Model save

README.md

@@ -0,0 +1,72 @@
+---
+library_name: transformers
+base_model: Mardiyyah/biomedbert_model_extended_untrained
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: cellate-tapt_base-LR_2e-05
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# cellate-tapt_base-LR_2e-05
+
+This model is a fine-tuned version of [Mardiyyah/biomedbert_model_extended_untrained](https://huggingface.co/Mardiyyah/biomedbert_model_extended_untrained) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 6.6288
+- Accuracy: 0.2237
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 3407
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 32
+- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-06 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.01
+- num_epochs: 10
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Accuracy |
+|:-------------:|:------:|:----:|:---------------:|:--------:|
+| 10.133        | 1.0    | 6    | 10.3504         | 0.0      |
+| 8.7383        | 2.0    | 12   | 8.7064          | 0.0113   |
+| 7.6303        | 3.0    | 18   | 8.0542          | 0.0578   |
+| 7.06          | 4.0    | 24   | 7.5514          | 0.0821   |
+| 6.6524        | 5.0    | 30   | 7.0707          | 0.1521   |
+| 6.2891        | 6.0    | 36   | 6.9006          | 0.1806   |
+| 6.0336        | 7.0    | 42   | 6.6465          | 0.2103   |
+| 5.9085        | 8.0    | 48   | 6.6159          | 0.2208   |
+| 6.375         | 8.3636 | 50   | 6.6288          | 0.2237   |
+
+
+### Framework versions
+
+- Transformers 4.48.2
+- Pytorch 2.4.1+cu121
+- Datasets 3.0.2
+- Tokenizers 0.21.0

added_tokens.json

@@ -0,0 +1,1565 @@
+{
+  "0-carnitine": 31375,
+  "0-ceramide": 31628,
+  "0-sphingolipid": 30678,
+  "0-sphingolipids": 30565,
+  "031nmol": 31529,
+  "1-Butanol": 31501,
+  "1-acylglycerol-3-phosphate": 30995,
+  "1-butanol": 31303,
+  "1-glycerol": 31606,
+  "1-heptadecanoyl-2-hydroxy-sn-glycero-3-phosphocoline": 30986,
+  "1-myristoyl-2-hydroxy-sn-glycero-3-phosphoethanolamine": 31032,
+  "1-nonadecanoyl-2-hydroxy-sn-glycero-3-phosphocholine": 30997,
+  "1-phosphate": 31422,
+  "1-propanol": 31087,
+  "12-lipoxygenase": 30670,
+  "12-myristate": 31584,
+  "13-acetate": 31445,
+  "15-lipoxygenase": 30672,
+  "18LDL-cholesterol": 31167,
+  "1Baseline": 31556,
+  "1Lipid": 30718,
+  "1Lipidome": 30647,
+  "1baseline": 31755,
+  "1lipid": 30776,
+  "1lipidome": 30686,
+  "2-aminoisobutyrate": 31027,
+  "2-arachidonoylglycerol": 31082,
+  "2-deoxy-D-glucose": 30859,
+  "2-deoxyglucose": 30918,
+  "2-diheptadecanoyl-sn-glycero-3-phosphocholine": 30961,
+  "2-diheptadecanoyl-sn-glycero-3-phosphoethanolamine": 31049,
+  "2-diheptadecanoyl-sn-glycero-3-phosphoinositol": 30944,
+  "2-diheptadecanoyl-sn-glycero-3-phosphoserine": 31019,
+  "2-dimyristoyl-sn-glycero-3-phospho-L-serine": 30954,
+  "2-dimyristoyl-sn-glycero-3-phosphocholine": 31026,
+  "2-dimyristoyl-sn-glycero-3-phosphoethanolamine": 30967,
+  "2-dioctanoyl-3-linoleoyl-sn-glycerol": 31050,
+  "2-dipalmitoyl-sn-glycero-3-phosphatidylinositol": 30976,
