Document aggregate prior release

README.md

@@ -22,6 +22,7 @@ The intended dataset repo contains:
 - the frozen `RRUFF-473` benchmark payload
 - the frozen `RRUFF-325` benchmark payload
 - a small reviewer subset with compact precomputed inference outputs
+- a compact aggregate extinction-group prior for calibration
 - manifests and metadata needed to reproduce the benchmark definition
 
 It does **not** contain:
@@ -29,6 +30,7 @@ It does **not** contain:
 - training code
 - the broader PRX archival release
 - model checkpoints
+- raw ICSD structures, raw diffraction records, or large synthetic training corpora
 
 ## Why these benchmarks exist
 
@@ -47,6 +49,12 @@ These datasets are intended for:
 - hierarchy-aware rescoring of model predictions
 - benchmarking Top-k, prior-baseline, and stratified evaluation claims
 
+The reviewer prior files contain only rounded aggregate extinction-group
+probabilities/log-priors and seen-class flags. They do not contain raw ICSD
+structures, formulas, atomic coordinates, raw diffraction records, or
+per-structure records. The larger trainready corpus used to derive that
+aggregate prior is not redistributed.
+
 They are not intended as general-purpose training corpora.
 
 ## Croissant metadata

metadata/ARTIFACT_PLAN.md

@@ -5,9 +5,12 @@ Candidate contents:
 - frozen `RRUFF-325` benchmark files
 - benchmark ID lists / checksums
 - reviewer subset matching the GitHub reviewer docs
+- compact aggregate extinction-group prior used for calibration
 - dataset card text
 
 Candidate exclusions:
 - files already kept only for the PRX archival release
 - large unrelated training corpora
+- raw ICSD structures, raw diffraction records, and per-structure synthetic
+  training records
 - private intermediate curation outputs

metadata/MANIFEST.csv

@@ -58,3 +58,6 @@ src/paper_ai_diffraction/core/rt_model.py,source,Regular Transformer (RT) model
 notebooks/provenance/supplemental_rt_inference.ipynb,notebook,Supplemental RT batch inference — runs an RT checkpoint against a RRUFF benchmark HDF5 and reports top-1/3/5 accuracy (tab:real_ablation),adapted,,
 notebooks/provenance/supplemental_rt_cross_test.ipynb,notebook,Supplemental RT 4x4 training-distribution cross-test (tab:rt_distribution),adapted,,
 notebooks/provenance/supplemental_rt_attention.ipynb,notebook,Supplemental RT attention overlay with HKL annotations (fig:rt_attention),adapted,,
+reviewer_subset/ext_group_priors.json,asset,Compact aggregate extinction-group prior for calibration; rounded probabilities/log-priors and seen-class flags only; no raw ICSD structures or per-structure records,authored,,
+reviewer_subset/ext_group_priors.csv,asset,CSV form of compact aggregate extinction-group prior for calibration,authored,,
+reviewer_subset/rruff325_precomputed_inference.json,asset,Compact precomputed RRUFF-325 inference summary for reviewer inspection,authored,,

