add large dataset files and update loading and readme
Browse files- .gitattributes +5 -0
- NASA_OSDR.py +492 -480
- README.md +8 -0
- data/assays.csv +0 -26
- data/samples.csv +0 -26
- data/train/experiment_columns.json +3 -0
- data/train/experiments.csv +3 -0
- data/train/samples.csv +3 -0
- data/train/samples_columns.json +3 -0
- tests/test_dataset_files.py +1 -1
- tests/test_nasa_osdr.py +2 -2
.gitattributes
CHANGED
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@@ -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
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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
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+
data/train/experiment_columns.json filter=lfs diff=lfs merge=lfs -text
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+
data/train/samples_columns.json filter=lfs diff=lfs merge=lfs -text
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+
data/train/experiments.csv filter=lfs diff=lfs merge=lfs -text
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data/train/samples.csv filter=lfs diff=lfs merge=lfs -text
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+
data/train filter=lfs diff=lfs merge=lfs -text
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NASA_OSDR.py
CHANGED
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@@ -12,526 +12,538 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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-
"""
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import json
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import os
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import datasets
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import pandas as pd
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_CITATION = """
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title={},
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author={},
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booktitle={},
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pages={},
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year={}
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}
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"""
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_DESCRIPTION = """
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"""
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_HOMEPAGE = "https://"
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_SPLITS = ["train"]
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-
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class NasaOsdr(datasets.GeneratorBasedBuilder):
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"""NASA OSDR dataset."""
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BUILDER_CONFIGS = [
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-
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name="
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version=datasets.Version("1.0.0"),
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description=_DESCRIPTION,
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| 55 |
]
|
| 56 |
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| 57 |
-
DEFAULT_CONFIG_NAME = "NASA_OSDR"
|
| 58 |
-
|
| 59 |
def _info(self):
|
| 60 |
-
ASSAY_COLUMNS = ["source name", "sample name", "characteristics[organism]", "term source ref",
|
| 61 |
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"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",
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| 76 |
-
"term accession number.12", "comment [sample_description]", "comment [sample_source_name]",
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| 77 |
-
"comment [sample_title]", "osdr_experiment_id", "characteristics[animal source]",
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| 78 |
-
"characteristics[age at launch]", "characteristics[diet]", "comment[feeding schedule]",
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| 79 |
-
"parameter value[light cycle]", "parameter value[habitat]", "parameter value[duration]",
|
| 80 |
-
"parameter value[euthanasia method]", "parameter value[carcass preservation method]",
|
| 81 |
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"parameter value[sample preservation method]", "parameter value[sample storage temperature]",
|
| 82 |
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"term source ref.13", "term accession number.13", "comment[source description]",
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| 83 |
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"comment[original submitted sample name]", "comment[alsda biospecimen id]",
|
| 84 |
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"comment[alsda biospecimen subject id]", "comment[sample name description]",
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| 85 |
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"comment[animal source]", "parameter value[euthanasia chemical]",
|
| 86 |
-
"comment[lsda biospecimen id]", "comment[lsda biospecimen subject id]", "protocol ref.2",
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| 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 |
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"characteristics[sex,http://purl.obolibrary.org/obo/pato_0000047,efo]",
|
| 95 |
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"parameter value[source storage method]",
|
| 96 |
-
"characteristics[growth,http://purl.obolibrary.org/obo/go_0040007,go]",
|
| 97 |
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"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 |
-
|
| 489 |
-
for
|
| 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 |
-
|
| 498 |
-
|
| 499 |
-
|
| 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 |
-
|
| 509 |
-
|
| 510 |
-
|
| 511 |
-
"
|
| 512 |
-
|
| 513 |
-
|
| 514 |
-
|
| 515 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 516 |
|
| 517 |
-
|
| 518 |
-
|
| 519 |
-
|
| 520 |
-
|
| 521 |
-
|
| 522 |
-
|
| 523 |
-
|
| 524 |
-
|
| 525 |
-
]
|
| 526 |
|
| 527 |
-
|
| 528 |
-
|
| 529 |
-
assays_df = pd.read_csv(assays_file)
|
| 530 |
-
# samples_df = pd.read_csv(samples_file)
|
| 531 |
|
| 532 |
-
|
| 533 |
-
|
| 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):
|
|
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|
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|
|
|
|
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|
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|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
data/train/experiment_columns.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:458076ad409329da911811cd4fc4cdb74fb77322ab94f9bf8843d3cdeb3eb4fc
|
| 3 |
+
size 187
|
data/train/experiments.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5c768beafb374cc13c6014eedb9c12d4e8ca211efc37f18e19681005333bcd2d
|
| 3 |
+
size 195199
|
data/train/samples.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6156e70c167f2e63e37819caf7979af1040e3cd7ca11638906ba979a07ff4d7f
|
| 3 |
+
size 43274057
|
data/train/samples_columns.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a078975aa1f5ad7d54715443320fecabf8c87119b78601f923d448f444a040b1
|
| 3 |
+
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/
|
|
|
|
| 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/
|
| 38 |
idx, sample = next(iter(train_data))
|
| 39 |
print(idx, sample.keys())
|
| 40 |
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@@ -48,4 +48,4 @@ def test_load_dataset():
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# def test_load_dataset2():
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# from datasets import load_dataset
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# dataset = load_dataset("anz2/NASA_OSDR", use_auth_token="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")
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# print(len(dataset["
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def test_generate_examples():
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dataset = NasaOsdr()
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# train_data = dataset._generate_examples(assays_file='data/assays_all.csv', samples_file='data/samples.csv')
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train_data = dataset._generate_examples(assays_file='data/train/samples.csv')
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idx, sample = next(iter(train_data))
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print(idx, sample.keys())
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| 48 |
# def test_load_dataset2():
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# from datasets import load_dataset
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# dataset = load_dataset("anz2/NASA_OSDR", use_auth_token="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")
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# print(len(dataset["train"]))
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