+  "2-ditridecanoyl-sn-glycero-3-phosphocholine": 31077,
+  "2-glycerophosphate": 31232,
+  "2-hydroxylase": 31617,
+  "2-propanol": 30847,
+  "203GlycerophospholipidsBrain": 30624,
+  "24-hydroxycholesterol": 30924,
+  "27-hydroxy-cholesterol": 31054,
+  "2Lipid": 30745,
+  "2Lipidomic": 30653,
+  "2Multivariate": 31518,
+  "2Pathogenic": 31461,
+  "2lipid": 30774,
+  "2lipidomic": 30682,
+  "3-O-sulfotransferase": 30993,
+  "3-diheptadecanoyl-glycerol": 31002,
+  "3-ketophinganine": 30982,
+  "3-ketosphinganine": 30836,
+  "3-ketosphingonine": 31090,
+  "3-lysophosphatidylethanolamine": 31056,
+  "3-phosphate": 31431,
+  "3-phosphatidyltransferase": 31201,
+  "3-sphingosine": 31549,
+  "30HDL-cholesterol": 31010,
+  "3Lipid": 30684,
+  "3Lipidome": 30657,
+  "3Lipidomic": 30679,
+  "3Machine": 31468,
+  "3lipid": 30777,
+  "3lipidome": 30691,
+  "3lipidomic": 30695,
+  "4-hydroxysphinganine": 30920,
+  "4-pyridoxate": 31031,
+  "40Alcohol": 31481,
+  "41Creatinine": 31236,
+  "42Cholesterol": 31226,
+  "42cholesterol": 31336,
+  "4Ganglioside": 31252,
+  "4Lipid": 30757,
+  "4Lipidome": 30669,
+  "4ganglioside": 31329,
+  "4lipid": 30779,
+  "5-aminoimidazole-4-carboxamide": 31033,
+  "5-bisphosphate": 31475,
+  "5-diphenyltetrazolium": 30963,
+  "5-lipoxygenase": 30667,
+  "5-phosphate": 31608,
+  "5-triphosphate": 31417,
+  "5Multivariate": 31199,
+  "5multivariate": 31309,
+  "6-Diamidin-2-phenylindol": 30942,
+  "6-di-tert-butyl-4-methylphenol": 31034,
+  "6-glycerophospholipids": 30590,
+  "684GlycerolysophospholipidsBrain": 30619,
+  "6Lipid": 30753,
+  "6lipid": 30786,
+  "7Phosphatidylserine": 31265,
+  "83Glucose": 31639,
+  "83glucose": 31709,
+  "85HDL-cholesterol": 31079,
+  "9-aminoacridine": 31072,
+  "91LDL-cholesterol": 31193,
+  "99-shotgun-lipidomics-data-set-lamp3-is-critical-for-surfactant-homeostasis-in-mice": 30618,
+  "ALKCDase": 31503,
+  "ANGPTL3-LIPG": 31005,
+  "ARA-phospholipids": 30652,
+  "AT-lipolysis": 31480,
+  "Accutase": 31282,
+  "Adelaide": 31504,
+  "AmpErase": 31409,
+  "Angiopoietin-like": 31064,
+  "Anti-3CB2": 31183,
+  "Anti-CNPase": 30673,
+  "Anti-Glucose": 30766,
+  "Anti-Ki67": 31487,
+  "Anti-Nestin": 31613,
+  "Anti-TuJ1": 31187,
+  "Anti-doublecortin": 30972,
+  "Anti-galactocerebrocide": 30626,
+  "Anti-glial": 31633,
+  "Anti-human": 31420,
+  "Anti-vimentin": 31631,
+  "Antikainen": 31213,
+  "B-epoxide": 31492,
+  "BLipid": 30765,
+  "BPhospholipid": 30767,
+  "Bionotate": 30876,
+  "Bisindolylmaleimide": 31038,
+  "Brachypodium": 30948,
+  "Butanol-Methanol": 31392,
+  "C-oleate": 31229,
+  "C-palmitate": 31598,
+  "C-peptide": 31567,
+  "C16-sphingosine": 31546,
+  "C17-4-hydroxysphinganine": 30857,
+  "C17-sphinganine": 31124,
+  "C17-sphingosine": 30868,
+  "C18-3-ketophinganine": 31088,
+  "C18-3-ketosphinganine": 30833,
+  "C18-3-ketosphingosine": 30885,
+  "C18-4-hydroxysphinganine": 30851,
+  "C18-sphinganine": 30863,
+  "C18-sphingosine": 30896,
+  "C20-3-ketosphinganine": 30901,