metadata/croissant_rai.jsonld

@@ -113,6 +113,36 @@
       "contentSize": "4 KiB",
       "sha256": "97264002a5867a55f884ee5093d3d4d00e624bc12d5977fe735df3410687340d"
     },
+    {
+      "@type": "cr:FileObject",
+      "@id": "aggregate-prior-json",
+      "name": "ext_group_priors.json",
+      "description": "Compact aggregate extinction-group prior for calibration; rounded probabilities/log-priors and seen-class flags only, with no raw ICSD structures or per-structure records.",
+      "contentUrl": "reviewer_subset/ext_group_priors.json",
+      "encodingFormat": "application/json",
+      "contentSize": "14 KiB",
+      "sha256": "7fae712e08c3afe1f8b7b0da3aa8ff249a7ca98eee576aa0187ad440afbf1520"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "aggregate-prior-csv",
+      "name": "ext_group_priors.csv",
+      "description": "CSV form of the compact aggregate extinction-group prior for calibration.",
+      "contentUrl": "reviewer_subset/ext_group_priors.csv",
+      "encodingFormat": "text/csv",
+      "contentSize": "3 KiB",
+      "sha256": "96e6509ed2f4e340c7e465df8d1942610b8de6a004f20f897c3c57a97a4bfe44"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "rruff325-precomputed-inference",
+      "name": "rruff325_precomputed_inference.json",
+      "description": "Compact precomputed RRUFF-325 inference summary for reviewer inspection.",
+      "contentUrl": "reviewer_subset/rruff325_precomputed_inference.json",
+      "encodingFormat": "application/json",
+      "contentSize": "224 KiB",
+      "sha256": "ff3d474b5ba10dda738adc295f116f517df0c0539ede39a10fb381ef58caf991"
+    },
     {
       "@type": "cr:FileObject",
       "@id": "release-manifest",
@@ -120,8 +150,8 @@
       "description": "Release-facing artifact manifest.",
       "contentUrl": "metadata/MANIFEST.csv",
       "encodingFormat": "text/csv",
-      "contentSize": "8 KiB",
-      "sha256": "82d172ad56ceff8f05a4cdf77ed8ac7682cc6861ba7a2eda6186d76ab7d05031"
+      "contentSize": "7 KiB",
+      "sha256": "50ca5928977106643cf11221cd2ba9ab5fc1fa014e932011a15fa43604361af7"
     },
     {
       "@type": "cr:FileObject",
@@ -130,22 +160,23 @@
       "description": "Dataset and external-asset manifest for the companion reproducibility surface.",
       "contentUrl": "metadata/dataset_manifest.csv",
       "encodingFormat": "text/csv",
-      "contentSize": "12 KiB",
-      "sha256": "3bd71fa5df24933ae0e00e84761bdf9e133890cfd9cebca928c989b21d67e6d7"
+      "contentSize": "10 KiB",
+      "sha256": "f71313941592c0cd307bac513a4ca71c378807c630d37cc922227edb469941ad"
     }
   ],
-  "rai:dataCollection": "The dataset packages two frozen real powder X-ray diffraction benchmark payloads derived from curated RRUFF mineral reference patterns. RRUFF-473 retains hard real-data cases for broad robustness analysis, while RRUFF-325 is a cleaner downstream subset for controlled calibration and error-structure analysis. The release also includes a compact reviewer subset, precomputed inference artifacts, and manifests documenting the benchmark definition.",
+  "rai:dataCollection": "The dataset packages two frozen real powder X-ray diffraction benchmark payloads derived from curated RRUFF mineral reference patterns. RRUFF-473 retains hard real-data cases for broad robustness analysis, while RRUFF-325 is a cleaner downstream subset for controlled calibration and error-structure analysis. The release also includes a compact reviewer subset, precomputed inference artifacts, a compact aggregate extinction-group prior for calibration, and manifests documenting the benchmark definition.",
   "rai:dataCollectionType": [
     "Secondary Data analysis",
     "Manual Human Curator",
     "Physical data collection"
   ],
-  "rai:dataCollectionRawData": "The raw experimental PXRD records originate from RRUFF mineral powder diffraction measurements. The released benchmark payloads are derived evaluation artifacts and do not include the broader training corpora, the PRX archival release, or unrelated private intermediate curation outputs.",
+  "rai:dataCollectionRawData": "The raw experimental PXRD records originate from RRUFF mineral powder diffraction measurements. The released benchmark payloads are derived evaluation artifacts. The compact prior contains only rounded aggregate extinction-group probabilities/log-priors and seen-class flags; it does not contain raw ICSD structures, formulas, atomic coordinates, raw diffraction records, or per-structure records. The release does not include broader training corpora, the PRX archival release, or unrelated private intermediate curation outputs.",
   "rai:dataPreprocessingProtocol": [
     "Patterns were converted into fixed evaluation HDF5 payloads with normalized intensity arrays and benchmark labels.",
     "Benchmark membership was frozen using documented curation rules, including quality strata and extinction-group labels.",
     "RRUFF-325 was derived as the cleaner usable/recoverable subset from the broader RRUFF-473 benchmark surface.",
-    "Reviewer subset CSV and JSON files were exported as compact examples plus precomputed inference summaries."
+    "Reviewer subset CSV and JSON files were exported as compact examples plus precomputed inference summaries.",
+    "The aggregate prior was exported as rounded extinction-group probabilities/log-priors plus seen-class flags; no raw ICSD structures or per-structure records are included."
   ],
   "rai:dataAnnotationProtocol": "The benchmark labels are crystallographic extinction-group labels derived from curated crystal-structure metadata and canonical extinction-group mappings. Quality strata and benchmark subset membership are fixed release metadata, not crowd annotations. No demographic or human-subject annotation labels are included.",
   "rai:machineAnnotationTools": [

