annotate larch_athena.py @ 2:a1e26990131c draft

planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 0f66842e802430e887d1c6cb7be1cc5436408fd2
author muon-spectroscopy-computational-project
date Mon, 04 Mar 2024 11:43:19 +0000
parents 2b3115342fef
children 82e9dd980916
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ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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1 import gc
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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2 import json
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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3 import os
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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4 import re
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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5 import sys
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6
1
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7 from common import (
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
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8 pre_edge_with_defaults, read_all_groups, read_group, xftf_with_defaults
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9 )
0
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11 from larch.io import (
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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12 create_athena,
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13 h5group,
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14 merge_groups,
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15 read_ascii,
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16 set_array_labels,
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17 )
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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18 from larch.symboltable import Group
1
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19 from larch.xafs import rebin_xafs
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21 import matplotlib
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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22 import matplotlib.pyplot as plt
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23
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24 import numpy as np
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25
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26
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27 class Reader:
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28 def __init__(
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29 self,
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30 energy_column: str,
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31 mu_column: str,
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32 data_format: str,
1
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33 extract_group: "dict[str, str]" = None,
0
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34 ):
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35 self.energy_column = energy_column
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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36 self.mu_column = mu_column
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37 self.data_format = data_format
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38 self.extract_group = extract_group
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39
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40 def load_data(
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41 self,
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42 dat_file: str,
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43 merge_inputs: bool,
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44 is_zipped: bool,
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45 ) -> "dict[str, Group]":
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46 if merge_inputs:
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47 out_group = self.merge_files(
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48 dat_files=dat_file, is_zipped=is_zipped
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49 )
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50 return {"out": out_group}
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51 else:
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52 return self.load_single_file(
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53 filepath=dat_file, is_zipped=is_zipped
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54 )
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55
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56 def merge_files(
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57 self,
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58 dat_files: str,
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59 is_zipped: bool,
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60 ) -> Group:
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61 if is_zipped:
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62 all_groups = list(self.load_zipped_files().values())
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63 else:
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64 all_groups = []
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65 for filepath in dat_files.split(","):
2
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66 for group in self.load_single_file(filepath).values():
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67 all_groups.append(group)
0
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68
2
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69 merged_group = merge_groups(all_groups, xarray="energy", yarray="mu")
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70 pre_edge_with_defaults(merged_group)
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71 return merged_group
0
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72
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73 def load_single_file(
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74 self,
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75 filepath: str,
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76 is_zipped: bool = False,
2
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77 ) -> dict:
0
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78 if is_zipped:
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79 return self.load_zipped_files()
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80
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81 print(f"Attempting to read from {filepath}")
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82 if self.data_format == "athena":
1
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83 if self.extract_group["extract_group"] == "single":
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84 group = read_group(filepath, self.extract_group["group_name"])
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85 return {"out": group}
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86 elif self.extract_group["extract_group"] == "multiple":
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muon-spectroscopy-computational-project
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87 groups = {}
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muon-spectroscopy-computational-project
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diff changeset
88 for repeat in self.extract_group["multiple"]:
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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89 name = repeat["group_name"]
2
a1e26990131c planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 0f66842e802430e887d1c6cb7be1cc5436408fd2
muon-spectroscopy-computational-project
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90 print(f"\nExtracting group {name}")
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
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91 groups[name] = read_group(filepath, name)
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
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92 return groups
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93 else:
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94 return read_all_groups(filepath)
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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95
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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96 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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97 # Try ascii anyway
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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98 try:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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99 group = self.load_ascii(filepath)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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100 if not group.array_labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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101 # In later versions of larch, won't get a type error it
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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102 # will just fail to load any data
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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103 group = self.load_h5(filepath)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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104 except (UnicodeDecodeError, TypeError):
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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105 # Indicates this isn't plaintext, try h5
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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106 group = self.load_h5(filepath)
1
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107 pre_edge_with_defaults(group)
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108 xftf_with_defaults(group)
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109 return {"out": group}