+  "C20-4-hydroxysphinganine": 30987,
+  "C20-sphinganine": 31105,
+  "C20-sphingosine": 31377,
+  "C32-C38-phosphatidylethanolamine": 31073,
+  "C4-hydroxylase": 31313,
+  "C6-glucosylsphingosine": 30910,
+  "CARDIoGRAMplusC4D": 30839,
+  "CDP-diacylglycerol": 31253,
+  "CPhospholipid": 30611,
+  "Cardiolipin": 30726,
+  "Cholesteryl-d7-palmitate": 30938,
+  "CoimmunoprecipitationsImmunoprecipitations": 31063,
+  "Cre-recombinase": 31163,
+  "Cyto-Pak": 31434,
+  "CytoSoft": 31539,
+  "D-erythro-sphinganine": 30637,
+  "D-glucopyranoside": 31157,
+  "D-glucosaminide": 31020,
+  "D-glucose": 31589,
+  "D-ribofuranoside": 30916,
+  "DHA-phospholipids": 30582,
+  "Di-sialylated": 31268,
+  "DiHETrEs": 31249,
+  "DiHOME": 31625,
+  "DiHOMEs": 31522,
+  "DiHexCer": 31129,
+  "DiHexCers": 31311,
+  "DiaSys": 31390,
+  "Diacylglycerides": 31051,
+  "Diet-dependent": 31416,
+  "Digitalisierung": 31184,
+  "Dihydrosphingolipids": 30538,
+  "Dino-Lite": 31022,
+  "Direct-zol-96": 31028,
+  "Disappointingly": 31576,
+  "Discovery-Meta": 31548,
+  "Disfunctions": 31616,
+  "DisruptorGenie": 31195,
+  "Dyslipidaemia": 30541,
+  "Ellipses": 31368,
+  "Erythrophagocytic": 30899,
+  "FO-ATPase": 31519,
+  "FluoroBrite": 31380,
+  "Fluorometer": 31347,
+  "Fluoromount-G": 31076,
+  "Fluorophore-conjugated": 31493,
+  "GPTase": 31545,
+  "Ganglioside": 31165,
+  "Genome-wide": 30930,
+  "Glucosylsphingosine": 31041,
+  "Glycerolipid": 30720,
+  "Glycerophospholipid": 30731,
+  "Glycerophospholipids": 30688,
+  "Gogate": 31575,
+  "Goldfine": 31612,
+  "H-ATPase": 31483,
+  "HDL-cholesterol": 30895,
+  "IGF1R-mediatedglycolysisis": 31071,
+  "ILLUMINACLIP": 31592,
+  "Irga6": 32083,
+  "Jaccard": 31273,
+  "L-carnitine": 31601,
+  "L-glutamine": 31310,
+  "L-serine": 31376,
+  "LDL-cholesterol": 31355,
+  "LIPIDMPAS": 30740,
+  "LIPIDOMIX": 30703,
+  "Lipid-cell": 30711,
+  "Lipid-lowering": 30741,
+  "Lipid-modulating": 30768,
+  "Lipid-related": 30714,
+  "Lipid-supplemented": 30734,
+  "Lipid-wide": 30554,
+  "LipidCompass": 30713,
+  "LipidCreator": 30712,
+  "LipidEffectF": 30671,
+  "LipidLynxX": 30665,
+  "LipidMSv3": 30654,
+  "LipidMaps": 30735,
+  "LipidMatch": 30737,
+  "LipidXplorer": 30563,
+  "Lipidomix": 30687,
+  "Lipostar": 30867,
+  "LipotypeXplorer": 30965,
+  "LipotypeZoom": 31194,
+  "Lipydizer": 31490,
+  "Liverpool": 31482,
+  "Lolium": 31527,
+  "Lyso-IP": 31142,
+  "Lyso-PAF": 31112,
+  "Lyso-tune": 31182,
+  "LysoPC": 30879,
+  "LysoPC-mono": 30903,
+  "LysoPC-poly": 30900,
+  "LysoPC-sat": 30913,
+  "LysoPC-total": 30914,
+  "LysoPCs": 30933,
+  "LysoPE-poly": 31143,
+  "LysoPE-sat": 31009,
+  "LysoPE-total": 31138,
+  "LysoPL-total": 30843,
+  "LysoPLs": 30929,
+  "Lysophosphatidylcholine": 30702,
+  "Lysophosphatidylcholines": 31173,
+  "Lysophosphatidylethanolamines": 31247,
+  "Lysosome-associated": 31640,
+  "Lysospecies": 31278,
+  "Ministerium": 31264,
+  "MonoGlcCer": 31149,
+  "Monoglucosylceramides": 30975,
+  "Monoisotopic": 31203,