metadata/dataset_manifest.csv

@@ -1,6 +1,6 @@
-logical_name,asset_class,redistributed_in_repo,expected_env_var,example_filename,expected_local_path_or_source,required_for,notes
-cnn_control_checkpoint,external_checkpoint,no,,pxrd_cnn_control_checkpoint.pt,external/checkpoints/pxrd_cnn_control_checkpoint.pt,baseline comparison,Public-facing CNN control checkpoint for the NeurIPS evaluation release; selected from the validated in-house RRUFF bs128 lineage.
-stage1_base_checkpoint,external_checkpoint,no,CHECKPOINT_PATH,xrd_model_ic6gfmvm_best.pth,external/checkpoints/xrd_model_ic6gfmvm_best.pth,training and ablation lineage,Download from external archive. This repo does not bundle checkpoints.
+logical_name,asset_class,redistributed_in_repo,expected_env_var,example_filename,expected_local_path_or_source,required_for,notes
+cnn_control_checkpoint,external_checkpoint,no,,pxrd_cnn_control_checkpoint.pt,external/checkpoints/pxrd_cnn_control_checkpoint.pt,baseline comparison,Public-facing CNN control checkpoint for the NeurIPS evaluation release; selected from the validated in-house RRUFF bs128 lineage.
+stage1_base_checkpoint,external_checkpoint,no,CHECKPOINT_PATH,xrd_model_ic6gfmvm_best.pth,external/checkpoints/xrd_model_ic6gfmvm_best.pth,training and ablation lineage,Download from external archive. This repo does not bundle checkpoints.
 stage2a_checkpoint,external_checkpoint,no,,xrd_model_h7dqlpfp_best.pth,external/checkpoints/xrd_model_h7dqlpfp_best.pth,decoder tradeoff reproduction,Named manuscript checkpoint for the Stage-2a decoder comparison.
 stage2b_checkpoint,external_checkpoint,no,,xrd_model_guvsasrs_best.pth,external/checkpoints/xrd_model_guvsasrs_best.pth,decoder tradeoff reproduction,Named manuscript checkpoint for the Stage-2b decoder comparison.
 legacy_replay_checkpoint,external_checkpoint,no,,xrd_model_wwuvp1kj_best.pth,external/checkpoints/xrd_model_wwuvp1kj_best.pth,supplementary baselines,Named supplementary replay-era baseline checkpoint.
@@ -17,7 +17,7 @@ standard_trainready_h5,external_dataset,no,STANDARD_TRAINREADY_H5,rruff_conditio
 po_trainready_h5,external_dataset,no,PO_TRAINREADY_H5,rruff_conditioned_500k_po_v1_trainready.hdf5,/scratch/.../rruff_conditioned_500k_po_v1_trainready.hdf5,training only,External trainready dataset not redistributed in this repo.
 rruff325_h5,external_dataset,no,RRUFF_325_H5,RRUFF_usable_plus_recoverable_325_with_labels_maxnorm.hdf5,/work2/.../RRUFF_usable_plus_recoverable_325_with_labels_maxnorm.hdf5,evaluation,Primary harsh real-data benchmark. Required by `scripts/eval_rruff_325_473.sh`.
 rruff473_h5,external_dataset,no,RRUFF_473_H5,RRUFF_option1_473_with_buckets_maxnorm.hdf5,/work2/.../RRUFF_option1_473_with_buckets_maxnorm.hdf5,evaluation,Broader curated real-data benchmark. Required by `scripts/eval_rruff_325_473.sh`.
-prior_h5,external_dataset,no,PRIOR_H5,rruff_conditioned_2346k_v1_trainready.hdf5,/scratch/.../rruff_conditioned_2346k_v1_trainready.hdf5,evaluation,External prior/train HDF5 used for prior-derived calibration in the evaluation wrapper.
+aggregate_prior_json,bundled_asset,yes,PRIOR_DATA_PATH,ext_group_priors.json,reviewer_subset/ext_group_priors.json,evaluation,Compact aggregate extinction-group prior used for calibration; rounded probabilities/log-priors and seen-class flags only; no raw ICSD structures or per-structure records.
 canonical_extinction_csv,external_dataset,no,CANONICAL_CSV,canonical_extinction_to_space_group.csv,/scratch/.../ai-diffraction/Code/Post_Processing/canonical_extinction_to_space_group.csv,topology figures,External canonical extinction-group table required by `scripts/make_topology_flow_figure.sh`. The validated Stampede example lived in an `ai-diffraction` checkout on scratch.
 topology_graph_json,bundled_asset,yes,GRAPH_JSON,extinction_group_adjacency.json,assets/topology/extinction_group_adjacency.json,topology figures,Bundled in this repo.
 mixed200k_failure_json,bundled_result_json,yes,MIXED200K_FAILURE_JSON,mixed200k_compare_325_failure_modes_eeru8svx.json,results/mixed200k_compare_325_failure_modes_eeru8svx.json,topology figures,Bundled compact paper result artifact.

