anz2 commited on
Commit
9fee808
1 Parent(s): c3f9048

add large dataset files and update loading and readme

Browse files
.gitattributes CHANGED
@@ -53,3 +53,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.jpg filter=lfs diff=lfs merge=lfs -text
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  *.jpeg filter=lfs diff=lfs merge=lfs -text
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  *.webp filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
53
  *.jpg filter=lfs diff=lfs merge=lfs -text
54
  *.jpeg filter=lfs diff=lfs merge=lfs -text
55
  *.webp filter=lfs diff=lfs merge=lfs -text
56
+ data/train/experiment_columns.json filter=lfs diff=lfs merge=lfs -text
57
+ data/train/samples_columns.json filter=lfs diff=lfs merge=lfs -text
58
+ data/train/experiments.csv filter=lfs diff=lfs merge=lfs -text
59
+ data/train/samples.csv filter=lfs diff=lfs merge=lfs -text
60
+ data/train filter=lfs diff=lfs merge=lfs -text
NASA_OSDR.py CHANGED
@@ -12,526 +12,538 @@
12
  # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
  # See the License for the specific language governing permissions and
14
  # limitations under the License.
15
- """NASA_OSDR dataset"""
16
 
17
- import json
18
  import os
19
 
20
  import datasets
21
  import pandas as pd
22
 
23
  _CITATION = """
24
- @inproceedings{singh2019towards,
25
- title={},
26
- author={},
27
- booktitle={},
28
- pages={},
29
- year={}
30
- }
31
  """
32
 
33
  _DESCRIPTION = """
34
- TODO: write description
 
35
  """
36
 
37
- _HOMEPAGE = "https://"
38
 
39
- _LICENSE = ""
 
 
40
 
41
  _SPLITS = ["train"]
42
 
43
- _FIFTYONE_DATASET_URL = ""
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
44
 
45
 
46
  class NasaOsdr(datasets.GeneratorBasedBuilder):
47
  """NASA OSDR dataset."""
48
 
49
  BUILDER_CONFIGS = [
50
- datasets.BuilderConfig(
51
- name="NASA_OSDR",
52
  version=datasets.Version("1.0.0"),
53
  description=_DESCRIPTION,
54
- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
55
  ]
56
 