+  "Monosialodihexosylgangliosides": 31058,
+  "Monounsaturated": 31378,
+  "Mowiol": 31398,
+  "N-acyl-lysophosphatidylethanolamine": 31060,
+  "N-acylsphingosine": 30919,
+  "N-decanoyl-D-erythro-sphingosine": 30634,
+  "N-dimethyl-N-methyleneanaminium": 30884,
+  "N-heptadecanoyl-D-erythro-sphingosine": 30639,
+  "N-heptadecanoyl-D-erytro-sphingosylphosphorylcholine": 31062,
+  "N-lauroyl-D-erythro-sphingosine": 30603,
+  "N-palmitoyl-D-erythro-sphingosylphosphorylcholine": 30604,
+  "N-palmitoyl-d3-glucocerebroside": 30962,
+  "N-pentadecanoyl-psychosine": 30984,
+  "NS-ceramide": 31554,
+  "Non-cardiac": 31512,
+  "NucleoSpin": 31622,
+  "Nucleofection": 31346,
+  "Nucleofector": 31322,
+  "O-acyltransferase": 30989,
+  "O-glycosylated": 31531,
+  "PE-increase": 31535,
+  "PI-3-kinase": 31006,
+  "Perilipin-1": 30633,
+  "PhosphorImager": 31621,
+  "Physcomitrium": 31137,
+  "Polybrene": 31568,
+  "Polymicro": 31559,
+  "Polyplus": 31290,
+  "Polyscience": 31486,
+  "Polysciences": 31555,
+  "S-59-adenosyl-methionine": 31018,
+  "S-adenosylmethionine": 31024,
+  "S-phase": 31382,
+  "SNP-lipid": 30575,
+  "Schizochytrium": 30838,
+  "Single-nucleus": 31497,
+  "Sphinganine-1-Phosphate": 31068,
+  "Sphingolipidomic": 30764,
+  "Sphingosine-1-phosphate": 31045,
+  "Steady-state": 31371,
+  "Swainsonine": 31413,
+  "SwissLipids": 30769,
+  "TBUnivariate": 31645,
+  "Tetracosactide": 30905,
+  "Thr-kinase": 31418,
+  "Tri-Carb": 31433,
+  "TriHexCer": 31128,
+  "TriHexCers": 31180,
+  "TriReagent": 31101,
+  "TriVersa": 30874,
+  "Triacylglycerols": 31341,
+  "Triple-TOF": 31430,
+  "Tris-Cl": 31438,
+  "Tris-HCl": 31207,
+  "Triticum": 31400,
+  "Triton-100": 31594,
+  "Triton-X": 31350,
+  "TritonX-100": 31233,
+  "Triversa": 31565,
+  "Zn-superoxide": 31389,
+  "accutase": 31671,
+  "acdase": 32030,
+  "acetoacetate": 31225,
+  "acid-phospholipids": 30755,
+  "actin-myosin": 31574,
+  "acute-phase": 31387,
+  "acyl-glycerophospholipids": 30612,
+  "acylcarnitine": 30845,
+  "acylceramide": 31175,
+  "acylglycerol": 31795,
+  "acylsphingosine": 31123,
+  "acyltransferase": 30973,
+  "adipokine": 31839,
+  "aerocyte": 31762,
+  "agbase": 32056,
+  "alkenyl-phosphatidylcholine": 31209,
+  "alkenyl-phosphatidylethanolamine": 30999,
+  "alkenylphosphatidylethanolamine": 31070,
+  "alkylphosphatidylethanolamine": 31262,
+  "allogenic": 31897,
+  "alveol": 32052,
+  "amidohydrolase": 31354,
+  "aminoglycerophospholipids": 30663,
+  "aminophospholipid": 30792,
+  "aminophospholipid-AGEs": 30632,
+  "aminophospholipids": 30709,
+  "amyot": 32054,
+  "analysisbase": 32022,
+  "anandamide": 31386,
+  "angiogram": 31783,
+  "anilinonaphthalene-sulphonate": 31035,
+  "annotate": 30958,
+  "anti-5HT4": 31212,
+  "anti-AKT": 31600,
+  "anti-ARAF": 31099,
+  "anti-B7": 31374,
+  "anti-BRAF": 31130,
+  "anti-CD34": 31466,
+  "anti-CD9": 31139,
+  "anti-CRAF": 30898,
+  "anti-E-Cadherin": 31012,
+  "anti-E-cadherin": 30902,
+  "anti-EEA1": 31234,
+  "anti-ERK2": 31323,
+  "anti-GAD65": 31255,