reviewer_subset/ext_group_priors.csv

@@ -1,100 +1,100 @@
-ext_group,count_smoothed,probability,log_prior
-1,5950.0,0.0031674730857948682,-5.7548211427917035
-2,82459.0,0.04389691818177462,-3.1259111622359455
-3,28565.0,0.01520653255390427,-4.186030170172816
-4,230649.0,0.12278563021268916,-2.0973152879281907
-5,168237.0,0.08956070076216323,-2.412838662782828
-6,148099.0,0.0788402683248965,-2.5403313932927483
-7,1.0,5.323484177806501e-07,-14.445967641331379
-8,1.0,5.323484177806501e-07,-14.445967641331379
-9,1505.0,0.0008011843687598784,-7.129419464148403
-10,33151.0,0.017647882397846332,-4.0371394802598335
-11,5892.0,0.0031365968775635905,-5.764616863748858
-12,19579.0,0.010422849671727349,-4.563754799074106
-13,1.0,5.323484177806501e-07,-14.445967641331379
-14,10481.0,0.005579543766758993,-5.188648268161202
-15,1460.0,0.0007772286899597491,-7.159775926628997
-16,13506.0,0.00718989773054546,-4.935078331196592
-17,182525.0,0.09716689495541316,-2.331325212407093
-18,21025.0,0.011192625483838169,-4.49250015649023
-19,2964.0,0.001577880710301847,-6.451672654915401
-20,1.0,5.323484177806501e-07,-14.445967641331379
-21,31892.0,0.016977655739860494,-4.075857167708993
-22,34899.0,0.01857842743212691,-3.985754186846503
-23,1499.0,0.0007979902782531945,-7.133414143228782
-24,5963.0,0.0031743936152260166,-5.752638652208273
-25,1.0,5.323484177806501e-07,-14.445967641331379
-26,4503.0,0.0023971649252662675,-6.033468521029808
-27,1.0,5.323484177806501e-07,-14.445967641331379
-28,1.0,5.323484177806501e-07,-14.445967641331379
-29,47891.0,0.025494698075933114,-3.6692847670266815
-30,7635.0,0.004064480169755263,-5.505469423678647
-31,5930.0,0.003156826117439255,-5.758188149339608
-32,4512.0,0.002401956061026293,-6.031471848153484
-33,12108.0,0.0064456746424881115,-5.04434597118977
-34,5979.0,0.003182911189910507,-5.749959032450475
-35,4456.0,0.002372144549630577,-6.043960859724259
-36,1.0,5.323484177806501e-07,-14.445967641331379
-37,1.0,5.323484177806501e-07,-14.445967641331379
-38,4527.0,0.002409941287293003,-6.02815289389542
-39,3051.0,0.0016241950226487634,-6.42274295661471
-40,4447.0,0.002367353413870551,-6.045982650820683
-41,1537.0,0.0008182195181288592,-7.1083798977927835
-42,1548.0,0.0008240753507244463,-7.101248587181707
-43,1.0,5.323484177806501e-07,-14.445967641331379
-44,1589.0,0.000845901635853453,-7.075107474794663
-45,9140.0,0.004865664538515142,-5.325551976883183
-46,1.0,5.323484177806501e-07,-14.445967641331379
-47,1478.0,0.0007868109614798008,-7.147522539823232
-48,1.0,5.323484177806501e-07,-14.445967641331379
-49,1470.0,0.0007825521741375557,-7.152949961558597
-50,1.0,5.323484177806501e-07,-14.445967641331379
-51,3019.0,0.0016071598732797826,-6.4332867116245405
-52,10481.0,0.005579543766758993,-5.188648268161202
-53,2965.0,0.0015784130587196275,-6.451335329899553
-54,18210.0,0.009694064687785638,-4.636241468609725
-55,6071.0,0.0032318872443463267,-5.734689026200945
-56,1.0,5.323484177806501e-07,-14.445967641331379
-57,1.0,5.323484177806501e-07,-14.445967641331379
-58,1494.0,0.0007953285361642912,-7.136755275638617
-59,1.0,5.323484177806501e-07,-14.445967641331379
-60,5957.0,0.0031711995247193326,-5.753645363702692
-61,1.0,5.323484177806501e-07,-14.445967641331379
-62,7560.0,0.004024554038421715,-5.5153411721578
-63,30038.0,0.015990681773295167,-4.1357491155658535
-64,1.0,5.323484177806501e-07,-14.445967641331379
-65,4511.0,0.0024014237126085127,-6.031693503922983
-66,1.0,5.323484177806501e-07,-14.445967641331379
-67,1.0,5.323484177806501e-07,-14.445967641331379
-68,12198.0,0.00649358600008837,-5.036940358474977
-69,6001.0,0.003194622855101681,-5.746286240341866
-70,4564.0,0.002429638178750887,-6.020012930349413
-71,51016.0,0.027158286881497646,-3.6060730533362717
-72,5857.0,0.0031179646829412678,-5.770574835241597
-73,59895.0,0.03188500848297204,-3.445619333165948
-74,9102.0,0.004845435298639477,-5.329718192754792
-75,112691.0,0.05999087554811924,-2.8135628025225023
-76,31764.0,0.01690951514238457,-4.079878789316278
-77,61349.0,0.0326590430824251,-3.4216334912436674