0
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110
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111 def load_ascii(self, dat_file):
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112 with open(dat_file) as f:
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113 labels = None
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114 last_line = None
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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115 line = f.readline()
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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116 while line:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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117 if not line.startswith("#"):
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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118 if last_line is not None and last_line.find("\t") > 0:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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119 labels = []
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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120 for label in last_line.split("\t"):
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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121 labels.append(label.strip())
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122 break
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123
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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124 last_line = line
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125 line = f.readline()
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126
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127 xas_data = read_ascii(filename=dat_file, labels=labels)
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128 xas_data = self.rename_cols(xas_data)
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129 return xas_data
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130
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131 def load_h5(self, dat_file):
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132 h5_group = h5group(fname=dat_file, mode="r")
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133 energy = h5_group.entry1.instrument.qexafs_energy.qexafs_energy
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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134 mu = h5_group.entry1.instrument.qexafs_counterTimer01.lnI0It
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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135 xafs_group = Group(data=np.array([energy[:], mu[:]]))
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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136 set_array_labels(xafs_group, ["energy", "mu"])
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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137 return xafs_group
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138
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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139 def load_zipped_files(self) -> "dict[str, Group]":
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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140 def sorting_key(filename: str) -> str:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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141 return re.findall(r"\d+", filename)[-1]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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142
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143 all_paths = list(os.walk("dat_files"))
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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144 all_paths.sort(key=lambda x: x[0])
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145 file_total = sum([len(f) for _, _, f in all_paths])
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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146 print(f"{file_total} files found")
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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147 keyed_data = {}
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148 for dirpath, _, filenames in all_paths:
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149 try:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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150 filenames.sort(key=sorting_key)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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151 except IndexError as e:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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152 print(
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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153 "WARNING: Unable to sort files numerically, "
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154 f"defaulting to sorting alphabetically:\n{e}"
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155 )
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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156 filenames.sort()
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157
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158 for filename in filenames:
2
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159 if len(all_paths) > 1:
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muon-spectroscopy-computational-project
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diff changeset
160 key = f"{dirpath}_{filename}"
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diff changeset
161 else:
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162 key = filename
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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163 filepath = os.path.join(dirpath, filename)
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164 xas_data = self.load_single_file(filepath)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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165 keyed_data[key] = xas_data["out"]
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166
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167 return keyed_data
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168
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169 def rename_cols(self, xafs_group: Group) -> Group:
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170 labels = [label.lower() for label in xafs_group.array_labels]
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171 print(f"Read columns: {labels}")
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172
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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173 if "energy" in labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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174 print("'energy' present in column headers")
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
parents: 0
diff changeset
175 elif self.energy_column:
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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176 if self.energy_column.lower() in labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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177 labels[labels.index(self.energy_column.lower())] = "energy"
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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178 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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179 raise ValueError(f"{self.energy_column} not found in {labels}")
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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180 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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181 for i, label in enumerate(labels):
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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182 if label in ("col1", "ef") or label.endswith("energy"):
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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183 labels[i] = "energy"
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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184 break
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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185
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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186 if "mu" in labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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187 print("'mu' present in column headers")
1
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188 elif self.mu_column:
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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189 if self.mu_column.lower() in labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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190 labels[labels.index(self.mu_column.lower())] = "mu"
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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191 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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192 raise ValueError(f"{self.mu_column} not found in {labels}")
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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193 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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194 for i, label in enumerate(labels):
1
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muon-spectroscopy-computational-project
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195 if label in ["col2", "xmu", "lni0it", "ffi0", "ff/i1"]:
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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196 labels[i] = "mu"
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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197 break
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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198