57
- DEFAULT_CONFIG_NAME = "NASA_OSDR"
58
-
59
  def _info(self):
60
- ASSAY_COLUMNS = ["source name", "sample name", "characteristics[organism]", "term source ref",
61
- "term accession number", "characteristics[strain]", "term source ref.1",
62
- "term accession number.1", "characteristics[sex]", "term source ref.2",
63
- "term accession number.2", "characteristics[developmental stage]", "term source ref.3",
64
- "term accession number.3", "characteristics[material type]", "term source ref.4",
65
- "term accession number.4", "factor value[spaceflight]", "term source ref.5",
66
- "term accession number.5", "factor value[infection]", "term source ref.6",
67
- "term accession number.6", "characteristics[experiment start date (dd/mm/yyyy)]",
68
- "characteristics[experiment end date (dd/mm/yyyy)]", "protocol ref", "protocol ref.1",
69
- "parameter value[vehicle]", "term source ref.7", "term accession number.7",
70
- "parameter value[absorbed radiation dose]", "unit", "term source ref.8",
71
- "term accession number.8", "parameter value[absorbed radiation dose rate]", "unit.1",
72
- "term source ref.9", "term accession number.9", "parameter value[exposure duration]", "unit.2",
73
- "term source ref.10", "term accession number.10",
74
- "parameter value[ionizing radiation categorized by source]", "term source ref.11",
75
- "term accession number.11", "parameter value[ionizing radiation]", "term source ref.12",
76
- "term accession number.12", "comment [sample_description]", "comment [sample_source_name]",
77
- "comment [sample_title]", "osdr_experiment_id", "characteristics[animal source]",
78
- "characteristics[age at launch]", "characteristics[diet]", "comment[feeding schedule]",
79
- "parameter value[light cycle]", "parameter value[habitat]", "parameter value[duration]",
80
- "parameter value[euthanasia method]", "parameter value[carcass preservation method]",
81
- "parameter value[sample preservation method]", "parameter value[sample storage temperature]",
82
- "term source ref.13", "term accession number.13", "comment[source description]",
83
- "comment[original submitted sample name]", "comment[alsda biospecimen id]",
84
- "comment[alsda biospecimen subject id]", "comment[sample name description]",
85
- "comment[animal source]", "parameter value[euthanasia chemical]",
86
- "comment[lsda biospecimen id]", "comment[lsda biospecimen subject id]", "protocol ref.2",
87
- "unit.3", "term source ref.14", "term accession number.14", "unit.4", "term source ref.15",
88
- "term accession number.15", "unit.5", "term source ref.16", "term accession number.16",
89
- "term source ref.17", "term accession number.17", "term source ref.18",
90
- "term accession number.18", "parameter value[carcass storage method]",
91
- "characteristics[strain,http://www.ebi.ac.uk/efo/efo_0005135,efo]",
92
- "parameter value[light cycle,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c90419,ncit]",
93
- "parameter value[habitat,http://purl.obolibrary.org/obo/envo_01000739,envo]", "material type",
94
- "characteristics[sex,http://purl.obolibrary.org/obo/pato_0000047,efo]",
95
- "parameter value[source storage method]",
96
- "characteristics[growth,http://purl.obolibrary.org/obo/go_0040007,go]",
97
- "factor value[weightlessness simulation]", "characteristics [age]",
98
- "characteristics [genotype]", "characteristics [organism part]", "characteristics [protocol]",
99
- "characteristics [strain]", "factor value[genotype]", "factor value[treatment]",
100
- "comment[initiation date]", "comment[completion date]",
101
- "parameter value[storage temperature setting]", "comment[maximum total absorbed dose ]",
102
- "comment[minimum total absorbed dose ]", "factor value[absorbed radiation dose]",
103
- "characteristics[exposure duration,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c83280,ncit]",
104
- "characteristics[age]", "factor value[ionizing radiation]",
105
- "parameter value[dose,http://purl.obolibrary.org/obo/exo_0000076,exo]", "factor value[time]",
106
- "comment[sample_source_name]", "characteristics[genotype]", "characteristics[subspecies]",
107
- "characteristics[flight name]", "characteristics[duration]", "parameter value[hardware]",
108
- "parameter value[growth environment]", "parameter value[growth medium]",
109
- "comment[sample characteristic]",
110
- "factor value[weightlessness simulation,http://purl.bioontology.org/ontology/mesh/d018474,mesh]",
111
- "factor value[tissue]", "comment[enclosure]",
112
- "characteristics[diet,http://www.ebi.ac.uk/efo/efo_0002755,efo]",
113
- "parameter value[exposure duration,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c83280,ncit]",
114
- "parameter value[low let average abs. dose (spds only)]",
115
- "parameter value[high let average abs. dose (all detectors)]",
116
- "parameter value[abs. dose (gcr) rd3-b3]", "unit.6", "parameter value[abs. dose (orb) rd3-b3]",
117
- "unit.7", "parameter value[abs. dose (total) rd3-b3]", "unit.8",
118
- "parameter value[low let average abs. dose (all detectors)]", "unit.9",
119
- "parameter value[low let max. abs. dose (all detectors)]", "unit.10",
120
- "parameter value[high let min. abs. dose (all detectors)]", "unit.11",
121
- "parameter value[high let max. abs. dose (all detectors)]", "unit.12",
122
- "parameter value[low let min. abs. dose (all detectors)]", "unit.13", "term source ref.19",
123
- "term accession number.19", "parameter value[abs. dose (irb/saa) rd3-b3]", "unit.14",
124
- "term source ref.20", "term accession number.20",
125
- "parameter value[average absorbed dose (spds only)]", "unit.15", "term source ref.21",
126
- "term accession number.21", "parameter value[high let average abs. dose (spds only)]",
127
- "unit.16", "term source ref.22", "term accession number.22", "characteristics[stage]",
128
- "parameter value[sampling time,http://www.ebi.ac.uk/efo/efo_0000689,efo]",
129
- "parameter value[temperature,http://www.ebi.ac.uk/efo/efo_0001702,efo]",
130
- "factor value[microgravity]", "parameter value[housing temperature]", "comment[sample title]",
131
- "comment[sanple description]", "factor value[bleomycin treatment]",
132
- "characteristics[treatment duration]", "comment[sample source name]",
133
- "factor value[irradiation]", "factor value[timepoint]",
134
- "characteristics[cell line,http://purl.bioontology.org/ontology/mesh/d002460,mesh]",
135
- "characteristics[cell type,http://purl.obolibrary.org/obo/cl_0000000,clo]",
136
- "comment[source name description]", "characteristics[secondary organism]",
137
- "characteristics[symbiosis,http://purl.bioontology.org/ontology/mesh/d013559,mesh]",
138
- "factor value[simulated microgravity]", "characteristics [strainorline]",
139
- "characteristics [biosourceprovider]", "characteristics [generation]",
140
- "factor value[generation]", "factor value[environmentalstress]", "factor value[ecotype]",
141
- "characteristics[organism part]", "characteristics[seed source]",
142
- "characteristics[stratification exposure]", "parameter value[light source]",
143
- "parameter value[growth time]",
144
- "characteristics[ecotype,http://www.ebi.ac.uk/efo/efo_0000434,efo]",
145
- "parameter value[maximum total absorbed dose]", "parameter value[minimum total absorbed dose]",
146
- "factor value[hypergravity]", "characteristics [cell type]", "characteristics [passage]",
147
- "factor value[electromagnetic fields]", "parameter value[growth termperature]",
148
- "characteristics[cell source]", "factor value[cell line]",
149
- "parameter value[sample media information]", "parameter value[growth temperature]",
150
- "factor value[microgravity simulation]", "comment[sample description]",
151
- "comment[iss expedition]", "factor value[sample location]", "comment [ena_sample]",
152
- "characteristics [developmental stage]", "factor value[ionzing radiation]",
153
- "characteristics[cell type]",
154
- "characteristics[cell type,http://www.ebi.ac.uk/efo/efo_0000324,efo]",
155
- "factor value[time of sample collection after treatment]", "comment[nih geo sample name]",
156
- "factor value[age]", "characteristics[collection date]", "characteristics[isolation source]",
157
- "characteristics[ecotype]", "factor value[atmospheric pressure]",
158
- "factor value[organism part]", "parameter value[light regimen]",
159
- "parameter value[mean growth temperature]", "parameter value[container]",
160
- "parameter value[light intensity]", "parameter value[ph of growth medium]",
161
- "comment[original submitted sample]",
162
- "parameter value[absorbed radiation dose,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c95181,ncit]",
163
- "comment[enclosure/habitat]",
164
- "characteristics[ecotype,http://mged.sourceforge.net/ontologies/mgedontology.owl#ecotype,mo]",
165
- "characteristics[age,http://mged.sourceforge.net/ontologies/mgedontology.owl#age,mo]",
166
- "parameter value[growth condition,http://www.ebi.ac.uk/efo/efo_0000523,efo]",
167
- "parameter value[duration,http://www.ebi.ac.uk/efo/efo_0000433,efo]",
168
- "parameter value[treatment]", "parameter value[carcass weight]",
169
- "parameter value[source storage temperature]", "comment[dissection date]",
170
- "comment[alsda biospecimen source id]", "parameter value[canister and position]",
171
- "factor value[freezing]", "parameter value[total cfu count]",
172
- "parameter value[sample storage method]", "factor value[muscle, skeletal]",
173
- "factor value[weightlessness,http://purl.bioontology.org/ontology/mesh/d014893,mesh]",
174
- "characteristics[age,http://purl.obolibrary.org/obo/pato_0000011,pato]",
175
- "comment[average absorbed dose (mgy) (spds only)]",
176
- "comment[low let average abs. dose (spds only - mgy)]",
177
- "comment[high let average abs. dose (spds only - mgy)]", "comment[abs. dose (gcr mgy) rd3-b3]",
178
- "comment[abs. dose (irb/saa mgy) rd3-b3]", "comment[abs. dose (orb mgy) rd3-b3]",
179
- "comment[abs. dose (total mgy) rd3-b3]",
180
- "comment[low let average abs. dose (all detectors - mgy)]",
181
- "comment[high let average abs. dose (all detectors - mgy)]",
182
- "comment[low let min. abs. dose (all detectors - mgy)]",
183
- "comment[low let max. abs. dose (all detectors - mgy)]",
184
- "comment[high let min. abs. dose (all detectors - mgy)]",
185
- "comment[high let max. abs. dose (all detectors - mgy)]",
186
- "parameter value[media,http://www.ebi.ac.uk/efo/efo_0000579,ccont]",
187
- "characteristics [individual identifier]", "characteristics [sex]",
188
- "factor value[sample collection protocol]",
189
- "characteristics[cell line,http://purl.obolibrary.org/obo/clo_0000031,obi]",
190
- "characteristics[age,http://purl.obolibrary.org/obo/pato_0000011,obi]",
191
- "characteristics[cell cycle phase]", "factor value[cell cycle phase]", "comment[sample_title]",
192
- "comment[sample_description]", "characteristics[host organism]", "factor value[dose]",
193
- "characteristics[cultivar]", "parameter value[environment]", "factor value[sex]",
194
- "characteristics[culture condition]", "factor value[culture condition]",
195
- "characteristics[biosourceprovider]", "parameter value[ccont:media]",
196
- "characteristics[sample type]", "characteristics[tissue]", "characteristics[study subject]",
197
- "parameter value[ionizing radiation energy]", "parameter value[ionizing radiation device]",
198
- "characteristics[sex,http://purl.bioontology.org/ontology/mesh/d012723,mesh]",
199
- "characteristics[diet,http://purl.bioontology.org/ontology/mesh/d004032,mesh]",
200
- "unit[time unit]", "characteristics[culture type]", "factor value[donor]",
201
- "factor value[gender]", "factor value[radiation dose]", "factor value[smoking status]",
202
- "characteristics[strain or line]", "characteristics[launch mission]",
203
- "comment[lsda subject id]", "comment[sample name in raw and processed data]",
204
- "factor value[weightlessness]", "factor value[altered gravity]", "factor value[space mission]",
205
- "characteristics[genotype,http://purl.bioontology.org/ontology/mesh/d005838,mesh]",
206
- "characteristics[ecotype,http://purl.bioontology.org/ontology/mesh/d060146,mesh]",
207
- "unit[timeunit]", "parameter value[sample description]",
208
- "characteristics[collection date,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c81286,ncit]",
209
- "factor value[altitude]", "characteristics[cell line]", "parameter value[preservation method]",
210
- "factor value[exposure duration]", "comment [sample_characteristics]",
211
- "comment[location of afflicted plants]", "characteristics [treatment group]",
212
- "characteristics [cellline]", "factor value[treatment group]",
213
- "characteristics[cell line origin]", "characteristics[treatment]",
214
- "characteristics[treatment time]", "factor value[mitochondrial status]",
215
- "factor value[rad9 status]", "comment[sample_name]", "characteristics [rad9 status]",
216
- "parameter value[time]", "comment[bric canister]",
217
- "parameter value[sample storage temeperature]", "parameter value[time in microgravity]",
218
- "parameter value[time in hypergravity]", "factor value[hindlimb unloading]",
219
- "factor value[gravity, altered]", "characteristics [culture]", "characteristics [organism]",
220
- "parameter value[group]", "factor value[light cycle]", "factor value[animal housing]",
221
- "factor value[food deprivation]", "factor value[water deprivation]",
222
- "parameter value[sample storage temperature setting]", "parameter value[light amount]",
223
- "unnamed: 72", "factor value[bed rest]", "factor value[sampling time]",
224
- "factor value[experimental campaign]",
225
- "parameter value[tissue preservation,http://purl.bioontology.org/ontology/mesh/d014021,mesh]",
226
- "parameter value[particle charge]", "parameter value[linear energy transfer]",
227
- "comment[nsrl run]", "characteristics [growth condition]",
228
- "comment[maximum total absorbed dose]", "comment[minimum total absorbed dose]",
229
- "parameter value[sequencing blank]", "factor value[sieve size]",
230
- "parameter value[sex,http://purl.obolibrary.org/obo/pato_0000047,efo]",
231
- "parameter value[age,http://purl.obolibrary.org/obo/pato_0000011,obcs]",
232
- "factor value[tetanus toxoid]", "factor value[vaccine adjuvant]",
233
- "parameter value[starting body mass]", "parameter value[final body mass]",
234
- "parameter value[thymus mass]", "parameter value[injection date]",
235
- "parameter value[ncorticosterone]", "parameter value[sac date]",
236
- "parameter value[preservatin method]", "comment[genotype info]", "parameter value[ph]",
237
- "parameter value[age at sample harvest]", "factor value[dissection timeline]",
238
- "comment[average absorbed dose (spds only - mgy)]", "comment[duration]",
239
- "characteristics[age at harvest]", "parameter value[mesh: cosmic radiation]",
240
- "parameter value[time of sample collection after treatment]",
241
- "parameter value[quantity of growth medium]", "parameter value[culture media]",
242
- "protocol ref.3", "parameter value[sacrifice date]", "parameter value[age at harvest]",
243
- "comment[seed source]", "comment[sample name notes]", "factor value[cultivar]",
244
- "parameter value[light quality]",
245
- "parameter value[environment,http://purl.bioontology.org/ontology/mesh/d004777,mesh]",
246
- "factor value[soil environment exposure]", "parameter value[watering method]",
247
- "parameter value[number of plants per sample (pooled)]", "parameter value[light time]",
248
- "parameter value[light exposure]", "factor value[clinical treatment]",
249
- "parameter value[body weight]",
250
- "characteristics[age,http://www.ebi.ac.uk/efo/efo_0000246,efo]",
251
- "characteristics[tissue,http://purl.obolibrary.org/obo/uberon_0000479,envo]",
252
- "parameter value[temperature,http://purl.obolibrary.org/obo/pato_0000146,envo]",
253
- "parameter value[light,http://www.ebi.ac.uk/efo/efo_0000568,efo]",
254
- "parameter value[euthanasia time after hs]", "factor value[growth time]",
255
- "factor value[euthanasia method]", "factor value[carcass preservation method]",
256
- "factor value[dissection condition]", "factor value[tissue preservation method]",
257
- "factor value[diet]", "parameter value[sample weight]", "comment[launch date]",
258
- "comment[euthanasia date]", "parameter value[enrichment material]",
259
- "comment[date of ucla arrival]", "comment[alsda source name]", "comment[lsda source name]",
260
- "factor value[duration]", "factor value[euthanasia location]", "comment[lsda sample name]",
261
- "comment[alsda sample name]",
262
- "characteristics[organism,http://purl.bioontology.org/ontology/sty/t001,mesh]",
263
- "characteristics[mission duration (between launch and landing)]",
264
- "characteristics[time between launch and sample harvest]",
265
- "parameter value[growth light color]", "parameter value[growth time start date (mm/dd/yy)]",
266
- "parameter value[actual gravity level]", "parameter value[light treatment duration]",
267
- "parameter value[treatment light intensity]", "parameter value[treatment light color]",
268
- "parameter value[treatment light source]", "parameter value[gravity treatment duration]",
269
- "parameter value[mission launch]", "parameter value[mission return]",
270