-78,1.0,5.323484177806501e-07,-14.445967641331379
-79,1.0,5.323484177806501e-07,-14.445967641331379
-80,18028.0,0.00959717727574956,-4.64628625752084
-81,3008.0,0.0016013040406841954,-6.436936956261649
-82,1526.0,0.000812363685533272,-7.115562429486977
-83,1.0,5.323484177806501e-07,-14.445967641331379
-84,1.0,5.323484177806501e-07,-14.445967641331379
-85,13454.0,0.0071622156128208665,-4.938935902745828
-86,6032.0,0.0032111256560528813,-5.741133731643587
-87,1517.0,0.0008075725497732462,-7.121477661982847
-88,1.0,5.323484177806501e-07,-14.445967641331379
-89,8945.0,0.004761856597047915,-5.347117645388559
-90,1.0,5.323484177806501e-07,-14.445967641331379
-91,1500.0,0.0007985226266709752,-7.132747254241077
-92,1.0,5.323484177806501e-07,-14.445967641331379
-93,30192.0,0.01607266342963339,-4.130635373723048
-94,7591.0,0.004041056839372915,-5.51124902731461
-95,3011.0,0.0016029010859375374,-6.435940112849646
-96,1.0,5.323484177806501e-07,-14.445967641331379
-97,25513.0,0.013581805182837726,-4.299024236169163
-98,1.0,5.323484177806501e-07,-14.445967641331379
-99,161279.0,0.08585662047124547,-2.455076577882286
+ext_group,probability,log_prior,seen_in_source_corpus
+1,0.00316747,-5.754821,True
+2,0.04389692,-3.125911,True
+3,0.01520653,-4.18603,True
+4,0.12278563,-2.097315,True
+5,0.0895607,-2.412839,True
+6,0.07884027,-2.540331,True
+7,5.3e-07,-14.445968,False
+8,5.3e-07,-14.445968,False
+9,0.00080118,-7.129419,True
+10,0.01764788,-4.037139,True
+11,0.0031366,-5.764617,True
+12,0.01042285,-4.563755,True
+13,5.3e-07,-14.445968,False
+14,0.00557954,-5.188648,True
+15,0.00077723,-7.159776,True
+16,0.0071899,-4.935078,True
+17,0.09716689,-2.331325,True
+18,0.01119263,-4.4925,True
+19,0.00157788,-6.451673,True
+20,5.3e-07,-14.445968,False
+21,0.01697766,-4.075857,True
+22,0.01857843,-3.985754,True
+23,0.00079799,-7.133414,True
+24,0.00317439,-5.752639,True
+25,5.3e-07,-14.445968,False
+26,0.00239716,-6.033469,True
+27,5.3e-07,-14.445968,False
+28,5.3e-07,-14.445968,False
+29,0.0254947,-3.669285,True
+30,0.00406448,-5.505469,True
+31,0.00315683,-5.758188,True
+32,0.00240196,-6.031472,True
+33,0.00644567,-5.044346,True
+34,0.00318291,-5.749959,True
+35,0.00237214,-6.043961,True
+36,5.3e-07,-14.445968,False
+37,5.3e-07,-14.445968,False
+38,0.00240994,-6.028153,True
+39,0.0016242,-6.422743,True
+40,0.00236735,-6.045983,True
+41,0.00081822,-7.10838,True
+42,0.00082408,-7.101249,True
+43,5.3e-07,-14.445968,False
+44,0.0008459,-7.075107,True
+45,0.00486566,-5.325552,True
+46,5.3e-07,-14.445968,False
+47,0.00078681,-7.147523,True
+48,5.3e-07,-14.445968,False
+49,0.00078255,-7.15295,True
+50,5.3e-07,-14.445968,False
+51,0.00160716,-6.433287,True
+52,0.00557954,-5.188648,True
+53,0.00157841,-6.451335,True
+54,0.00969406,-4.636241,True
+55,0.00323189,-5.734689,True
+56,5.3e-07,-14.445968,False
+57,5.3e-07,-14.445968,False
+58,0.00079533,-7.136755,True
+59,5.3e-07,-14.445968,False
+60,0.0031712,-5.753645,True
+61,5.3e-07,-14.445968,False
+62,0.00402455,-5.515341,True
+63,0.01599068,-4.135749,True
+64,5.3e-07,-14.445968,False
+65,0.00240142,-6.031694,True
+66,5.3e-07,-14.445968,False
+67,5.3e-07,-14.445968,False
+68,0.00649359,-5.03694,True
+69,0.00319462,-5.746286,True
+70,0.00242964,-6.020013,True
+71,0.02715829,-3.606073,True
+72,0.00311796,-5.770575,True
+73,0.03188501,-3.445619,True
+74,0.00484544,-5.329718,True
+75,0.05999088,-2.813563,True
+76,0.01690952,-4.079879,True
+77,0.03265904,-3.421633,True
+78,5.3e-07,-14.445968,False
+79,5.3e-07,-14.445968,False
+80,0.00959718,-4.646286,True
+81,0.0016013,-6.436937,True
+82,0.00081236,-7.115562,True
+83,5.3e-07,-14.445968,False
+84,5.3e-07,-14.445968,False
+85,0.00716222,-4.938936,True
+86,0.00321113,-5.741134,True
+87,0.00080757,-7.121478,True
+88,5.3e-07,-14.445968,False
+89,0.00476186,-5.347118,True
+90,5.3e-07,-14.445968,False
+91,0.00079852,-7.132747,True
+92,5.3e-07,-14.445968,False
+93,0.01607266,-4.130635,True
+94,0.00404106,-5.511249,True
+95,0.0016029,-6.43594,True
+96,5.3e-07,-14.445968,False
+97,0.01358181,-4.299024,True
+98,5.3e-07,-14.445968,False
+99,0.08585662,-2.455077,True