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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199 if labels != xafs_group.array_labels:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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200 print(f"Renaming columns to: {labels}")
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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201 return set_array_labels(xafs_group, labels)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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202 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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203 return xafs_group
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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204
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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205
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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206 def calibrate_energy(
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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207 xafs_group: Group,
1
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208 calibration_e0: float = None,
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
209 energy_min: float = None,
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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210 energy_max: float = None,
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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211 ):
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
212 if calibration_e0 is not None:
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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213 print(f"Recalibrating edge from {xafs_group.e0} to {calibration_e0}")
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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214 xafs_group.energy = xafs_group.energy + calibration_e0 - xafs_group.e0
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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215 xafs_group.e0 = calibration_e0
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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diff changeset
216
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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217 if not (energy_min or energy_max):
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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218 return xafs_group
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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219
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
220 if energy_min is not None:
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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221 index_min = np.searchsorted(xafs_group.energy, energy_min)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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222 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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223 index_min = 0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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224
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
225 if energy_max is not None:
0
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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226 index_max = np.searchsorted(xafs_group.energy, energy_max)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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227 else:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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228 index_max = len(xafs_group.energy)
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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229
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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230 print(
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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231 f"Cropping energy range from {energy_min} to {energy_max}, "
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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232 f"index {index_min} to {index_max}"
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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233 )
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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234 try:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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235 xafs_group.dmude = xafs_group.dmude[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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236 xafs_group.pre_edge = xafs_group.pre_edge[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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237 xafs_group.post_edge = xafs_group.post_edge[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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238 xafs_group.flat = xafs_group.flat[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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diff changeset
239 except AttributeError:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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240 pass
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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diff changeset
241
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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242 xafs_group.energy = xafs_group.energy[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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243 xafs_group.mu = xafs_group.mu[index_min:index_max]
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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diff changeset
244
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
parents:
diff changeset
245 # Sanity check
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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246 if len(xafs_group.energy) == 0:
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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247 raise ValueError("Energy cropping led to an empty array")
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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248
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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249 return xafs_group
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
parents:
diff changeset
250
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
muon-spectroscopy-computational-project
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diff changeset
251
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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252 def main(
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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253 xas_data: Group,
1
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
254 do_calibrate: bool,
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
255 calibrate_settings: dict,
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
256 do_rebin: bool,
2b3115342fef planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 1cf6d7160497ba58fe16a51f00d088a20934eba6
muon-spectroscopy-computational-project
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diff changeset
257 do_pre_edge: bool,
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258 pre_edge_settings: dict,
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259 do_xftf: bool,
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260 xftf_settings: dict,
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261 plot_graph: bool,
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262 annotation: str,
0
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263 path_key: str = "out",
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264 ):
1
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265 if do_calibrate:
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266 print(f"Calibrating energy with {calibrate_settings}")
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267 xas_data = calibrate_energy(xas_data, **calibrate_settings)
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268 # After re-calibrating, will need to redo pre-edge with new range
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269 do_pre_edge = True
0
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270
1
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271 if do_rebin:
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272 print("Re-binning data")
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273 rebin_xafs(
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274 energy=xas_data.energy,
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275 mu=xas_data.mu,
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276 group=xas_data,
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277 **pre_edge_settings,
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278 )
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279 xas_data = xas_data.rebinned
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280 # After re-bin, will need to redo pre-edge
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281 do_pre_edge = True
0
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282
1
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283 if do_pre_edge:
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284 pre_edge_with_defaults(xas_data, pre_edge_settings)
0
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285
1
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286 if do_xftf:
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287 xftf_with_defaults(xas_data, xftf_settings)
0
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288
1
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289 if plot_graph:
0
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290 plot_edge_fits(f"edge/{path_key}.png", xas_data)
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291 plot_flattened(f"flat/{path_key}.png", xas_data)
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292 plot_derivative(f"derivative/{path_key}.png", xas_data)
