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Record W3210809301 · doi:10.5281/zenodo.3888695

pytroll/satpy: Version 0.22.0

2020· article· en· W3210809301 on OpenAlexaff
Martin Raspaud, David Hoese, Panu Lahtinen, Adam Dybbroe, Stephan Finkensieper, Gerrit Holl, Simon Proud, Sauli Joro, Xin Zhang, William C. Roberts, Lars Ørum Rasmussen, joleenf, Yufei Zhu, Rohan Daruwala, Tommy Jasmin, Andrea Meraner, Benr, Talfan Barnie, Eysteinn Már Sigurðsson, R.K.Garcia, Thomas Leppelt, ColinDuff, U. Egede, LTMeyer, Mikhail Itkin, Ron Goodson, Satellite Radar, jkotro, Peters

Bibliographic record

VenueOpen MIND · 2020
Typearticle
Languageen
FieldDecision Sciences
TopicScientific Computing and Data Management
Canadian institutionsEnvironment and Climate Change Canada
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Issues Closed Issue 1232 - Add link to documentation for VII L1b-reader. (PR 1236) Issue 1229 - FCI reader can read pixel_quality flags only after reading corresponding channel data (PR 1230) Issue 1215 - FCI reader fails to load composites due to metadata issues (PR 1216) Issue 1201 - Incorrect error message when some but not all readers found (PR 1202) Issue 1198 - Let NetCDF4FileHandler cache variable dimension names (PR 1199) Issue 1190 - Unknown dataset, solar_zenith_angle Issue 1172 - find_files_and_readers is slow (PR 1178) Issue 1171 - Add reading of pixel_quality variable to FCI FDHSI reader (PR 1177) Issue 1168 - Add more versatile options for masking datasets (PR 1175) Issue 1167 - saving sentinel-2 image as jpg Issue 1164 - Question about license Issue 1162 - abi_l2_nc reader unable to read MCMIP files Issue 1156 - dealing with 1D array output from data assimilation Issue 1154 - MERSI-2 250meters corrected refl. Issue 1153 - tropomi reader: scene attributes and data array attributes are different (PR 1155) Issue 1151 - amsr2 l1b reader also match amsr2 l2 products (PR 1152) Issue 1144 - Documentation bug: group_files keyword argument reader doc has sentence consisting of only the word "This" (PR 1147) Issue 1143 - save_datasets doesn't work for tropomi_l2 data (PR 1139) Issue 1132 - Add area definitions for the FCI FDHSI L1c grids (PR 1188) Issue 1050 - Return counts from avhrr_l1b_gaclac reader (PR 1051) Issue 1014 - The fci_l1c_fdhsi reader should proved the <code>platform_name</code> in the attributes (PR 1176) Issue 958 - Add a CMSAF reader (PR 720) Issue 680 - Expose <code>overviews</code> from Trollimage for saving (geo)tiff images In this release 23 issues were closed. Pull Requests Merged Bugs fixed PR 1230 - FCI: fix areadef when only pixel quality asked (1229, 1229) PR 1216 - Make combine_arrays understand non-numpy arrays (1215, 1215) PR 1213 - Remove invalid valid_range metadata from abi readers PR 1211 - Fix "rows_per_scan" not being available from VIIRS SDR readers PR 1202 - Fix bad error message when Scene was given a bad reader name (1201) PR 1195 - Fix accessing uncached root group variable when using NetCDF4FileHandler in caching mode (1195) PR 1170 - Fix cf writing of 3d arrays PR 1155 - Lowercase sensor of tropomi_l2 (1153) PR 1139 - Keep int type and fix scale_factor/dim bug in tropomi_l2 reader (1143) Features added PR 1227 - Delete kdtree after saving cache PR 1226 - Add a feature for handling scheduled_time in ahi_hsd reader. PR 1219 - Add VII L2 netCDF-reader. PR 1218 - Add VII L1b netCDF-reader. PR 1212 - Add file pattern for NWCSAF input file names to 'grib' reader (1212) PR 1199 - Cache dimension per variable (1198) PR 1189 - Add option to supply sunz-threshold applied in Pyspectral PR 1188 - Add areas for FCI (1132) PR 1186 - Fix SEVIRI native reader flipping PR 1185 - Add scanline acquisition times to hrit_jma PR 1183 - Add options for creating geotiff overviews PR 1181 - Add more explicit error message when string is passed to Scene.load PR 1180 - Migrate FCI tests to pytest PR 1178 - Optimize readers searching for matching filenames (1172) PR 1177 - Add support for reading pixel_quality ancillary variables, FCI reader no longer logs warnings (1171) PR 1176 - Provide platform_name in FCI L1C FDHSI reader. (1014) PR 1175 - Add more flexible masking (1168) PR 1173 - Check whether time dimension exists for timeseries PR 1169 - Implement remote file search PR 1165 - Add missing_ok option to find_files_and_readers (1165) PR 1163 - Add TROPOMI NO2 LEVEL2 composites PR 1161 - Add Effective_Pressure to NUCAPS reader PR 1152 - amsr2 reader for l2 ssw product (1151) PR 1142 - add filepatterns S-HSAF-h03B and S-HSAF-h05B to hsaf_grib.yaml PR 1141 - Add night lights composites for ABI, AHI and AMI PR 1135 - Fix reflectance and BT calibration in FCI FDHSI reader PR 1100 - Add support for GPM IMERG data PR 1051 - Return counts from satpy/avhrr_l1b_gaclac reader (1050) PR 983 - Add group method to MultiScene PR 812 - Add MOD06 support to 'modis_l2' reader (1200) PR 720 - CMSAF CLAAS v2. reader (958) Documentation changes PR 1223 - Add FCI Natural Color example page to sphinx docs PR 1203 - Add link to MTSAT sample data PR 1147 - Fix incomplete group_files docstring (1144) In this release 43 pull requests were closed.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.540
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0020.000
Open science0.0030.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0200.038

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.339
GPT teacher head0.436
Teacher spread0.098 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2020
Admission routes1
Has abstractyes

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