reviewer_subset/ext_group_priors.json

@@ -1,601 +1,606 @@
 {
-  "prior_h5": "external/datasets/rruff_conditioned_2346k_v1_trainready.hdf5",
+  "source_artifact": "aggregate_extinction_group_prior",
+  "source_corpus_basename": "rruff_conditioned_2346k_v1_trainready.hdf5",
+  "source_corpus_release": "not redistributed",
+  "provenance_note": "Aggregate extinction-group prior used for calibration; contains no raw ICSD structures, raw diffraction records, formulas, atomic coordinates, or per-structure records.",
   "smoothing": 1.0,
   "num_classes": 99,
+  "probability_decimals": 8,
+  "log_prior_decimals": 6,
   "rows": [
     {
       "ext_group": 1,
-      "count_smoothed": 5950.0,
-      "probability": 0.0031674730857948682,
-      "log_prior": -5.7548211427917035
+      "probability": 0.00316747,
+      "log_prior": -5.754821,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 2,
-      "count_smoothed": 82459.0,
-      "probability": 0.04389691818177462,
-      "log_prior": -3.1259111622359455
+      "probability": 0.04389692,
+      "log_prior": -3.125911,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 3,
-      "count_smoothed": 28565.0,
-      "probability": 0.01520653255390427,
-      "log_prior": -4.186030170172816
+      "probability": 0.01520653,
+      "log_prior": -4.18603,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 4,
-      "count_smoothed": 230649.0,
-      "probability": 0.12278563021268916,
-      "log_prior": -2.0973152879281907
+      "probability": 0.12278563,
+      "log_prior": -2.097315,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 5,
-      "count_smoothed": 168237.0,
-      "probability": 0.08956070076216323,
-      "log_prior": -2.412838662782828
+      "probability": 0.0895607,
+      "log_prior": -2.412839,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 6,
-      "count_smoothed": 148099.0,
-      "probability": 0.0788402683248965,
-      "log_prior": -2.5403313932927483
+      "probability": 0.07884027,
+      "log_prior": -2.540331,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 7,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 8,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 9,
-      "count_smoothed": 1505.0,
-      "probability": 0.0008011843687598784,
-      "log_prior": -7.129419464148403
+      "probability": 0.00080118,
+      "log_prior": -7.129419,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 10,
-      "count_smoothed": 33151.0,
-      "probability": 0.017647882397846332,
-      "log_prior": -4.0371394802598335
+      "probability": 0.01764788,
+      "log_prior": -4.037139,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 11,
-      "count_smoothed": 5892.0,
-      "probability": 0.0031365968775635905,
-      "log_prior": -5.764616863748858
+      "probability": 0.0031366,
+      "log_prior": -5.764617,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 12,
-      "count_smoothed": 19579.0,
-      "probability": 0.010422849671727349,
-      "log_prior": -4.563754799074106
+      "probability": 0.01042285,
+      "log_prior": -4.563755,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 13,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 14,
-      "count_smoothed": 10481.0,
-      "probability": 0.005579543766758993,
-      "log_prior": -5.188648268161202
+      "probability": 0.00557954,
+      "log_prior": -5.188648,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 15,
-      "count_smoothed": 1460.0,
-      "probability": 0.0007772286899597491,
-      "log_prior": -7.159775926628997
+      "probability": 0.00077723,
+      "log_prior": -7.159776,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 16,
-      "count_smoothed": 13506.0,
-      "probability": 0.00718989773054546,
-      "log_prior": -4.935078331196592
+      "probability": 0.0071899,
+      "log_prior": -4.935078,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 17,
-      "count_smoothed": 182525.0,
-      "probability": 0.09716689495541316,
-      "log_prior": -2.331325212407093
+      "probability": 0.09716689,
+      "log_prior": -2.331325,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 18,
-      "count_smoothed": 21025.0,
-      "probability": 0.011192625483838169,
-      "log_prior": -4.49250015649023
+      "probability": 0.01119263,
+      "log_prior": -4.4925,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 19,
-      "count_smoothed": 2964.0,
-      "probability": 0.001577880710301847,
-      "log_prior": -6.451672654915401
+      "probability": 0.00157788,
+      "log_prior": -6.451673,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 20,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 21,
-      "count_smoothed": 31892.0,
-      "probability": 0.016977655739860494,
-      "log_prior": -4.075857167708993
+      "probability": 0.01697766,
+      "log_prior": -4.075857,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 22,
-      "count_smoothed": 34899.0,
-      "probability": 0.01857842743212691,
-      "log_prior": -3.985754186846503
+      "probability": 0.01857843,
+      "log_prior": -3.985754,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 23,
-      "count_smoothed": 1499.0,
-      "probability": 0.0007979902782531945,
-      "log_prior": -7.133414143228782
+      "probability": 0.00079799,
+      "log_prior": -7.133414,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 24,
-      "count_smoothed": 5963.0,
-      "probability": 0.0031743936152260166,
-      "log_prior": -5.752638652208273
+      "probability": 0.00317439,
+      "log_prior": -5.752639,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 25,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 26,
-      "count_smoothed": 4503.0,
-      "probability": 0.0023971649252662675,
-      "log_prior": -6.033468521029808
+      "probability": 0.00239716,
+      "log_prior": -6.033469,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 27,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 28,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 29,
-      "count_smoothed": 47891.0,
-      "probability": 0.025494698075933114,
-      "log_prior": -3.6692847670266815
+      "probability": 0.0254947,
+      "log_prior": -3.669285,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 30,
-      "count_smoothed": 7635.0,
-      "probability": 0.004064480169755263,
-      "log_prior": -5.505469423678647
+      "probability": 0.00406448,
+      "log_prior": -5.505469,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 31,
-      "count_smoothed": 5930.0,
-      "probability": 0.003156826117439255,
-      "log_prior": -5.758188149339608
+      "probability": 0.00315683,