- "parameter value[launch date (mm/dd/yy)]", "term source ref.23", "term accession number.23",
271
- "parameter value[absorbed radiation dose (from launch to sample harvest)]",
272
- "term source ref.24", "term accession number.24", "term source ref.25",
273
- "term accession number.25", "term source ref.26", "term accession number.26",
274
- "parameter value[sample harvest date (mm/dd/yy)]", "term source ref.27",
275
- "term accession number.27", "comment[run]", "comment[mission]",
276
- "parameter value[sampling material]", "comment[collection date]", "factor value[strain]",
277
- "parameter value[carcass storage temperature]", "comment[bsp dissection date]",
278
- "comment[lsda biospecimen source id]",
279
- "characteristics[filter,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c41199,ncit]",
280
- "parameter value[carbon dioxide,http://purl.obolibrary.org/obo/chebi_16526,efo]",
281
- "parameter value[sample preservation temperature]",
282
- "parameter value[location,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c25341,ncit]",
283
- "parameter value[sample location]", "factor value[uv mutagenesis]",
284
- "factor value[growth cycle]", "factor value[sample storage]", "characteristics[strain source]",
285
- "parameter value[minimum growth temperature]", "parameter value[maximum growth temperature]",
286
- "parameter value[uv light exposure]", "characteristics[host strain]",
287
- "characteristics[host genotype]", "characteristics[host age (at irradiation)]",
288
- "characteristics[donor strain]", "characteristics[donor genotype]",
289
- "characteristics[donor age (at mammary gland collection)]", "parameter value[light color]",
290
- "parameter value[harvest date (dd/mm/yyyy)]", "parameter value[experiment start date]",
291
- "parameter value[harvest date]", "parameter value[number of seeds per container]",
292
- "characteristics[developmental stage,http://www.ebi.ac.uk/efo/efo_0000399,efo]",
293
- "factor value[altered gravity simulator]", "factor value[temperature]",
294
- "characteristics[return mission]", "comment[source description].1",
295
- "parameter value[whole tissue weight]", "parameter value[tissue section level]",
296
- "comment[slide quadrant]", "comment[technical replicate #]",
297
- "comment[initiation date (dd-mmm-yy)]", "comment[completion date (dd-mmm-yy)]",
298
- "comment[dissection date (dd-mmm-yy)]", "factor value[preservation method]",
299
- "factor value[order of preservation]", "comment[spleen collection date]",
300
- "comment[liver collection date]", "comment[carcass weight (g)]",
301
- "comment[soleus collection date]", "parameter value[tissue]",
302
- "parameter value[host sample media information]", "parameter value[host growth time]",
303
- "parameter value[co2 level]", "characteristics[title]", "characteristics[biosample]",
304
- "characteristics[host,http://www.ebi.ac.uk/efo/efo_0000532,efo]",
305
- "parameter value[subject id]", "parameter value[sample collection timepoint]",
306
- "characteristics[age at onset of treatment]", "parameter value[anoxia treatment duration]",
307
- "parameter value[heat treatment duration]", "parameter value[treatment light regimen]",
308
- "comment[original submittted sample name]", "comment[sample name in raw data file]",
309
- "characteristics[identification,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c25737,ncit]",
310
- "parameter value[growth media information]",
311
- "characteristics[tissue,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c12801,ncit]",
312
- "parameter value[experiment batch]", "characteristics[age(at launch)]",
313
- "characteristics[growth time]", "parameter value[flight no.]",
314
- "parameter value[sampling matrial]", "factor value[light]",
315
- "factor value[developmental stage]",
316
- "characteristics[organism,http://mged.sourceforge.net/ontologies/mgedontology.owl#organism,mo]",
317
- "comment[description]", "characteristics[cultivar,http://www.ebi.ac.uk/efo/efo_0005136,efo]",
318
- "comment[seed lot]", "parameter value[broad-scale environmental context]",
319
- "parameter value[environmental medium]", "parameter value[isolation and growth condition]",
320
- "comment[biosample]", "comment[accession]", "comment[wgs accession no.]",
321
- "factor value[atmospheric composition]", "comment[biosample accession]",
322
- "parameter value[light type]", "parameter value[air temperature]",
323
- "parameter value[relative air humidity]", "parameter value[relative humidity]",
324
- "characteristics[maternal age]", "characteristics[paternal age]", "comment[ncbi accession]",
325
- "parameter value[ovariectomy]", "parameter value[euthanasia timing]",
326
- "parameter value[growth light cycle]", "parameter value[growth light source]",
327
- "parameter value[growth light intensity]", "parameter value[treatment light cycle]",
328
- "parameter value[gravity, altered]", "parameter value[mission]",
329
- "parameter value[developmental stage at onset of gravity treatment]",
330
- "parameter value[developmental stage at onset of light treatment]",
331
- "parameter value[developmental stage at time of sample collection]", "factor value[tiime]",
332
- "parameter value[sex]", "parameter value[growth temprature]", "factor value[study subject]",
333
- "parameter value[dose rate]", "comment[animal source (host)]",
334
- "characteristics[age (at irradiation)]", "characteristics[strain (donor strain)]",
335
- "comment[animal source (donor)]", "characteristics[genotype (donor genotype)]",
336
- "characteristics[control diet]", "parameter value[housing temperature(pre hibernation)]",
337
- "parameter value[light cycle (pre-hibernation)]",
338
- "parameter value[housing temperature (hibernation)]",
339
- "parameter value[light cycle (hibernation)]", "parameter value[energy]",
340
- "parameter value[radiation dose rate]", "parameter value[age at time of sampling]",
341
- "parameter value[treatment duration]", "comment[sampling time]",
342
- "parameter value[growth time].1",
343
- "parameter value[euthanasia method,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c90336,ncit]",
344
- "parameter value[age at euthanasia]",
345
- "characteristics[developmental stage at onset of treatment]",
346
- "characteristics[genetic modification]", "characteristics [cage]",
347
- "characteristics [location]", "characteristics [strain or line]", "factor value[cage]",
348
- "factor value[location]", "parameter value[time,http://www.ebi.ac.uk/efo/efo_0000721,efo]",
349
- "parameter value[outer frame rotation]", "parameter value[inner frame rotation]",
350
- "factor value[particle charge]",
351
- "parameter value[time of sample collection after irradiation]",
352
- "characteristics[drosophila developmental stage,http://www.ebi.ac.uk/efo/efo_0005651,efo]",
353
- "factor value[ground based facilities]", "parameter value[radiation]",
354
- "parameter value[radiation source]",
355
- "characteristics[sex,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c28421,ncit]",
356
- "comment[animal id]",
357
- "parameter value[diet,http://purl.bioontology.org/ontology/mesh/d004032,mesh]",
358
- "parameter value[age at launch]",
359
- "parameter value[euthanasia,http://purl.bioontology.org/ontology/mesh/d005065,mesh]",
360
- "characteristics[mission return]", "parameter value[growth time start date (mm/dd/yyyy)]",
361
- "comment[light treatment description]", "parameter value[sample harvest date (mm/dd/yyyy)]",
362
- "characteristics[growth condition,http://www.ebi.ac.uk/efo/efo_0000523,efo]",
363
- "comment[technical replicate]", "comment[sacrifice date (dd-mmm-yy)]",
364
- "factor value[dry immersion]", "characteristics [biosourcetype]", "factor value[hze]",
365
- "comment[biosample no.]", "characteristics[height]", "characteristics[weight]",
366
- "factor value[intracranial pressure]", "parameter value[average icp]", "comment[plate]",
367
- "comment[plate well]", "parameter value[average fractionated dose rate]",
368
- "parameter value[ionizing radiation source]", "parameter value[ionizing radiation facility]",
369
- "parameter value[sample media informtion]", "factor value[radiation distance]",
370
- "parameter value[hze]", "parameter value[sample media informtio]",
371
- "parameter value[container diameter]", "parameter value[age at sample collection]",
372
- "characteristics[nasa isolate identifier]", "characteristics[mission collected]",
373
- "factor value[collection date]", "factor value[accession]",
374
- "parameter value[parental treatment light cycle]",
375
- "parameter value[parental treatment growth medium]",
376
- "parameter value[parental treatment light intensity]",
377
- "parameter value[parental treatment growth temperature]",
378
- "comment[lar animal receipt date at scrippts]", "comment[euthanasia dates]",
379
- "comment[dissection dates]", "characteristics[variety]",
380
- "factor value[sample preservation method]", "factor value[seed sanitization]",
381
- "characteristics[escherichia coli strain]", "parameter value[quantity of fertilizer]",
382
- "parameter value[collection date]", "comment[biosample accession ]",
383
- "comment[original sample id]", "comment[wgs accession no]", "comment[biosample no]",
384
- "parameter value[recovery duration on earth]", "comment[rfid]", "comment[date of birth]",
385
- "comment[lar animal receipt data at scripps]", "factor value[spacecraft]",
386
- "factor value[gravity]", "parameter value[quantity growth medium]",
387
- "parameter value[average percent humidity]", "parameter value[temperature range]",
388
- "parameter value[mean light intensity]", "comment[data file note]",
389
- "parameter value[mouse cage id]", "comment[rfid(last 4 digit)]",
390
- "comment[rfid(complete or last 4 digit)]", "factor value[partial weight bearing]",
391
- "comment[euthanasia and dissection date]", "comment[bsp dissection date (final dissection)]",
392
- "characteristics[experiment]", "characteristics[age when exposed to x-ray]",
393
- "characteristics[age when exposed to rapamycin/placebo]",
394
- "characteristics[age at irradiation]", "parameter value[diet]",
395
- "parameter value[number of particle types]", "parameter value[time between exposures]",
396
- "parameter value[nsrl run]", "comment[did samples remain in the beamline between exposures?]",
397
- "characteristics[sampling time,http://www.ebi.ac.uk/efo/efo_0000689,efo]",
398
- "comment[original submitter sample name]", "factor value[time after treatment]",
399
- "comment[alsda subject id]", "parameter value[body weight upon euthanasia]",
400
- "characteristics[age at euthanasia]",
401
- "parameter value[number of leaves at onset of treatment]",
402
- "parameter value[maximum growth protocol]",
403
- "parameter value[developmental stage at onset of treatment]",
404
- "parameter value[number of leaves at time of sample collection]",
405
- "parameter value[number of open flowers at time of sample collection]",
406
- "characteristics[feeding schedule]", "characteristics[variant]",
407
- "parameter value[number of seeds sown per well]", "characteristics[final body weight]",
408
- "characteristics[run number]", "factor value[parabola]", "factor value[sample condition]",
409
- "comment[sample type]", "parameter value[collection condition]",
410
- "factor value[sample storage time]", "characteristics [celltype]",
411
- "factor value[space flight,http://purl.bioontology.org/ontology/mesh/d013026,mesh]",
412
- "characteristics[age before irradiation]", "characteristics [tissue]",
413
- "comment[lar animal receipt date at scripps]", "characteristics[generation]",
414
- "parameter value[age of f0 at launch]", "comment[experiment start date (dd/mm/yyyy)]",
415
- "comment[experiment end date (dd/mm/yyyy)]", "parameter value[mean treatment temperature]",
416
- "parameter value[age at time of sample collection]", "comment[parental treatment]",
417
- "characteristics[sample collection phase]", "factor value[tissue segment]",
418
- "parameter value[duration on iss]", "characteristics[donor id]",
419
- "comment[maximum total absorbed dose]", "characteristics [cell line]",
420
- "characteristics [sample type]", "characteristics [treatment duration]",
421
- "factor value[treatment duration]", "characteristics[subject]", "parameter value[experiment]",
422
- "characteristics [individual]", "characteristics [sample name]", "factor value[individual]",
423
- "factor value[growth environment]", "parameter value[euthanasia date]",
424
- "comment[euthanasia date (dd/mm/yyyy)]", "parameter value[growth hardware]",
425
- "parameter value[treatment hardware]", "comment[other sample source name]",
426
- "factor value[tissue model]",
427
- "factor value[culture media,http://purl.bioontology.org/ontology/mesh/d003470,mesh]",
428
- "factor value[zygosity,http://semanticscience.org/resource/sio_001263,sio]",
429
- "factor value[generation number,http://semanticscience.org/resource/sio_010061,sio]",
430
- "parameter value[age at onset of treatment]",
431
- "comment[intensity of best extracted proteins by beatbox homogenizer]",
432
- "parameter value[tonometry window]",
433
- "parameter value[sample preservation method histology and immunohistochemistry]",
434
- "parameter value[sample preservation method immunoblotting]", "comment[set]",
435
- "characteristics[seed source (host)]", "characteristics[pathogen strain source]",
436
- "parameter value[irrigation]", "parameter value[treatment mean growth temperature]",
437
- "parameter value[culture medium]", "comment[pathosystem]",
438
- "characteristics[age at start of assay]", "characteristics[stimulus]", "performer",
439
- "parameter value[anesthesia method]", "comment[euthanasia date (dd-mm-year)]",
440
- "comment[euthanasia time (hh:mm:ss)]", "comment[body weight at euthanasia]",
441
- "comment[bsp dissection date (dd-mm-year)]",
442
- "comment[partial body weight on bsp dissection date]", "factor value[housing condition]",
443
- "parameter value[number of cagemates]", "parameter value[feeding schedule]",
444
- "parameter value[age at time of assay]", "characteristics[growth temperature]",
445
- "characteristics[growth condition]", "comment[sample_characteristics]",
446
- "factor value[tissue type]", "factor value[developmental condition]",
447
- "comment[iss module type]", "parameter value[sample collection method]",
448
- "characteristics[age at experiment start]", "comment[sample location]",
449
- "comment[flight number]", "comment[location]", "comment[sample id]",
450
- "comment[sample collection date]", "comment[growthcondition]", "factor value[oxygen gas]",
451
- "characteristics[volunteers,http://purl.bioontology.org/ontology/mesh/d014838,mesh]",
452
- "characteristics[age at launch or beginning of treatment]",
453
- "characteristics [biological replicate]", "characteristics [dose gray]",
454
- "characteristics [post radiation time hour]", "characteristics [radiation]",
455
- "characteristics [technical replicate]", "factor value[post radiation timepoint]",
456
- "factor value[radiation type]", "parameter value[highly charged energetic nuclei]",
457
- "factor value[stress]",
458
- "characteristics[passage number,http://www.ebi.ac.uk/efo/efo_0007061,efo]",
459
- "characteristics[sample media information]", "factor value[variation]",
460
- "factor value[magnetic field]", "comment[sample type description]",
461
- "characteristics [exposure]", "characteristics [exposure time]", "factor value[pressure]",
462
- "factor value[collection set]", "characteristics[organism 2]", "characteristics[strain 2]",
463
- "characteristics[organism 3]", "parameter value[euthanasia time after landing]",
464
- "characteristics[sample_type]", "characteristics[organism_part]",
465
- "characteristics[sample_title]", "characteristics[irradation]", "characteristics[cell model]",
466
- "factor value[radiation]", "characteristics [mouse strain]", "factor value[mouse strain]",
467
- "characteristics[dose,http://www.ebi.ac.uk/efo/efo_0000428,efo]",
468
- "characteristics[radiation quality]", "characteristics [pathology]", "factor value[neoplasm]",
469
- "characteristics[antibiotic]", "factor value[antibiotic concentration]",
470
- "comment[source name- channel 2]", "factor value[radiation, ionzing]", "Unnamed: 0"]
471
-
472
- # SAMPLE_COLUMNS = ['Source Name', 'Sample Name', 'Characteristics: Organism',
473
- # 'Characteristics: Strain', 'Characteristics: Genotype',
474
- # 'Characteristics: Material Type', 'Factor Value: Ionizing Radiation',
475
- # 'Factor Value: Generation', 'Protocol REF', 'Protocol REF.1',
476
- # 'Parameter Value: ionizing radiation energy',
477
- # 'Parameter Value: exposure duration',
478
- # 'Parameter Value: absorbed radiation dose',
479
- # 'Parameter Value: absorbed radiation dose rate',
480
- # 'Parameter Value: ionizing radiation categorized by source',
481
- # 'Protocol REF.2', 'Parameter Value: Sample Preservation Method',
482
- # 'Parameter Value: Sample Storage Temperature',
483
- # 'Parameter Value: Age at time of sample collection',
484
- # 'Comment: Animal Source', 'Comment: Parental Treatment']
485
-
486
  features = datasets.Features(
487
  {
488
- column_name: datasets.Value("string")
489
- for column_name in ASSAY_COLUMNS
490
- # for column_name in sorted(list(set(ASSAY_COLUMNS + SAMPLE_COLUMNS)))
491
  }
492
  )
493
 