+  "anti-GM2": 31113,
+  "anti-GluT1": 31456,
+  "anti-Golgin-97": 30906,
+  "anti-HIV": 30897,
+  "anti-IGF1R": 31443,
+  "anti-IGF2": 31630,
+  "anti-LAMP1": 31133,
+  "anti-MAP2": 31561,
+  "anti-N-cadherin": 30990,
+  "anti-NRAS": 31272,
+  "anti-Nanog": 31465,
+  "anti-Oct3": 31260,
+  "anti-PDX-1": 30971,
+  "anti-PI3K": 31571,
+  "anti-PODXL": 31159,
+  "anti-Phospho": 31596,
+  "anti-SNX2": 31188,
+  "anti-SOX17": 31197,
+  "anti-SOX2": 31459,
+  "anti-Shiga": 31230,
+  "anti-Tubulin": 31300,
+  "anti-Twist1": 31478,
+  "anti-Vps35": 31242,
+  "anti-atherogenic": 30749,
+  "anti-cofilin": 31618,
+  "anti-correlated": 31553,
+  "anti-diabetic": 31647,
+  "anti-glial": 31455,
+  "anti-goat": 31634,
+  "anti-hNuc": 31259,
+  "anti-human": 30869,
+  "anti-hypertensive": 31161,
+  "anti-hypertensives": 31146,
+  "anti-inflammatory": 30866,
+  "anti-mature": 31411,
+  "anti-mouse": 31094,
+  "anti-myc": 30894,
+  "anti-orthoflavivirus": 31066,
+  "anti-oxidants": 31620,
+  "anti-p-IGF1R": 30940,
+  "anti-pS129": 31241,
+  "anti-pS409": 31196,
+  "anti-pSer202": 30946,
+  "anti-phospho": 31353,
+  "anti-phospho-AKT": 31046,
+  "anti-ppERK1": 30889,
+  "anti-ppMEK1": 30882,
+  "anti-pro-SP-B": 31065,
+  "anti-pro-SP-C": 31089,
+  "anti-rabbit": 31164,
+  "anti-ricin": 31638,
+  "anti-sense": 31491,
+  "anti-tumor": 31450,
+  "anti-vimentin": 31644,
+  "antibiot": 31751,
+  "antibod": 32034,
+  "antibody-protein": 31342,
+  "anticoag": 32009,
+  "anticoagulated": 32003,
+  "antifade": 31393,
+  "antigen-affinity": 31542,
+  "antigen-specific": 31489,
+  "antik": 32066,
+  "antimyelin": 31496,
+  "antipl": 32042,
+  "antiseroton": 31720,
+  "antiserotonin": 31171,
+  "apathogenic": 31611,
+  "apolipoprotein-based": 31560,
+  "apolipoproteins": 31251,
+  "arabinofuranoside": 31202,
+  "arnase": 32073,
+  "arylsulfatase": 31415,
+  "aspirate": 31849,
+  "atATGL-KO": 32084,
+  "atenol": 31662,
+  "atenolol": 31256,
+  "atherothromb": 31766,
+  "atherothrombotic": 31216,
+  "auto-immune": 31538,
+  "automate": 31888,
+  "beta-cardiac": 31463,
+  "beta-hexosaminidase": 30904,
+  "beta-hydroxybutyrate": 31040,
+  "beta-myosin": 31610,
+  "betaine": 31827,
+  "biogenic": 31883,
+  "biomol": 32001,
+  "bionotate": 31680,
+  "biphosphate": 31810,
+  "bisindol": 31655,
+  "bisindolylmaleimide": 30960,
+  "blipid": 30785,
+  "bllip": 31968,
+  "bllip-parserV": 31078,
+  "borosilicate": 31125,
+  "bound-O-acyltransferase": 30886,
+  "bphospholipid": 30790,
+  "brachypodium": 31294,
+  "bromodeoxyuridine": 31176,
+  "bromoenol": 31859,
+  "bronchopulmonary": 31867,
+  "cacodylate": 31254,
+  "carboxamide": 31997,
+  "carboxanilide": 31585,
+  "cardio-metabolic": 31572,
+  "cardiogram": 32024,
+  "cardiogramplusc4": 31286,
+  "cardiogramplusc4d": 31119,
+  "cardiolip": 30830,
+  "cardiolipin": 30580,
+  "cardiolipins": 30574,
+  "cardioprot": 32050,
+  "cardiorenal": 30815,
+  "cardiov": 31940,
+  "carnitine-palmitoyltransferase": 30893,
+  "catabol": 31998,
+  "catechol-O-methyltransferase": 30956,