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293
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294 xas_project = create_athena(f"prj/{path_key}.prj")
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295 xas_project.add_group(xas_data)
1
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296 if annotation:
0
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297 group = next(iter(xas_project.groups.values()))
1
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298 group.args["annotation"] = annotation
0
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299 xas_project.save()
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300
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301 # Ensure that we do not run out of memory when running on large zips
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302 gc.collect()
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303
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304
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305 def plot_derivative(plot_path: str, xafs_group: Group):
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306 plt.figure()
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307 plt.plot(xafs_group.energy, xafs_group.dmude)
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308 plt.grid(color="r", linestyle=":", linewidth=1)
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309 plt.xlabel("Energy (eV)")
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310 plt.ylabel("Derivative normalised to x$\mu$(E)") # noqa: W605
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311 plt.savefig(plot_path, format="png")
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312 plt.close("all")
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313
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314
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315 def plot_edge_fits(plot_path: str, xafs_group: Group):
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316 plt.figure()
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317 plt.plot(xafs_group.energy, xafs_group.pre_edge, "g", label="pre-edge")
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318 plt.plot(xafs_group.energy, xafs_group.post_edge, "r", label="post-edge")
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319 plt.plot(xafs_group.energy, xafs_group.mu, "b", label="fit data")
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320 plt.grid(color="r", linestyle=":", linewidth=1)
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321 plt.xlabel("Energy (eV)")
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322 plt.ylabel("x$\mu$(E)") # noqa: W605
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323 plt.title("pre-edge and post_edge fitting to $\mu$") # noqa: W605
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324 plt.legend()
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325 plt.savefig(plot_path, format="png")
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326 plt.close("all")
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327
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328
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329 def plot_flattened(plot_path: str, xafs_group: Group):
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330 plt.figure()
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331 plt.plot(xafs_group.energy, xafs_group.flat)
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332 plt.grid(color="r", linestyle=":", linewidth=1)
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333 plt.xlabel("Energy (eV)")
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334 plt.ylabel("normalised x$\mu$(E)") # noqa: W605
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335 plt.savefig(plot_path, format="png")
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336 plt.close("all")
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337
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338
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339 if __name__ == "__main__":
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340 # larch imports set this to an interactive backend, so need to change it
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341 matplotlib.use("Agg")
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342
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343 dat_file = sys.argv[1]
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344 input_values = json.load(open(sys.argv[2], "r", encoding="utf-8"))
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345 merge_inputs = input_values["merge_inputs"]["merge_inputs"]
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346 data_format = input_values["merge_inputs"]["format"]["format"]
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347 if "is_zipped" in input_values["merge_inputs"]["format"]:
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348 is_zipped = bool(
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349 input_values["merge_inputs"]["format"]["is_zipped"]["is_zipped"]
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350 )
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351 else:
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352 is_zipped = False
1
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353
0
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354 extract_group = None
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355 if "extract_group" in input_values["merge_inputs"]["format"]:
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356 extract_group = input_values["merge_inputs"]["format"]["extract_group"]
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357
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358 energy_column = None
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359 mu_column = None
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360 if "energy_column" in input_values["merge_inputs"]["format"]:
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361 energy_column = input_values["merge_inputs"]["format"]["energy_column"]
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362 if "mu_column" in input_values["merge_inputs"]["format"]:
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363 mu_column = input_values["merge_inputs"]["format"]["mu_column"]
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364
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365 reader = Reader(
ae2f265ecf8e planemo upload for repository https://github.com/MaterialsGalaxy/larch-tools/tree/main/larch_athena commit 5be486890442dedfb327289d597e1c8110240735
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366 energy_column=energy_column,
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367 mu_column=mu_column,
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368 data_format=data_format,
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369 extract_group=extract_group,
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370 )
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371 keyed_data = reader.load_data(
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372 dat_file=dat_file,
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373 merge_inputs=merge_inputs,
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374 is_zipped=is_zipped,
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375 )
1
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376
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377 calibrate_items = input_values["processing"]["calibrate"].items()
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378 calibrate_settings = {k: v for k, v in calibrate_items if v is not None}
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379 do_calibrate = calibrate_settings.pop("calibrate") == "true"
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380
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381 do_rebin = input_values["processing"].pop("rebin")
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382
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383 pre_edge_items = input_values["processing"]["pre_edge"].items()
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384 pre_edge_settings = {k: v for k, v in pre_edge_items if v is not None}
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385 do_pre_edge = pre_edge_settings.pop("pre_edge") == "true"
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386
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387 xftf_items = input_values["processing"]["xftf"].items()
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388 xftf_settings = {k: v for k, v in xftf_items if v is not None}
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389 do_xftf = xftf_settings.pop("xftf") == "true"
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390
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391 plot_graph = input_values["plot_graph"]
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392 annotation = input_values["annotation"]
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393
0
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394 for key, group in keyed_data.items():
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395 main(
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396 group,
1
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397 do_calibrate=do_calibrate,
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398 calibrate_settings=calibrate_settings,
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399 do_rebin=do_rebin,
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400 do_pre_edge=do_pre_edge,
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401 pre_edge_settings=pre_edge_settings,
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402 do_xftf=do_xftf,
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403 xftf_settings=xftf_settings,
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404 plot_graph=plot_graph,
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405 annotation=annotation,
0
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406 path_key=key,
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407 )