494
  return datasets.DatasetInfo(
495
  description=_DESCRIPTION,
496
  features=features,
497
- supervised_keys=None,
498
- homepage=_HOMEPAGE,
499
- license=_LICENSE,
500
- citation=_CITATION,
501
  )
502
 
503
- _URL = "https://raw.githubusercontent.com/AnzorGozalishvili/NASA_ODSR_DATA/main"
504
- _ASSAYS_FILE = "assays_all.csv"
505
- # _SAMPLES_FILE = "samples.csv"
506
-
507
  def _split_generators(self, dl_manager):
508
- downloaded_files = dl_manager.download_and_extract(
509
- {
510
- "train": {
511
- "assays": os.path.join(self._URL, self._ASSAYS_FILE),
512
- # "samples": os.path.join(self._URL, self._SAMPLES_FILE)
513
- },
514
- }
515
- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
516
 
517
- return [
518
- datasets.SplitGenerator(
519
- name=datasets.Split.TRAIN,
520
- gen_kwargs={
521
- "assays_file": downloaded_files['train']['assays'],
522
- # "samples_file": downloaded_files['train']['samples'],
523
- },
524
- ),
525
- ]
526
 
527
- # def _generate_examples(self, assays_file: str, samples_file):
528
- def _generate_examples(self, assays_file: str):
529
- assays_df = pd.read_csv(assays_file)
530
- # samples_df = pd.read_csv(samples_file)
531
 
532
- # for (idx, assay_row), (_, sample_row) in zip(assays_df.iterrows(), samples_df.iterrows()):
533
- for (idx, assay_row) in assays_df.iterrows():
534
- _item = {**assay_row.to_dict()}
535
- # _item = {**assay_row.to_dict(), **sample_row.to_dict()}
536
 
537
  yield idx, _item
 
12
  # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
  # See the License for the specific language governing permissions and
14
  # limitations under the License.
15
+ """NASA OSDR - Open Science Data Repository"""
16
 
 
17
  import os
18
 
19
  import datasets
20
  import pandas as pd
21
 
22
  _CITATION = """
23
+ NASA Space Biology Open Science Data Repository (OSDR) was accessed on 11.10.2023 from https://registry.opendata.aws/nasa-osdr.
 
 
 
 
 
 
24
  """
25
 
26
  _DESCRIPTION = """
27
+ This contains aggregated data from NASA OSDR s3 bucket.
28
+ It contains up to 451 experiments and tables of samples from those experiments.
29
  """
30
 
31
+ _HOMEPAGE = "https://huggingface.co/datasets/anz2/NASA_OSDR"
32
 
33
+ _DATA_URL = "https://huggingface.co/datasets/anz2/NASA_OSDR/data"
34
+
35
+ _LICENSE = "Apache 2.0"
36
 
37
  _SPLITS = ["train"]
38
 
39
+ _URL = "https://raw.githubusercontent.com/AnzorGozalishvili/NASA_ODSR_DATA/main"
40
+
41
+
42
+ class NasaOsdrConfig(datasets.BuilderConfig):
43
+ """BuilderConfig for NASA_OSDR."""
44
+
45
+ def __init__(self, features, data_url, citation, url, **kwargs):
46
+ """BuilderConfig for SuperGLUE.
47
+
48
+ Args:
49
+ features: *list[string]*, list of the features that will appear in the
50
+ feature dict. Should not include "label".
51
+ data_url: *string*, url to download the zip file from.
52
+ citation: *string*, citation for the data set.
53
+ url: *string*, url for information about the data set.
54
+ label_classes: *list[string]*, the list of classes for the label if the
55
+ label is present as a string. Non-string labels will be cast to either
56
+ 'False' or 'True'.
57
+ **kwargs: keyword arguments forwarded to super.
58
+ """
59
+ super().__init__(version=datasets.Version("1.0.0"), **kwargs)
60
+ self.features = features
61
+ self.data_url = data_url
62
+ self.citation = citation
63
+ self.url = url
64
 
65
 
66
  class NasaOsdr(datasets.GeneratorBasedBuilder):
67
  """NASA OSDR dataset."""
68
 