+  "ccholine": 32081,
+  "cellline": 31973,
+  "centerline": 31158,
+  "ceramidase": 31646,
+  "ceramide-1-phosphase": 30966,
+  "cerebroside": 31053,
+  "chelate": 31771,
+  "chemoat": 32011,
+  "chemoin": 31945,
+  "chemoinformatics": 31623,
+  "chemok": 31976,
+  "chemolumines": 31337,
+  "chemores": 31996,
+  "chemoresistant": 31826,
+  "chemosensitivity": 31778,
+  "chemotherap": 31717,
+  "chemotypes": 31604,
+  "chloroform-methanol": 31476,
+  "cholangio": 31911,
+  "cholangio-pancreatography": 31047,
+  "cholesterol-acetate": 31547,
+  "cholesteryl-d7-palmitate": 30950,
+  "classesLipid": 30736,
+  "classeslipid": 30783,
+  "clipping": 31782,
+  "cnpase": 31929,
+  "coimmunoprecipitations": 31716,
+  "commensurate": 31900,
+  "compendium": 31301,
+  "compose": 31885,
+  "condensate": 31869,
+  "conduritol": 31235,
+  "controlGlucose": 31412,
+  "controlglucose": 31659,
+  "cosine": 31457,
+  "coversliped": 31866,
+  "coverslipped": 31904,
+  "cphospholipid": 30644,
+  "criterium": 31886,
+  "cross-disease": 31627,
+  "curate": 31752,
+  "curviline": 31982,
+  "cyproteronacetate": 31081,
+  "cystathionine": 31451,
+  "cytidine": 31274,
+  "cytidylyltransferase": 31096,
+  "cytolysis": 31877,
+  "cytomix": 31822,
+  "cytopathic": 30881,
+  "cytoreductive": 31586,
+  "cytoscape": 31779,
+  "cytoseal": 31931,
+  "cytosoft": 31670,
+  "cytospin": 32038,
+  "d-glucopyranoside": 31217,
+  "d7-cholesterol": 31296,
+  "daysCholesterol": 31179,
+  "dayscholesterol": 31331,
+  "decelerate": 31817,
+  "deferoxamine": 31642,
+  "dehydrate": 31874,
+  "dehydroceramide": 31514,
+  "dehydrosphingosine": 31092,
+  "delicate": 31824,
+  "deoxyglucose": 31739,
+  "deoxynucleotidyl": 31244,
+  "desaturase": 30991,
+  "deviate": 31768,
+  "di-oleoyl": 31086,
+  "di-oleoyl-BMP": 31055,
+  "di-oleoyl-PC": 30992,
+  "di-sialyated": 30860,
+  "di-sialylated": 31134,
+  "di-unsaturated": 31126,
+  "di20": 31892,
+  "diHETE": 31344,
+  "diHETrE": 31543,
+  "diHEtrE": 31563,
+  "diabetes-related": 31127,
+  "diacyl": 30936,
+  "diacylglycer": 31320,
+  "diacylglyceride": 30569,
+  "diacylglycerideDAG14": 31059,
+  "diacylglyceridedag14": 31104,
+  "diacylglycerides": 31111,
+  "diacylglycerol-O-acyltransferase": 30635,
+  "diacylglycerols": 30955,
+  "diacylglycerophosph": 31108,
+  "diacylglycerophosphocholine": 30628,
+  "diacylglycerophosphoglycerol": 30606,
+  "diacylglycerophospholipids": 30534,
+  "diacylglyceryl": 30985,
+  "diag": 32013,
+  "diagnost": 31941,
+  "diagnostically": 31776,
+  "diamidin": 32035,
+  "diamidine": 30818,
+  "diaphrag": 31956,
+  "diasys": 31763,
+  "diaw": 32051,
+  "diazomethane": 31992,
+  "dicarboxylate": 30706,
+  "dicot": 31674,
+  "dicots": 31667,
+  "dictionary-based": 31637,
+  "dide": 30827,
+  "dideoxy": 31162,
+  "dien": 32061,
+  "dienogest": 31363,
+  "dienoyl": 31759,
+  "diestrus": 31281,
+  "diet-affected": 31460,
+  "diet-induced": 31279,
+  "diet24": 31843,
+  "difco": 32065,
+  "differentiates": 31862,
+  "differentiations": 31804,
