknown samples to an absolute Δ49</span>
+</span><span id="D49data-3317"><a href="#D49data-3317"><span class="linenos">3317</span></a><span class="sd">	reference frame.</span>
+</span><span id="D49data-3318"><a href="#D49data-3318"><span class="linenos">3318</span></a>
+</span><span id="D49data-3319"><a href="#D49data-3319"><span class="linenos">3319</span></a><span class="sd">	By default equal to (after [Wang et al. (2004)](https://doi.org/10.1016/j.gca.2004.05.039)):</span>
+</span><span id="D49data-3320"><a href="#D49data-3320"><span class="linenos">3320</span></a>
+</span><span id="D49data-3321"><a href="#D49data-3321"><span class="linenos">3321</span></a><span class="sd">	```py</span>
+</span><span id="D49data-3322"><a href="#D49data-3322"><span class="linenos">3322</span></a><span class="sd">	{</span>
+</span><span id="D49data-3323"><a href="#D49data-3323"><span class="linenos">3323</span></a><span class="sd">		&quot;1000C&quot;: 0.0,</span>
+</span><span id="D49data-3324"><a href="#D49data-3324"><span class="linenos">3324</span></a><span class="sd">		&quot;25C&quot;: 2.228</span>
+</span><span id="D49data-3325"><a href="#D49data-3325"><span class="linenos">3325</span></a><span class="sd">	}</span>
+</span><span id="D49data-3326"><a href="#D49data-3326"><span class="linenos">3326</span></a><span class="sd">	```</span>
+</span><span id="D49data-3327"><a href="#D49data-3327"><span class="linenos">3327</span></a><span class="sd">	&#39;&#39;&#39;</span>
+</span><span id="D49data-3328"><a href="#D49data-3328"><span class="linenos">3328</span></a>	
+</span><span id="D49data-3329"><a href="#D49data-3329"><span class="linenos">3329</span></a>	<span class="nd">@property</span>
+</span><span id="D49data-3330"><a href="#D49data-3330"><span class="linenos">3330</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+</span><span id="D49data-3331"><a href="#D49data-3331"><span class="linenos">3331</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span>
+</span><span id="D49data-3332"><a href="#D49data-3332"><span class="linenos">3332</span></a>	
+</span><span id="D49data-3333"><a href="#D49data-3333"><span class="linenos">3333</span></a>	<span class="nd">@Nominal_D49</span><span class="o">.</span><span class="n">setter</span>
+</span><span id="D49data-3334"><a href="#D49data-3334"><span class="linenos">3334</span></a>	<span class="k">def</span> <span class="nf">Nominal_D49</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">):</span>
+</span><span id="D49data-3335"><a href="#D49data-3335"><span class="linenos">3335</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">Nominal_D4x</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="o">**</span><span class="n">new</span><span class="p">)</span>
+</span><span id="D49data-3336"><a href="#D49data-3336"><span class="linenos">3336</span></a>		<span class="bp">self</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
+</span><span id="D49data-3337"><a href="#D49data-3337"><span class="linenos">3337</span></a>	
+</span><span id="D49data-3338"><a href="#D49data-3338"><span class="linenos">3338</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D49data-3339"><a href="#D49data-3339"><span class="linenos">3339</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D49data-3340"><a href="#D49data-3340"><span class="linenos">3340</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D49data-3341"><a href="#D49data-3341"><span class="linenos">3341</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D49data-3342"><a href="#D49data-3342"><span class="linenos">3342</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D49data-3343"><a href="#D49data-3343"><span class="linenos">3343</span></a>	
+</span><span id="D49data-3344"><a href="#D49data-3344"><span class="linenos">3344</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D49data-3345"><a href="#D49data-3345"><span class="linenos">3345</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</span><span id="D49data-3346"><a href="#D49data-3346"><span class="linenos">3346</span></a>	
+</span><span id="D49data-3347"><a href="#D49data-3347"><span class="linenos">3347</span></a>	<span class="n">save_D49_correl</span><span class="o">.</span><span class="vm">__doc__</span> <span class="o">=</span> <span class="n">D4xdata</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="o">.</span><span class="vm">__doc__</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;D4x&#39;</span><span class="p">,</span> <span class="s1">&#39;D49&#39;</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -12194,11 +12271,11 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D49data.__init__"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data.__init__-3312"><a href="#D49data.__init__-3312"><span class="linenos">3312</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D49data.__init__-3313"><a href="#D49data.__init__-3313"><span class="linenos">3313</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
-</span><span id="D49data.__init__-3314"><a href="#D49data.__init__-3314"><span class="linenos">3314</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
-</span><span id="D49data.__init__-3315"><a href="#D49data.__init__-3315"><span class="linenos">3315</span></a><span class="sd">		&#39;&#39;&#39;</span>
-</span><span id="D49data.__init__-3316"><a href="#D49data.__init__-3316"><span class="linenos">3316</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data.__init__-3338"><a href="#D49data.__init__-3338"><span class="linenos">3338</span></a>	<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="p">[],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D49data.__init__-3339"><a href="#D49data.__init__-3339"><span class="linenos">3339</span></a><span class="w">		</span><span class="sd">&#39;&#39;&#39;</span>
+</span><span id="D49data.__init__-3340"><a href="#D49data.__init__-3340"><span class="linenos">3340</span></a><span class="sd">		**Parameters:** same as `D4xdata.__init__()`</span>
+</span><span id="D49data.__init__-3341"><a href="#D49data.__init__-3341"><span class="linenos">3341</span></a><span class="sd">		&#39;&#39;&#39;</span>
+</span><span id="D49data.__init__-3342"><a href="#D49data.__init__-3342"><span class="linenos">3342</span></a>		<span class="n">D4xdata</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="n">l</span><span class="p">,</span> <span class="n">mass</span><span class="o">=</span><span class="s1">&#39;49&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
@@ -12244,8 +12321,8 @@ <h5>Inherited Members</h5>
 
     </div>
     <a class="headerlink" href="#D49data.save_D49_correl"></a>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data.save_D49_correl-3318"><a href="#D49data.save_D49_correl-3318"><span class="linenos">3318</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-</span><span id="D49data.save_D49_correl-3319"><a href="#D49data.save_D49_correl-3319"><span class="linenos">3319</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="D49data.save_D49_correl-3344"><a href="#D49data.save_D49_correl-3344"><span class="linenos">3344</span></a>	<span class="k">def</span> <span class="nf">save_D49_correl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+</span><span id="D49data.save_D49_correl-3345"><a href="#D49data.save_D49_correl-3345"><span class="linenos">3345</span></a>		<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_save_D4x_correl</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 </span></pre></div>
 
 
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