69
  BUILDER_CONFIGS = [
70
+ NasaOsdrConfig(
71
+ name="experiments",
72
  version=datasets.Version("1.0.0"),
73
  description=_DESCRIPTION,
74
+ citation=_CITATION,
75
+ features=["experiment_id", "version", "all_studies", "metadata_file_extensions", "metadata_filename",
76
+ "metadata_path", "metadata_filenames", "study_metadata_filenames", "metadata_sample_filename"],
77
+ data_url=_DATA_URL,
78
+ url=_HOMEPAGE,
79
+ ),
80
+ NasaOsdrConfig(
81
+ name="samples",
82
+ version=datasets.Version("1.0.0"),
83
+ description=_DESCRIPTION,
84
+ citation=_CITATION,
85
+ features=["source name", "sample name", "characteristics[organism]", "term source ref",
86
+ "term accession number", "characteristics[strain]", "term source ref.1",
87
+ "term accession number.1", "characteristics[sex]", "term source ref.2", "term accession number.2",
88
+ "characteristics[developmental stage]", "term source ref.3", "term accession number.3",
89
+ "characteristics[material type]", "term source ref.4", "term accession number.4",
90
+ "factor value[spaceflight]", "term source ref.5", "term accession number.5",
91
+ "factor value[infection]", "term source ref.6", "term accession number.6",
92
+ "characteristics[experiment start date (dd/mm/yyyy)]",
93
+ "characteristics[experiment end date (dd/mm/yyyy)]", "protocol ref", "protocol ref.1",
94
+ "parameter value[vehicle]", "term source ref.7", "term accession number.7",
95
+ "parameter value[absorbed radiation dose]", "unit", "term source ref.8",
96
+ "term accession number.8", "parameter value[absorbed radiation dose rate]", "unit.1",
97
+ "term source ref.9", "term accession number.9", "parameter value[exposure duration]", "unit.2",
98
+ "term source ref.10", "term accession number.10",
99
+ "parameter value[ionizing radiation categorized by source]", "term source ref.11",
100
+ "term accession number.11", "parameter value[ionizing radiation]", "term source ref.12",
101
+ "term accession number.12", "comment [sample_description]", "comment [sample_source_name]",
102
+ "comment [sample_title]", "experiment_id", "version", "metadata_filename", "metadata_path",
103
+ "metadata_sample_filename", "characteristics[animal source]", "characteristics[age at launch]",
104
+ "characteristics[diet]", "comment[feeding schedule]", "parameter value[light cycle]",
105
+ "parameter value[habitat]", "parameter value[duration]", "parameter value[euthanasia method]",
106
+ "parameter value[carcass preservation method]", "parameter value[sample preservation method]",
107
+ "parameter value[sample storage temperature]", "term source ref.13", "term accession number.13",
108
+ "comment[source description]", "comment[original submitted sample name]",
109
+ "comment[alsda biospecimen id]", "comment[alsda biospecimen subject id]",
110
+ "comment[sample name description]", "comment[animal source]",
111
+ "parameter value[euthanasia chemical]", "comment[lsda biospecimen id]",
112
+ "comment[lsda biospecimen subject id]", "protocol ref.2", "unit.3", "term source ref.14",
113
+ "term accession number.14", "unit.4", "term source ref.15", "term accession number.15", "unit.5",
114
+ "term source ref.16", "term accession number.16", "term source ref.17",
115
+ "term accession number.17", "term source ref.18", "term accession number.18",
116
+ "parameter value[carcass storage method]",
117
+ "characteristics[strain,http://www.ebi.ac.uk/efo/efo_0005135,efo]",
118
+ "parameter value[light cycle,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c90419,ncit]",
119
+ "parameter value[habitat,http://purl.obolibrary.org/obo/envo_01000739,envo]", "material type",
120
+ "characteristics[sex,http://purl.obolibrary.org/obo/pato_0000047,efo]",
121
+ "parameter value[source storage method]",
122
+ "characteristics[growth,http://purl.obolibrary.org/obo/go_0040007,go]",
123
+ "factor value[weightlessness simulation]", "characteristics [age]", "characteristics [genotype]",
124
+ "characteristics [organism part]", "characteristics [protocol]", "characteristics [strain]",
125
+ "factor value[genotype]", "factor value[treatment]", "comment[initiation date]",
126
+ "comment[completion date]", "parameter value[storage temperature setting]",
127
+ "comment[maximum total absorbed dose ]", "comment[minimum total absorbed dose ]",
128
+ "factor value[absorbed radiation dose]",
129
+ "characteristics[exposure duration,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c83280,ncit]",
130
+ "characteristics[age]", "factor value[ionizing radiation]",
131
+ "parameter value[dose,http://purl.obolibrary.org/obo/exo_0000076,exo]", "factor value[time]",
132
+ "comment[sample_source_name]", "characteristics[genotype]", "characteristics[subspecies]",
133
+ "characteristics[flight name]", "characteristics[duration]", "parameter value[hardware]",
134
+ "parameter value[growth environment]", "parameter value[growth medium]",
135
+ "comment[sample characteristic]",
136
+ "factor value[weightlessness simulation,http://purl.bioontology.org/ontology/mesh/d018474,mesh]",
137
+ "factor value[tissue]", "comment[enclosure]",
138
+ "characteristics[diet,http://www.ebi.ac.uk/efo/efo_0002755,efo]",
139
+ "parameter value[exposure duration,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c83280,ncit]",
140
+ "parameter value[low let average abs. dose (spds only)]",
141
+ "parameter value[high let average abs. dose (all detectors)]",
142
+ "parameter value[abs. dose (gcr) rd3-b3]", "unit.6", "parameter value[abs. dose (orb) rd3-b3]",
143
+ "unit.7", "parameter value[abs. dose (total) rd3-b3]", "unit.8",
144
+ "parameter value[low let average abs. dose (all detectors)]", "unit.9",
145
+ "parameter value[low let max. abs. dose (all detectors)]", "unit.10",
146
+ "parameter value[high let min. abs. dose (all detectors)]", "unit.11",
147
+ "parameter value[high let max. abs. dose (all detectors)]", "unit.12",
148
+ "parameter value[low let min. abs. dose (all detectors)]", "unit.13", "term source ref.19",
149
+ "term accession number.19", "parameter value[abs. dose (irb/saa) rd3-b3]", "unit.14",
150
+ "term source ref.20", "term accession number.20",
151
+ "parameter value[average absorbed dose (spds only)]", "unit.15", "term source ref.21",
152
+ "term accession number.21", "parameter value[high let average abs. dose (spds only)]", "unit.16",
153
+ "term source ref.22", "term accession number.22", "characteristics[stage]",
154
+ "parameter value[sampling time,http://www.ebi.ac.uk/efo/efo_0000689,efo]",
155
+ "parameter value[temperature,http://www.ebi.ac.uk/efo/efo_0001702,efo]",
156
+ "factor value[microgravity]", "parameter value[housing temperature]", "comment[sample title]",
157
+ "comment[sanple description]", "factor value[bleomycin treatment]",
158
+ "characteristics[treatment duration]", "comment[sample source name]", "factor value[irradiation]",
159
+ "factor value[timepoint]",
160
+ "characteristics[cell line,http://purl.bioontology.org/ontology/mesh/d002460,mesh]",
161
+ "characteristics[cell type,http://purl.obolibrary.org/obo/cl_0000000,clo]",
162
+ "comment[source name description]", "characteristics[secondary organism]",
163
+ "characteristics[symbiosis,http://purl.bioontology.org/ontology/mesh/d013559,mesh]",
164
+ "factor value[simulated microgravity]", "characteristics [strainorline]",
165
+ "characteristics [biosourceprovider]", "characteristics [generation]", "factor value[generation]",
166
+ "factor value[environmentalstress]", "factor value[ecotype]", "characteristics[organism part]",
167
+ "characteristics[seed source]", "characteristics[stratification exposure]",
168
+ "parameter value[light source]", "parameter value[growth time]",
169
+ "characteristics[ecotype,http://www.ebi.ac.uk/efo/efo_0000434,efo]",
170
+ "parameter value[maximum total absorbed dose]", "parameter value[minimum total absorbed dose]",
171
+ "factor value[hypergravity]", "characteristics [cell type]", "characteristics [passage]",
172
+ "factor value[electromagnetic fields]", "parameter value[growth termperature]",
173
+ "characteristics[cell source]", "factor value[cell line]",
174
+ "parameter value[sample media information]", "parameter value[growth temperature]",
175
+ "factor value[microgravity simulation]", "comment[sample description]", "comment[iss expedition]",
176
+ "factor value[sample location]", "comment [ena_sample]", "characteristics [developmental stage]",
177
+ "factor value[ionzing radiation]", "characteristics[cell type]",
178
+ "characteristics[cell type,http://www.ebi.ac.uk/efo/efo_0000324,efo]",
179
+ "factor value[time of sample collection after treatment]", "comment[nih geo sample name]",
180
+ "factor value[age]", "characteristics[collection date]", "characteristics[isolation source]",
181
+ "characteristics[ecotype]", "factor value[atmospheric pressure]", "factor value[organism part]",
182
+ "parameter value[light regimen]", "parameter value[mean growth temperature]",
183
+ "parameter value[container]", "parameter value[light intensity]",
184
+ "parameter value[ph of growth medium]", "comment[original submitted sample]",
185
+ "parameter value[absorbed radiation dose,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c95181,ncit]",
186
+ "comment[enclosure/habitat]",
187
+ "characteristics[ecotype,http://mged.sourceforge.net/ontologies/mgedontology.owl#ecotype,mo]",
188
+ "characteristics[age,http://mged.sourceforge.net/ontologies/mgedontology.owl#age,mo]",
189
+ "parameter value[growth condition,http://www.ebi.ac.uk/efo/efo_0000523,efo]",
190
+ "parameter value[duration,http://www.ebi.ac.uk/efo/efo_0000433,efo]",
191
+ "parameter value[treatment]", "parameter value[carcass weight]",
192
+ "parameter value[source storage temperature]", "comment[dissection date]",
193
+ "comment[alsda biospecimen source id]", "parameter value[canister and position]",
194
+ "factor value[freezing]", "parameter value[total cfu count]",
195
+ "parameter value[sample storage method]", "factor value[muscle, skeletal]",
196
+ "factor value[weightlessness,http://purl.bioontology.org/ontology/mesh/d014893,mesh]",
197
+ "characteristics[age,http://purl.obolibrary.org/obo/pato_0000011,pato]",
198
+ "comment[average absorbed dose (mgy) (spds only)]",
199
+ "comment[low let average abs. dose (spds only - mgy)]",
200
+ "comment[high let average abs. dose (spds only - mgy)]", "comment[abs. dose (gcr mgy) rd3-b3]",
201
+ "comment[abs. dose (irb/saa mgy) rd3-b3]", "comment[abs. dose (orb mgy) rd3-b3]",
202
+ "comment[abs. dose (total mgy) rd3-b3]",
203
+ "comment[low let average abs. dose (all detectors - mgy)]",
204
+ "comment[high let average abs. dose (all detectors - mgy)]",
205
+ "comment[low let min. abs. dose (all detectors - mgy)]",
206
+ "comment[low let max. abs. dose (all detectors - mgy)]",
207
+ "comment[high let min. abs. dose (all detectors - mgy)]",
208
+ "comment[high let max. abs. dose (all detectors - mgy)]",
209
+ "parameter value[media,http://www.ebi.ac.uk/efo/efo_0000579,ccont]",
210
+ "characteristics [individual identifier]", "characteristics [sex]",
211
+ "factor value[sample collection protocol]",
212
+ "characteristics[cell line,http://purl.obolibrary.org/obo/clo_0000031,obi]",
213
+ "characteristics[age,http://purl.obolibrary.org/obo/pato_0000011,obi]",
214
+ "characteristics[cell cycle phase]", "factor value[cell cycle phase]", "comment[sample_title]",
215
+ "comment[sample_description]", "characteristics[host organism]", "factor value[dose]",
216
+ "characteristics[cultivar]", "parameter value[environment]", "factor value[sex]",
217
+ "characteristics[culture condition]", "factor value[culture condition]",
218
+ "characteristics[biosourceprovider]", "parameter value[ccont:media]",
219
+ "characteristics[sample type]", "characteristics[tissue]", "characteristics[study subject]",
220
+ "parameter value[ionizing radiation energy]", "parameter value[ionizing radiation device]",
221
+ "characteristics[sex,http://purl.bioontology.org/ontology/mesh/d012723,mesh]",
222
+ "characteristics[diet,http://purl.bioontology.org/ontology/mesh/d004032,mesh]", "unit[time unit]",
223
+ "characteristics[culture type]", "factor value[donor]", "factor value[gender]",
224
+ "factor value[radiation dose]", "factor value[smoking status]", "characteristics[strain or line]",
225
+ "characteristics[launch mission]", "comment[lsda subject id]",
226
+ "comment[sample name in raw and processed data]", "factor value[weightlessness]",
227
+ "factor value[altered gravity]", "factor value[space mission]",
228
+ "characteristics[genotype,http://purl.bioontology.org/ontology/mesh/d005838,mesh]",
229
+ "characteristics[ecotype,http://purl.bioontology.org/ontology/mesh/d060146,mesh]",
230
+ "unit[timeunit]", "parameter value[sample description]",
231
+ "characteristics[collection date,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c81286,ncit]",
232
+ "factor value[altitude]", "characteristics[cell line]", "parameter value[preservation method]",
233
+ "factor value[exposure duration]", "comment [sample_characteristics]",
234
+ "comment[location of afflicted plants]", "characteristics [treatment group]",
235
+ "characteristics [cellline]", "factor value[treatment group]",
236
+ "characteristics[cell line origin]", "characteristics[treatment]",
237
+ "characteristics[treatment time]", "factor value[mitochondrial status]",
238
+ "factor value[rad9 status]", "comment[sample_name]", "characteristics [rad9 status]",
239
+ "parameter value[time]", "comment[bric canister]", "parameter value[sample storage temeperature]",
240
+ "parameter value[time in microgravity]", "parameter value[time in hypergravity]",
241
+ "factor value[hindlimb unloading]", "factor value[gravity, altered]", "characteristics [culture]",
242
+ "characteristics [organism]", "characteristics[subject]", "parameter value[group]",
243
+ "factor value[light cycle]", "factor value[animal housing]", "factor value[food deprivation]",
244
+ "factor value[water deprivation]", "parameter value[sample storage temperature setting]",
245
+ "parameter value[light amount]", "unnamed: 72", "factor value[bed rest]",
246
+ "factor value[sampling time]", "factor value[experimental campaign]",
247
+ "parameter value[tissue preservation,http://purl.bioontology.org/ontology/mesh/d014021,mesh]",
248
+ "parameter value[particle charge]", "parameter value[linear energy transfer]",
249
+ "comment[nsrl run]", "characteristics [growth condition]", "comment[maximum total absorbed dose]",
250
+ "comment[minimum total absorbed dose]", "parameter value[sequencing blank]",
251
+ "factor value[sieve size]", "factor value[tetanus toxoid]", "factor value[vaccine adjuvant]",
252
+ "parameter value[housing condition]", "parameter value[starting body mass]",
253
+ "parameter value[final body mass]", "parameter value[final body mass].1",
254
+ "parameter value[sample preservatin method]", "parameter value[thymus mass]",
255
+ "comment[injection date]", "comment[sacrifice date]", "comment[ncorticosterone]",
256
+ "comment[genotype info]", "parameter value[ph]", "parameter value[age at sample harvest]",
257
+ "parameter value[sex,http://purl.obolibrary.org/obo/pato_0000047,efo]",
258
+ "factor value[dissection timeline]", "comment[average absorbed dose (spds only - mgy)]",
259
+ "comment[duration]", "characteristics[age at harvest]", "parameter value[mesh: cosmic radiation]",
260
+ "parameter value[time of sample collection after treatment]",
261
+ "parameter value[quantity of growth medium]", "parameter value[culture media]", "protocol ref.3",
262
+ "parameter value[injection date]", "parameter value[sacrifice date]",
263
+ "parameter value[ncorticosterone]", "parameter value[age at harvest]", "comment[seed source]",
264
+ "comment[sample name notes]", "factor value[cultivar]", "parameter value[light quality]",
265
+ "parameter value[environment,http://purl.bioontology.org/ontology/mesh/d004777,mesh]",
266
+ "factor value[soil environment exposure]", "parameter value[watering method]",
267
+ "parameter value[number of plants per sample (pooled)]", "parameter value[light time]",
268
+ "parameter value[light exposure]", "factor value[clinical treatment]",
269
+ "parameter value[body weight]", "characteristics[age,http://www.ebi.ac.uk/efo/efo_0000246,efo]",
270
+ "characteristics[tissue,http://purl.obolibrary.org/obo/uberon_0000479,envo]",
271
+ "parameter value[temperature,http://purl.obolibrary.org/obo/pato_0000146,envo]",
272
+ "parameter value[light,http://www.ebi.ac.uk/efo/efo_0000568,efo]",
273
+ "parameter value[euthanasia time after hs]", "factor value[growth time]",
274
+ "factor value[euthanasia method]", "factor value[carcass preservation method]",
275
+ "factor value[dissection condition]", "factor value[tissue preservation method]",
276
+ "factor value[diet]", "parameter value[sample weight]", "comment[launch date]",
277
+ "comment[euthanasia date]", "parameter value[enrichment material]",
278
+ "comment[date of ucla arrival]", "comment[alsda source name]", "comment[lsda source name]",
279
+ "factor value[duration]", "factor value[euthanasia location]", "comment[lsda sample name]",
280