+  "differentiator": 31823,
+  "difluorophenylsulfonamine": 30616,
+  "digitalisierung": 31306,
+  "diglyceride": 30586,
+  "diglycerides": 31332,
+  "dih": 31906,
+  "diheptadecanoyl": 31106,
+  "diheptadecanoyl-sn-glycero-3": 30964,
+  "dihete": 31726,
+  "dihetre": 31654,
+  "dihetres": 31271,
+  "dihexcer": 31679,
+  "dihexcers": 31689,
+  "dihexose": 30750,
+  "dihexosylceramide": 30567,
+  "dihome": 31656,
+  "dihomes": 31687,
+  "dihomo": 31750,
+  "dihomo-gamma-linolenic": 30922,
+  "dihydroceramide": 30579,
+  "dihydroceramides": 31166,
+  "dihydrochloride": 30701,
+  "dihydrosphingolipids": 30535,
+  "dihydrosphingomyelin": 31075,
+  "dihydrosphingomyelins": 30998,
+  "dihydrox": 31908,
+  "dihydroxyacetone": 31557,
+  "dihydroxyeicosatetraenoic": 30921,
+  "dihydroxyeicosatrienoic": 30883,
+  "dihydroxyl": 31808,
+  "diluting": 31761,
+  "dimethylated": 31825,
+  "dimethylformamide": 30721,
+  "dimethylglyc": 31754,
+  "dimethylglycine": 30752,
+  "dimethylthia": 31675,
+  "dimorphic": 31794,
+  "dimorphism": 31660,
+  "dimyristoyl": 31339,
+  "dino": 31987,
+  "dioctanoyl": 31718,
+  "dion": 32070,
+  "dipalmit": 31764,
+  "dipalmitoyl": 31135,
+  "dipalmitoylphosphatidylcholine": 30592,
+  "diphosph": 31963,
+  "diphosphate-DG": 31510,
+  "diphosphocholine": 30705,
+  "diphosphoethanolamine": 30601,
+  "diploids": 31734,
+  "dipped": 31838,
+  "diqc": 31927,
+  "direct-infusion": 31505,
+  "directionally": 31901,
+  "disagg": 31960,
+  "disagreements": 31813,
+  "disatur": 31690,
+  "disaturated": 31785,
+  "discernably": 31816,
+  "discerned": 31831,
+  "discharg": 31983,
+  "dischargeNANA3": 31495,
+  "dischargenan": 31910,
+  "discoverer": 31979,
+  "discoveryreplication": 31334,
+  "discreet": 31807,
+  "discriminat": 31781,
+  "disease-affected": 31536,
+  "disease-associated": 30873,
+  "disease-focused": 31410,
+  "disease-related": 31172,
+  "disease-specific": 31131,
+  "disease10": 31880,
+  "disease21": 31863,
+  "disease23": 31821,
+  "disease89": 31905,
+  "diseases4": 31887,
+  "disentangle": 31806,
+  "disequilibrium-associated": 31488,
+  "disesae": 31552,
+  "disfav": 31738,
+  "disfavor": 31227,
+  "disfunction": 31211,
+  "disfunctions": 31744,
+  "disialic": 31384,
+  "disolved": 31799,
+  "disor": 31974,
+  "dispase": 30797,
+  "displacing": 31893,
+  "disrup": 31952,
+  "disruptorgen": 31691,
+  "dissections": 31896,
+  "dissociating": 31735,
+  "distachy": 31673,
+  "distachyon": 31582,
+  "distinc": 31944,
+  "distinctively": 31788,
+  "disting": 31978,
+  "distinguishment": 31870,
+  "dithioth": 31965,
+  "ditr": 31933,
+  "diunsaturated": 31441,
+  "diversify": 31809,
+  "diz": 31923,
+  "dizygotic": 30978,
+  "double-immunostained": 31578,
+  "down-regulate": 31432,
+  "dyslipid": 30775,
+  "dyslipidaemia": 30530,
+  "dyslipidemias": 30802,
+  "dyslipidemic": 30656,
+  "early-phase": 31641,
+  "easyCyte": 31360,
+  "easycyte": 31725,
+  "eccrine": 31805,
+  "eclipseplus": 31989,
+  "efferocytosis": 31851,
+  "elipot": 32055,