+      "log_prior": -5.758188,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 32,
-      "count_smoothed": 4512.0,
-      "probability": 0.002401956061026293,
-      "log_prior": -6.031471848153484
+      "probability": 0.00240196,
+      "log_prior": -6.031472,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 33,
-      "count_smoothed": 12108.0,
-      "probability": 0.0064456746424881115,
-      "log_prior": -5.04434597118977
+      "probability": 0.00644567,
+      "log_prior": -5.044346,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 34,
-      "count_smoothed": 5979.0,
-      "probability": 0.003182911189910507,
-      "log_prior": -5.749959032450475
+      "probability": 0.00318291,
+      "log_prior": -5.749959,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 35,
-      "count_smoothed": 4456.0,
-      "probability": 0.002372144549630577,
-      "log_prior": -6.043960859724259
+      "probability": 0.00237214,
+      "log_prior": -6.043961,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 36,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 37,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 38,
-      "count_smoothed": 4527.0,
-      "probability": 0.002409941287293003,
-      "log_prior": -6.02815289389542
+      "probability": 0.00240994,
+      "log_prior": -6.028153,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 39,
-      "count_smoothed": 3051.0,
-      "probability": 0.0016241950226487634,
-      "log_prior": -6.42274295661471
+      "probability": 0.0016242,
+      "log_prior": -6.422743,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 40,
-      "count_smoothed": 4447.0,
-      "probability": 0.002367353413870551,
-      "log_prior": -6.045982650820683
+      "probability": 0.00236735,
+      "log_prior": -6.045983,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 41,
-      "count_smoothed": 1537.0,
-      "probability": 0.0008182195181288592,
-      "log_prior": -7.1083798977927835
+      "probability": 0.00081822,
+      "log_prior": -7.10838,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 42,
-      "count_smoothed": 1548.0,
-      "probability": 0.0008240753507244463,
-      "log_prior": -7.101248587181707
+      "probability": 0.00082408,
+      "log_prior": -7.101249,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 43,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 44,
-      "count_smoothed": 1589.0,
-      "probability": 0.000845901635853453,
-      "log_prior": -7.075107474794663
+      "probability": 0.0008459,
+      "log_prior": -7.075107,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 45,
-      "count_smoothed": 9140.0,
-      "probability": 0.004865664538515142,
-      "log_prior": -5.325551976883183
+      "probability": 0.00486566,
+      "log_prior": -5.325552,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 46,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 47,
-      "count_smoothed": 1478.0,
-      "probability": 0.0007868109614798008,
-      "log_prior": -7.147522539823232
+      "probability": 0.00078681,
+      "log_prior": -7.147523,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 48,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 49,
-      "count_smoothed": 1470.0,
-      "probability": 0.0007825521741375557,
-      "log_prior": -7.152949961558597
+      "probability": 0.00078255,
+      "log_prior": -7.15295,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 50,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 51,
-      "count_smoothed": 3019.0,
-      "probability": 0.0016071598732797826,
-      "log_prior": -6.4332867116245405
+      "probability": 0.00160716,
+      "log_prior": -6.433287,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 52,
-      "count_smoothed": 10481.0,
-      "probability": 0.005579543766758993,
-      "log_prior": -5.188648268161202
+      "probability": 0.00557954,
+      "log_prior": -5.188648,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 53,
-      "count_smoothed": 2965.0,
-      "probability": 0.0015784130587196275,
-      "log_prior": -6.451335329899553
+      "probability": 0.00157841,
+      "log_prior": -6.451335,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 54,
-      "count_smoothed": 18210.0,
-      "probability": 0.009694064687785638,
-      "log_prior": -4.636241468609725
+      "probability": 0.00969406,
+      "log_prior": -4.636241,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 55,
-      "count_smoothed": 6071.0,
-      "probability": 0.0032318872443463267,
-      "log_prior": -5.734689026200945
+      "probability": 0.00323189,
+      "log_prior": -5.734689,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 56,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 57,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 58,
-      "count_smoothed": 1494.0,
-      "probability": 0.0007953285361642912,
-      "log_prior": -7.136755275638617
+      "probability": 0.00079533,
+      "log_prior": -7.136755,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 59,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 60,
-      "count_smoothed": 5957.0,
-      "probability": 0.0031711995247193326,
-      "log_prior": -5.753645363702692
+      "probability": 0.0031712,
+      "log_prior": -5.753645,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 61,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 62,
-      "count_smoothed": 7560.0,
-      "probability": 0.004024554038421715,
-      "log_prior": -5.5153411721578
+      "probability": 0.00402455,
+      "log_prior": -5.515341,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 63,
-      "count_smoothed": 30038.0,
-      "probability": 0.015990681773295167,
-      "log_prior": -4.1357491155658535
+      "probability": 0.01599068,
+      "log_prior": -4.135749,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 64,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 65,
-      "count_smoothed": 4511.0,
-      "probability": 0.0024014237126085127,
-      "log_prior": -6.031693503922983
+      "probability": 0.00240142,
+      "log_prior": -6.031694,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 66,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 67,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 68,
-      "count_smoothed": 12198.0,
-      "probability": 0.00649358600008837,
-      "log_prior": -5.036940358474977
+      "probability": 0.00649359,
+      "log_prior": -5.03694,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 69,
-      "count_smoothed": 6001.0,
-      "probability": 0.003194622855101681,
-      "log_prior": -5.746286240341866