+ "comment[alsda sample name]", "characteristics[host strain]", "characteristics[feeding schedule]",
281
+ "parameter value[nurfb lot number used during acclimation]",
282
+ "parameter value[nurfb lot number used in the habitat]",
283
+ "parameter value[nurfb nutrition values]", "term source ref.23", "term accession number.23",
284
+ "term source ref.24", "term accession number.24", "parameter value[ionizing radiation source]",
285
+ "term source ref.25", "term accession number.25",
286
+ "characteristics[organism,http://purl.bioontology.org/ontology/sty/t001,mesh]",
287
+ "comment[euthanasia and dissection date]",
288
+ "characteristics[mission duration (between launch and landing)]",
289
+ "characteristics[time between launch and sample harvest]", "parameter value[growth light color]",
290
+ "parameter value[growth time start date (mm/dd/yy)]", "parameter value[actual gravity level]",
291
+ "parameter value[light treatment duration]", "parameter value[treatment light intensity]",
292
+ "parameter value[treatment light color]", "parameter value[treatment light source]",
293
+ "parameter value[gravity treatment duration]", "parameter value[mission launch]",
294
+ "parameter value[mission return]", "parameter value[launch date (mm/dd/yy)]",
295
+ "parameter value[absorbed radiation dose (from launch to sample harvest)]", "term source ref.26",
296
+ "term accession number.26", "parameter value[sample harvest date (mm/dd/yy)]",
297
+ "term source ref.27", "term accession number.27", "comment[run]", "comment[mission]",
298
+ "parameter value[sampling material]", "comment[collection date]", "factor value[strain]",
299
+ "parameter value[carcass storage temperature]", "comment[bsp dissection date]",
300
+ "comment[lsda biospecimen source id]",
301
+ "characteristics[filter,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c41199,ncit]",
302
+ "parameter value[carbon dioxide,http://purl.obolibrary.org/obo/chebi_16526,efo]",
303
+ "parameter value[sample preservation temperature]",
304
+ "parameter value[location,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c25341,ncit]",
305
+ "parameter value[sample location]", "factor value[uv mutagenesis]", "factor value[growth cycle]",
306
+ "factor value[sample storage]", "characteristics[strain source]",
307
+ "parameter value[minimum growth temperature]", "parameter value[maximum growth temperature]",
308
+ "parameter value[uv light exposure]", "characteristics[host genotype]",
309
+ "characteristics[host age (at irradiation)]", "characteristics[donor strain]",
310
+ "characteristics[donor genotype]", "characteristics[donor age (at mammary gland collection)]",
311
+ "parameter value[light color]", "parameter value[harvest date (dd/mm/yyyy)]",
312
+ "parameter value[experiment start date]", "parameter value[harvest date]",
313
+ "parameter value[number of seeds per container]",
314
+ "characteristics[developmental stage,http://www.ebi.ac.uk/efo/efo_0000399,efo]",
315
+ "factor value[altered gravity simulator]", "factor value[temperature]",
316
+ "characteristics[return mission]", "comment[source description].1",
317
+ "parameter value[whole tissue weight]", "parameter value[tissue section level]",
318
+ "comment[slide quadrant]", "comment[technical replicate #]",
319
+ "comment[initiation date (dd-mmm-yy)]", "comment[completion date (dd-mmm-yy)]",
320
+ "comment[dissection date (dd-mmm-yy)]", "factor value[preservation method]",
321
+ "factor value[order of preservation]", "comment[spleen collection date]",
322
+ "comment[liver collection date]", "comment[carcass weight (g)]",
323
+ "comment[soleus collection date]", "parameter value[tissue]",
324
+ "parameter value[host sample media information]", "parameter value[host growth time]",
325
+ "parameter value[co2 level]", "characteristics[title]", "characteristics[biosample]",
326
+ "characteristics[host,http://www.ebi.ac.uk/efo/efo_0000532,efo]", "parameter value[subject id]",
327
+ "parameter value[sample collection timepoint]", "characteristics[age at onset of treatment]",
328
+ "parameter value[anoxia treatment duration]", "parameter value[heat treatment duration]",
329
+ "parameter value[treatment light regimen]", "comment[original submittted sample name]",
330
+ "comment[sample name in raw data file]",
331
+ "characteristics[identification,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c25737,ncit]",
332
+ "parameter value[growth media information]",
333
+ "characteristics[tissue,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c12801,ncit]",
334
+ "parameter value[experiment batch]", "characteristics[age(at launch)]",
335
+ "characteristics[growth time]", "parameter value[flight no.]",
336
+ "parameter value[sampling matrial]", "factor value[light]", "factor value[developmental stage]",
337
+ "characteristics[organism,http://mged.sourceforge.net/ontologies/mgedontology.owl#organism,mo]",
338
+ "comment[description]", "characteristics[cultivar,http://www.ebi.ac.uk/efo/efo_0005136,efo]",
339
+ "comment[seed lot]", "parameter value[broad-scale environmental context]",
340
+ "parameter value[environmental medium]", "parameter value[isolation and growth condition]",
341
+ "comment[biosample]", "comment[accession]", "comment[wgs accession no.]",
342
+ "factor value[atmospheric composition]", "comment[biosample accession]",
343
+ "parameter value[light type]", "parameter value[air temperature]",
344
+ "parameter value[relative air humidity]", "parameter value[relative humidity]",
345
+ "characteristics[maternal age]", "characteristics[paternal age]", "comment[ncbi accession]",
346
+ "parameter value[ovariectomy]", "parameter value[euthanasia timing]",
347
+ "parameter value[growth light cycle]", "parameter value[growth light source]",
348
+ "parameter value[growth light intensity]", "parameter value[treatment light cycle]",
349
+ "parameter value[gravity, altered]", "parameter value[mission]",
350
+ "parameter value[developmental stage at onset of gravity treatment]",
351
+ "parameter value[developmental stage at onset of light treatment]",
352
+ "parameter value[developmental stage at time of sample collection]", "factor value[tiime]",
353
+ "parameter value[sex]", "parameter value[growth temprature]", "factor value[study subject]",
354
+ "parameter value[dose rate]", "comment[animal source (host)]",
355
+ "characteristics[age (at irradiation)]", "characteristics[strain (donor strain)]",
356
+ "comment[animal source (donor)]", "characteristics[genotype (donor genotype)]",
357
+ "characteristics[control diet]", "parameter value[housing temperature(pre hibernation)]",
358
+ "parameter value[light cycle (pre-hibernation)]",
359
+ "parameter value[housing temperature (hibernation)]",
360
+ "parameter value[light cycle (hibernation)]", "comment[sampling time]",
361
+ "parameter value[growth time].1",
362
+ "parameter value[euthanasia method,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c90336,ncit]",
363
+ "parameter value[age at euthanasia]",
364
+ "characteristics[developmental stage at onset of treatment]",
365
+ "characteristics[genetic modification]", "characteristics [cage]", "characteristics [location]",
366
+ "characteristics [strain or line]", "factor value[cage]", "factor value[location]",
367
+ "parameter value[time,http://www.ebi.ac.uk/efo/efo_0000721,efo]",
368
+ "parameter value[outer frame rotation]", "parameter value[inner frame rotation]",
369
+ "factor value[particle charge]", "parameter value[time of sample collection after irradiation]",
370
+ "characteristics[drosophila developmental stage,http://www.ebi.ac.uk/efo/efo_0005651,efo]",
371
+ "factor value[ground based facilities]", "parameter value[radiation]", "parameter value[energy]",
372
+ "parameter value[radiation source]",
373
+ "characteristics[sex,http://ncicb.nci.nih.gov/xml/owl/evs/thesaurus.owl#c28421,ncit]",
374
+ "comment[animal id]",
375
+ "parameter value[diet,http://purl.bioontology.org/ontology/mesh/d004032,mesh]",
376
+ "parameter value[age at launch]",
377
+ "parameter value[euthanasia,http://purl.bioontology.org/ontology/mesh/d005065,mesh]",
378
+ "characteristics[mission return]", "parameter value[growth time start date (mm/dd/yyyy)]",
379
+ "comment[light treatment description]", "parameter value[sample harvest date (mm/dd/yyyy)]",
380
+ "characteristics[growth condition,http://www.ebi.ac.uk/efo/efo_0000523,efo]",
381
+ "comment[technical replicate]", "comment[sacrifice date (dd-mmm-yy)]",
382
+ "factor value[dry immersion]", "characteristics [biosourcetype]", "factor value[hze]",
383
+ "comment[biosample no.]", "characteristics[height]", "characteristics[weight]",
384
+ "factor value[intracranial pressure]", "parameter value[average icp]", "comment[plate]",
385
+ "comment[plate well]", "parameter value[average fractionated dose rate]",
386
+ "parameter value[ionizing radiation facility]", "parameter value[sample media informtion]",
387
+ "factor value[radiation distance]", "parameter value[hze]",
388
+ "parameter value[sample media informtio]", "parameter value[container diameter]",
389
+ "parameter value[age at sample collection]", "characteristics[nasa isolate identifier]",
390
+ "characteristics[mission collected]", "factor value[collection date]", "factor value[accession]",
391
+ "parameter value[parental treatment light cycle]",
392
+ "parameter value[parental treatment growth medium]",
393
+ "parameter value[parental treatment light intensity]",
394
+ "parameter value[parental treatment growth temperature]",
395
+ "comment[lar animal receipt date at scrippts]", "comment[euthanasia dates]",
396
+ "comment[dissection dates]", "characteristics[variety]",
397
+ "factor value[sample preservation method]", "factor value[seed sanitization]",
398
+ "characteristics[escherichia coli strain]", "parameter value[quantity of fertilizer]",
399
+ "parameter value[collection date]", "comment[biosample accession ]",
400
+ "comment[original sample id]", "comment[wgs accession no]", "comment[biosample no]",
401
+ "parameter value[recovery duration on earth]", "comment[rfid]", "comment[date of birth]",
402
+ "comment[lar animal receipt data at scripps]", "factor value[spacecraft]",
403
+ "factor value[gravity]", "parameter value[quantity growth medium]",
404
+ "parameter value[average percent humidity]", "parameter value[temperature range]",
405
+ "parameter value[mean light intensity]", "comment[data file note]",
406
+ "parameter value[mouse cage id]", "comment[rfid(last 4 digit)]",
407
+ "comment[rfid(complete or last 4 digit)]", "factor value[partial weight bearing]",
408
+ "comment[bsp dissection date (final dissection)]",
409
+ "comment[euthanasia and dissection date (mm/dd/yyyy)]", "characteristics[experiment]",
410
+ "characteristics[age when exposed to x-ray]",
411
+ "characteristics[age when exposed to rapamycin/placebo]", "characteristics[age at irradiation]",
412
+ "parameter value[diet]", "parameter value[number of particle types]",
413
+ "parameter value[time between exposures]", "parameter value[nsrl run]",
414
+ "comment[did samples remain in the beamline between exposures?]",
415
+ "characteristics[sampling time,http://www.ebi.ac.uk/efo/efo_0000689,efo]",
416
+ "comment[original submitter sample name]", "factor value[time after treatment]",
417
+ "comment[alsda subject id]", "parameter value[body weight upon euthanasia]",
418
+ "characteristics[age at euthanasia]", "parameter value[number of leaves at onset of treatment]",
419
+ "parameter value[maximum growth protocol]",
420
+ "parameter value[developmental stage at onset of treatment]",
421
+ "parameter value[number of leaves at time of sample collection]",
422
+ "parameter value[number of open flowers at time of sample collection]",
423
+ "characteristics[variant]", "parameter value[number of seeds sown per well]",
424
+ "characteristics[final body weight]", "characteristics[run number]",
425
+ "parameter value[study subject]", "factor value[parabola]", "factor value[sample condition]",
426
+ "comment[sample type]", "parameter value[collection condition]",
427
+ "factor value[sample storage time]", "characteristics [celltype]",
428
+ "factor value[space flight,http://purl.bioontology.org/ontology/mesh/d013026,mesh]",
429
+ "characteristics[age before irradiation]", "characteristics [tissue]",
430
+ "comment[lar animal receipt date at scripps]", "characteristics[generation]",
431
+ "parameter value[age of f0 at launch]", "comment[experiment start date (dd/mm/yyyy)]",
432
+ "comment[experiment end date (dd/mm/yyyy)]", "parameter value[mean treatment temperature]",
433
+ "parameter value[age at time of sample collection]", "comment[parental treatment]",
434
+ "characteristics[sample collection phase]", "factor value[tissue segment]",
435
+ "parameter value[duration on iss]", "characteristics[donor id]",
436
+ "comment[maximum total absorbed dose]", "characteristics [cell line]",
437
+ "characteristics [sample type]", "characteristics [treatment duration]",
438
+ "factor value[treatment duration]", "parameter value[experiment]", "characteristics [individual]",
439
+ "characteristics [sample name]", "factor value[individual]", "factor value[growth environment]",
440
+ "parameter value[euthanasia date]", "comment[euthanasia date (dd/mm/yyyy)]",
441
+ "comment[euthanasia date (dd-mmm-yyyy)]", "comment[bsp dissection date (dd-mmm-yyyy)]",
442
+ "parameter value[growth hardware]", "parameter value[treatment hardware]",
443
+ "comment[other sample source name]", "factor value[tissue model]",
444
+ "factor value[culture media,http://purl.bioontology.org/ontology/mesh/d003470,mesh]",
445
+ "factor value[zygosity,http://semanticscience.org/resource/sio_001263,sio]",
446
+ "factor value[generation number,http://semanticscience.org/resource/sio_010061,sio]",
447
+ "parameter value[age at onset of treatment]",
448
+ "comment[intensity of best extracted proteins by beatbox homogenizer]",
449
+ "parameter value[tonometry window]",
450
+ "parameter value[sample preservation method histology and immunohistochemistry]",
451
+ "parameter value[sample preservation method immunoblotting]", "comment[set]",
452
+ "characteristics[seed source (host)]", "characteristics[pathogen strain source]",
453
+ "parameter value[irrigation]", "parameter value[treatment mean growth temperature]",
454
+ "parameter value[culture medium]", "comment[pathosystem]",
455
+ "characteristics[age at start of assay]", "characteristics[stimulus]", "performer",
456
+ "parameter value[anesthesia method]", "comment[euthanasia date (dd-mm-year)]",
457
+ "comment[euthanasia time (hh:mm:ss)]", "comment[body weight at euthanasia]",
458
+ "comment[bsp dissection date (dd-mm-year)]",
459
+ "comment[partial body weight on bsp dissection date]", "factor value[housing condition]",
460
+ "parameter value[number of cagemates]", "parameter value[feeding schedule]",
461
+ "parameter value[age at time of assay]", "characteristics[growth temperature]",
462
+ "characteristics[growth condition]", "comment[sample_characteristics]",
463
+ "factor value[tissue type]", "factor value[developmental condition]", "comment[iss module type]",
464
+ "parameter value[sample collection method]", "characteristics[age at experiment start]",
465
+ "comment[sample location]", "comment[flight number]", "comment[location]", "comment[sample id]",
466
+ "comment[sample collection date]", "comment[growthcondition]", "factor value[oxygen gas]",
467
+ "characteristics[volunteers,http://purl.bioontology.org/ontology/mesh/d014838,mesh]",
468
+ "characteristics[age at launch or beginning of treatment]",
469
+ "characteristics [biological replicate]", "characteristics [dose gray]",
470
+ "characteristics [post radiation time hour]", "characteristics [radiation]",
471
+ "characteristics [technical replicate]", "factor value[post radiation timepoint]",
472
+ "factor value[radiation type]", "parameter value[highly charged energetic nuclei]",
473
+ "factor value[stress]",
474
+ "characteristics[passage number,http://www.ebi.ac.uk/efo/efo_0007061,efo]",
475
+ "characteristics[sample media information]", "factor value[variation]",
476
+ "factor value[magnetic field]", "comment[sample type description]", "characteristics [exposure]",
477
+ "characteristics [exposure time]", "factor value[pressure]", "factor value[collection set]",
478
+ "characteristics[organism 2]", "characteristics[strain 2]", "characteristics[organism 3]",
479
+ "parameter value[euthanasia time after landing]", "characteristics[sample_type]",
480
+ "characteristics[organism_part]", "characteristics[sample_title]", "characteristics[irradation]",
481
+ "characteristics[cell model]", "factor value[radiation]", "characteristics [mouse strain]",
482
+ "factor value[mouse strain]", "characteristics[dose,http://www.ebi.ac.uk/efo/efo_0000428,efo]",
483
+ "characteristics[radiation quality]", "characteristics [pathology]", "factor value[neoplasm]",
484
+ "characteristics[antibiotic]", "factor value[antibiotic concentration]",
485
+ "comment[source name- channel 2]", "factor value[radiation, ionzing]"],
486
+ data_url=_DATA_URL,
487
+ url=_HOMEPAGE,
488
+ ),
489
  ]
490
 
 
 
491
  def _info(self):
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
492
  features = datasets.Features(
493
  {
494
+ feature: datasets.Value("string")
495
+ for feature in self.config.features
 
496
  }
497
  )
498
 
499
  return datasets.DatasetInfo(
500
  description=_DESCRIPTION,
501
  features=features,
502
+ homepage=self.config.url,
503
+ license=self.config.license,
504
+ citation=self.config.citation,
 
505
  )
506
 
 
 
 
 
507
  def _split_generators(self, dl_manager):
508
+ if self.config.name == 'experiments':
509
+ downloaded_files = dl_manager.download_and_extract(
510
+ {
511
+ "train": {
512
+ "file": os.path.join(self.config.url, 'experiments.csv'),
513
+ },
514
+ }
515
+ )
516
+
517
+ return [
518
+ datasets.SplitGenerator(
519
+ name=datasets.Split.TRAIN,
520
+ gen_kwargs={
521
+ "file": downloaded_files['train']['file'],
522
+ },
523
+ ),
524
+ ]
525
+ elif self.config.name == 'samples':
526
+ downloaded_files = dl_manager.download_and_extract(
527
+ {
528
+ "train": {
529
+ "file": os.path.join(self.config.url, 'samples.csv'),
530
+ },
531
+ }
532
+ )
533
 