+      "probability": 0.00319462,
+      "log_prior": -5.746286,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 70,
-      "count_smoothed": 4564.0,
-      "probability": 0.002429638178750887,
-      "log_prior": -6.020012930349413
+      "probability": 0.00242964,
+      "log_prior": -6.020013,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 71,
-      "count_smoothed": 51016.0,
-      "probability": 0.027158286881497646,
-      "log_prior": -3.6060730533362717
+      "probability": 0.02715829,
+      "log_prior": -3.606073,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 72,
-      "count_smoothed": 5857.0,
-      "probability": 0.0031179646829412678,
-      "log_prior": -5.770574835241597
+      "probability": 0.00311796,
+      "log_prior": -5.770575,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 73,
-      "count_smoothed": 59895.0,
-      "probability": 0.03188500848297204,
-      "log_prior": -3.445619333165948
+      "probability": 0.03188501,
+      "log_prior": -3.445619,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 74,
-      "count_smoothed": 9102.0,
-      "probability": 0.004845435298639477,
-      "log_prior": -5.329718192754792
+      "probability": 0.00484544,
+      "log_prior": -5.329718,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 75,
-      "count_smoothed": 112691.0,
-      "probability": 0.05999087554811924,
-      "log_prior": -2.8135628025225023
+      "probability": 0.05999088,
+      "log_prior": -2.813563,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 76,
-      "count_smoothed": 31764.0,
-      "probability": 0.01690951514238457,
-      "log_prior": -4.079878789316278
+      "probability": 0.01690952,
+      "log_prior": -4.079879,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 77,
-      "count_smoothed": 61349.0,
-      "probability": 0.0326590430824251,
-      "log_prior": -3.4216334912436674
+      "probability": 0.03265904,
+      "log_prior": -3.421633,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 78,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 79,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 80,
-      "count_smoothed": 18028.0,
-      "probability": 0.00959717727574956,
-      "log_prior": -4.64628625752084
+      "probability": 0.00959718,
+      "log_prior": -4.646286,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 81,
-      "count_smoothed": 3008.0,
-      "probability": 0.0016013040406841954,
-      "log_prior": -6.436936956261649
+      "probability": 0.0016013,
+      "log_prior": -6.436937,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 82,
-      "count_smoothed": 1526.0,
-      "probability": 0.000812363685533272,
-      "log_prior": -7.115562429486977
+      "probability": 0.00081236,
+      "log_prior": -7.115562,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 83,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 84,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 85,
-      "count_smoothed": 13454.0,
-      "probability": 0.0071622156128208665,
-      "log_prior": -4.938935902745828
+      "probability": 0.00716222,
+      "log_prior": -4.938936,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 86,
-      "count_smoothed": 6032.0,
-      "probability": 0.0032111256560528813,
-      "log_prior": -5.741133731643587
+      "probability": 0.00321113,
+      "log_prior": -5.741134,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 87,
-      "count_smoothed": 1517.0,
-      "probability": 0.0008075725497732462,
-      "log_prior": -7.121477661982847
+      "probability": 0.00080757,
+      "log_prior": -7.121478,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 88,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 89,
-      "count_smoothed": 8945.0,
-      "probability": 0.004761856597047915,
-      "log_prior": -5.347117645388559
+      "probability": 0.00476186,
+      "log_prior": -5.347118,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 90,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 91,
-      "count_smoothed": 1500.0,
-      "probability": 0.0007985226266709752,
-      "log_prior": -7.132747254241077
+      "probability": 0.00079852,
+      "log_prior": -7.132747,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 92,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 93,
-      "count_smoothed": 30192.0,
-      "probability": 0.01607266342963339,
-      "log_prior": -4.130635373723048
+      "probability": 0.01607266,
+      "log_prior": -4.130635,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 94,
-      "count_smoothed": 7591.0,
-      "probability": 0.004041056839372915,
-      "log_prior": -5.51124902731461
+      "probability": 0.00404106,
+      "log_prior": -5.511249,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 95,
-      "count_smoothed": 3011.0,
-      "probability": 0.0016029010859375374,
-      "log_prior": -6.435940112849646
+      "probability": 0.0016029,
+      "log_prior": -6.43594,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 96,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 97,
-      "count_smoothed": 25513.0,
-      "probability": 0.013581805182837726,
-      "log_prior": -4.299024236169163
+      "probability": 0.01358181,
+      "log_prior": -4.299024,
+      "seen_in_source_corpus": true
     },
     {
       "ext_group": 98,
-      "count_smoothed": 1.0,
-      "probability": 5.323484177806501e-07,
-      "log_prior": -14.445967641331379
+      "probability": 5.3e-07,
+      "log_prior": -14.445968,
+      "seen_in_source_corpus": false
     },
     {
       "ext_group": 99,
-      "count_smoothed": 161279.0,
-      "probability": 0.08585662047124547,
-      "log_prior": -2.455076577882286
+      "probability": 0.08585662,
+      "log_prior": -2.455077,
+      "seen_in_source_corpus": true
     }
   ]
-}
+}

reviewer_subset/rruff325_precomputed_inference.json

@@ -2,7 +2,6 @@
   "checkpoint": "external/checkpoints/xrd_model_82ept35h_best.pth",
   "config": "configs/final_mixed_2500k_dualsource.json",
   "benchmark_h5": "external/datasets/RRUFF_usable_plus_recoverable_325_with_labels_maxnorm.hdf5",
-  "prior_h5": "external/datasets/rruff_conditioned_2346k_v1_trainready.hdf5",
   "decoder": "aux_bayes",
   "aux_temperature": 5.0,
   "n_examples": 325,
@@ -9867,5 +9866,8 @@
         0.07756974548101425
       ]
     }
-  ]
-}
+  ],
+  "prior_source": "reviewer_subset/ext_group_priors.json",
+  "prior_source_provenance": "Aggregate extinction-group prior derived from rruff_conditioned_2346k_v1_trainready.hdf5; raw source corpus is not redistributed.",
+  "internal_prior_h5_basename": "rruff_conditioned_2346k_v1_trainready.hdf5"
+}