534
+ return [
535
+ datasets.SplitGenerator(
536
+ name=datasets.Split.TRAIN,
537
+ gen_kwargs={
538
+ "file": downloaded_files['train']['file'],
539
+ },
540
+ ),
541
+ ]
 
542
 
543
+ def _generate_examples(self, file: str):
544
+ df = pd.read_csv(file)
 
 
545
 
546
+ for idx, row in df.iterrows():
547
+ _item = {**row.to_dict()}
 
 
548
 
549
  yield idx, _item
README.md CHANGED
@@ -1,3 +1,11 @@
1
  ---
2
  license: apache-2.0
 
 
 
 
 
 
 
 
3
  ---
 
1
  ---
2
  license: apache-2.0
3
+ configs:
4
+ - config_name: experiments
5
+ data_files: "data/train/experiments.csv"
6
+ sep: ","
7
+ default: true
8
+ - config_name: samples
9
+ data_files: "data/train/samples.csv"
10
+ sep: ","
11
  ---
data/assays.csv DELETED
@@ -1,26 +0,0 @@
1
- Sample Name,Protocol REF,Parameter Value: DNA Fragmentation,Parameter Value: DNA Fragment Size,Extract Name,Protocol REF,Parameter Value: Library Strategy,Parameter Value: Library Selection,Parameter Value: Library Layout,Protocol REF,Parameter Value: Sequencing Instrument,Assay Name,Parameter Value: Read Length,Raw Data File,Protocol REF,Parameter Value: Read Depth,Parameter Value: MultiQC File Names
2
- GSM2684058,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684058,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684058_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684058_R2_raw.fastq.gz",GeneLab raw data processing protocol,121705532 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
3
- GSM2684059,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684059,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684059_R2_raw.fastq.gz, GLDS-524_wgbs_GSM2684059_R1_raw.fastq.gz",GeneLab raw data processing protocol,125506087 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
4
- GSM2684060,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684060,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684060_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684060_R2_raw.fastq.gz",GeneLab raw data processing protocol,124250067 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
5
- GSM2684061,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684061,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684061_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684061_R2_raw.fastq.gz",GeneLab raw data processing protocol,127659454 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
6
- GSM2684062,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684062,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684062_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684062_R2_raw.fastq.gz",GeneLab raw data processing protocol,126360478 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
7
- GSM2684063,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684063,Library Construction,Bisulfite-Seq,RANDOM-PCR,PAIRED,Nucleic Acid Sequencing,Illumina HiSeq 4000,Bisulfite-Seq,150 base pair,"GLDS-524_wgbs_GSM2684063_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684063_R2_raw.fastq.gz",GeneLab raw data processing protocol,138417466 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
8
- GSM2684064,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684064,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684064_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684064_R2_raw.fastq.gz",GeneLab raw data processing protocol,252983 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
9
- GSM2684065,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684065,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684065_R2_raw.fastq.gz, GLDS-524_wgbs_GSM2684065_R1_raw.fastq.gz",GeneLab raw data processing protocol,219059 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
10
- GSM2684066,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684066,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684066_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684066_R2_raw.fastq.gz",GeneLab raw data processing protocol,212458 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
11
- GSM2684067,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684067,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684067_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684067_R2_raw.fastq.gz",GeneLab raw data processing protocol,168361 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
12
- GSM2684068,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684068,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684068_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684068_R2_raw.fastq.gz",GeneLab raw data processing protocol,199027 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
13
- GSM2684069,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684069,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684069_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684069_R2_raw.fastq.gz",GeneLab raw data processing protocol,202776 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
14
- GSM2684070,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684070,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684070_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684070_R2_raw.fastq.gz",GeneLab raw data processing protocol,234908 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
15
- GSM2684071,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684071,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684071_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684071_R2_raw.fastq.gz",GeneLab raw data processing protocol,213334 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
16
- GSM2684072,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684072,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684072_R2_raw.fastq.gz, GLDS-524_wgbs_GSM2684072_R1_raw.fastq.gz",GeneLab raw data processing protocol,217558 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
17
- GSM2684073,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684073,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684073_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684073_R2_raw.fastq.gz",GeneLab raw data processing protocol,212746 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
18
- GSM2684074,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684074,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684074_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684074_R2_raw.fastq.gz",GeneLab raw data processing protocol,219767 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
19
- GSM2684075,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684075,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684075_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684075_R2_raw.fastq.gz",GeneLab raw data processing protocol,199327 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
20
- GSM2684076,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684076,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684076_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684076_R2_raw.fastq.gz",GeneLab raw data processing protocol,214269 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
21
- GSM2684077,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684077,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684077_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684077_R2_raw.fastq.gz",GeneLab raw data processing protocol,193869 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
22
- GSM2684078,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684078,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684078_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684078_R2_raw.fastq.gz",GeneLab raw data processing protocol,90942 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
23
- GSM2684079,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684079,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684079_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684079_R2_raw.fastq.gz",GeneLab raw data processing protocol,187559 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
24
- GSM2684080,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684080,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684080_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684080_R2_raw.fastq.gz",GeneLab raw data processing protocol,189166 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
25
- GSM2684081,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684081,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684081_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684081_R2_raw.fastq.gz",GeneLab raw data processing protocol,182152 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
26
- GSM2684082,Nucleic Acid Extraction,sonication,200-300 base pair,GSM2684082,Library Construction,BisPCR2,other,PAIRED,Nucleic Acid Sequencing,Illumina MiSeq,BisPCR2,150 base pair,"GLDS-524_wgbs_GSM2684082_R1_raw.fastq.gz, GLDS-524_wgbs_GSM2684082_R2_raw.fastq.gz",GeneLab raw data processing protocol,183590 read,GLDS-524_Gwgbs_raw_multiqc_report.zip
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/samples.csv DELETED
@@ -1,26 +0,0 @@
1
- Source Name,Sample Name,Characteristics: Organism,Characteristics: Strain,Characteristics: Genotype,Characteristics: Material Type,Factor Value: Ionizing Radiation,Factor Value: Generation,Protocol REF,Protocol REF,Parameter Value: ionizing radiation energy,Parameter Value: exposure duration,Parameter Value: absorbed radiation dose,Parameter Value: absorbed radiation dose rate,Parameter Value: ionizing radiation categorized by source,Protocol REF,Parameter Value: Sample Preservation Method,Parameter Value: Sample Storage Temperature,Parameter Value: Age at time of sample collection,Comment: Animal Source,Comment: Parental Treatment
2
- WGBS_control_1,GSM2684058,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
3
- WGBS_control_2,GSM2684059,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
4
- WGBS_control_3,GSM2684060,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
5
- WGBS_exposed_1,GSM2684061,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
6
- WGBS_exposed_2,GSM2684062,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
7
- WGBS_exposed_3,GSM2684063,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
8
- BisPCR2_F1_control_1,GSM2684064,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
9
- BisPCR2_F1_control_2,GSM2684065,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
10
- BisPCR2_F1_control_3,GSM2684066,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
11
- BisPCR2_F1_control_4,GSM2684067,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
12
- BisPCR2_F1_control_5,GSM2684068,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F1,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
13
- BisPCR2_F1_exposed_1,GSM2684069,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
14
- BisPCR2_F1_exposed_2,GSM2684070,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
15
- BisPCR2_F1_exposed_3,GSM2684071,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
16
- BisPCR2_F1_exposed_4,GSM2684072,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
17
- BisPCR2_F1_exposed_5,GSM2684073,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F1,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
18
- BisPCR2_F2_control_1,GSM2684074,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F2,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
19
- BisPCR2_F2_control_2,GSM2684075,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F2,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
20
- BisPCR2_F2_control_3,GSM2684076,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F2,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
21
- BisPCR2_F2_control_4,GSM2684077,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F2,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
22
- BisPCR2_F2_control_5,GSM2684078,Danio rerio,AB Zebrafish,Wild Type,whole embryos,non-irradiated,F2,Animal husbandry,irradiation protocol,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,control
23
- BisPCR2_F2_exposed_1,GSM2684079,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F2,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
24
- BisPCR2_F2_exposed_2,GSM2684080,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F2,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
25
- BisPCR2_F2_exposed_3,GSM2684081,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F2,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
26
- BisPCR2_F2_exposed_4,GSM2684082,Danio rerio,AB Zebrafish,Wild Type,whole embryos,Cobalt-60 gamma radiation,F2,Animal husbandry,irradiation protocol,1.173:1.332 Megaelectronvolt,27 day,5.2 gray,8.7 milligray per hour,gamma irradiator,sample collection,Liquid Nitrogen,-80 degree Celsius,5.5 hours post-fertilization,Norwegian University of Life Sciences zebrafish facility,exposed
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/train/experiment_columns.json ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:458076ad409329da911811cd4fc4cdb74fb77322ab94f9bf8843d3cdeb3eb4fc
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+ size 187
data/train/experiments.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:5c768beafb374cc13c6014eedb9c12d4e8ca211efc37f18e19681005333bcd2d
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+ size 195199
data/train/samples.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:6156e70c167f2e63e37819caf7979af1040e3cd7ca11638906ba979a07ff4d7f
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+ size 43274057
data/train/samples_columns.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a078975aa1f5ad7d54715443320fecabf8c87119b78601f923d448f444a040b1
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+ size 31127
tests/test_dataset_files.py CHANGED
@@ -2,4 +2,4 @@ import os
2
 
3
 
4
  def test_dataset_files():
5
- assert os.path.exists('data/assays_all.csv')
 
2
 
3
 
4
  def test_dataset_files():
5
+ assert os.path.exists('data/train/samples.csv')
tests/test_nasa_osdr.py CHANGED
@@ -34,7 +34,7 @@ def test_inherit_generator_base_builder_works():
34
  def test_generate_examples():
35
  dataset = NasaOsdr()
36
  # train_data = dataset._generate_examples(assays_file='data/assays_all.csv', samples_file='data/samples.csv')
37
- train_data = dataset._generate_examples(assays_file='data/assays_all.csv')
38
  idx, sample = next(iter(train_data))
39
  print(idx, sample.keys())
40
 
@@ -48,4 +48,4 @@ def test_load_dataset():
48
  # def test_load_dataset2():
49
  # from datasets import load_dataset
50
  # dataset = load_dataset("anz2/NASA_OSDR", use_auth_token="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")
51
- # print(len(dataset["test"]))
 
34
  def test_generate_examples():
35
  dataset = NasaOsdr()
36
  # train_data = dataset._generate_examples(assays_file='data/assays_all.csv', samples_file='data/samples.csv')
37
+ train_data = dataset._generate_examples(assays_file='data/train/samples.csv')
38
  idx, sample = next(iter(train_data))
39
  print(idx, sample.keys())
40
 
 
48
  # def test_load_dataset2():
49
  # from datasets import load_dataset
50
  # dataset = load_dataset("anz2/NASA_OSDR", use_auth_token="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")
51
+ # print(len(dataset["train"]))