+  "ellips": 32029,
+  "ellipses": 31284,
+  "elongase": 31792,
+  "endobronchial": 31840,
+  "endocann": 31921,
+  "endocannabin": 32062,
+  "endocannabinoid": 31728,
+  "endocannabinoids": 31015,
+  "endocyt": 32016,
+  "endocytosed": 30751,
+  "endod": 31925,
+  "endodermal": 31439,
+  "endoduplication": 31295,
+  "endone": 32012,
+  "endoneurial": 31231,
+  "endophen": 32058,
+  "endophenotype": 31532,
+  "endophenotypes": 30892,
+  "endored": 32010,
+  "endoreduplication": 31043,
+  "endosc": 32076,
+  "endosome-derived": 31470,
+  "endosym": 31914,
+  "endosymbiont": 31191,
+  "endotoxin-induced": 31590,
+  "endotypes": 31626,
+  "eol": 32019,
+  "equilibrate": 31811,
+  "ergosterol": 30608,
+  "ergosterolester": 31304,
+  "ergosteryl": 31643,
+  "erythroblasts": 31828,
+  "erythrophagocytic": 30909,
+  "ethanolamide": 31841,
+  "ethanolamine": 30949,
+  "ether-lipids": 30719,
+  "ether-phosphatidylcholine": 31367,
+  "ether-phospholipid": 30722,
+  "ether-phospholipids": 30725,
+  "ethinylestradiol": 30858,
+  "europium": 31767,
+  "exome-wide": 31348,
+  "extra-uterine": 31521,
+  "extrapulmonary": 31814,
+  "famine": 31855,
+  "ferrocyanide": 31257,
+  "first-line": 31283,
+  "flipped": 31879,
+  "flipping": 31775,
+  "flow-rate": 31315,
+  "fluorobrite": 31714,
+  "fluorochrome": 31357,
+  "fluorometer": 31685,
+  "fluorometric": 31395,
+  "fluoromount": 31704,
+  "fluoroorotic": 31335,
+  "formedium": 31971,
+  "galactocerebrocide": 30979,
+  "galactosylceramidase": 30917,
+  "galactosylceramide": 30846,
+  "ganglioside": 30872,
+  "gas-phase": 31266,
+  "gcase": 31993,
+  "generic-purpose": 31423,
+  "genome-wide": 30871,
+  "globotriaosylceramide": 31004,
+  "glucocerebrosidase": 30856,
+  "glucocerebroside": 31314,
+  "glucolip": 31969,
+  "glucolipotoxicity": 31435,
+  "glucopyranoside": 31903,
+  "glucosylceramidase": 30853,
+  "glucosylceramide": 30844,
+  "glucosylceramide-lactosylceramide-ganglioside": 31044,
+  "glucosylcermide": 31016,
+  "glucosylsphingosine": 30837,
+  "glyceraldehyde-3-phosphate": 30923,
+  "glycerol-3-phosphate": 30852,
+  "glycerolipid": 30584,
+  "glycerolipids": 30583,
+  "glyceronephosphate": 31333,
+  "glycerophosholipid": 30660,
+  "glycerophosphate": 32002,
+  "glycerophosphoethanolamine": 30907,
+  "glycerophospholipid": 30581,
+  "glycerophospholipidome": 30662,
+  "glycerophospholipids": 30578,
+  "glyco": 30796,
+  "glycolipids": 30527,
+  "glycosidic": 30697,
+  "glycosphigolipid": 30526,
+  "glycosphigolipid-dominated": 30525,
+  "glycosphing": 30793,
+  "glycosphingolid": 30655,
+  "glycosphingolipid": 30523,
+  "glycosphingolipid-metabolizing": 30524,
+  "glycosphingolipids": 30522,
+  "glycosylceramides": 30772,
+  "glyoxylate": 31402,
+  "goldfine": 31665,
+  "gptase": 31757,
+  "guanine-nucleotide": 30763,
+  "haase": 32020,
+  "health-to-disease": 31093,
+  "hematocytometer": 31448,
+  "hemocytometer": 31498,
+  "hepatopathies": 30814,
+  "hepatopathy": 30561,
+  "hexanucle": 31731,
+  "hexanucleotides": 31321,
+  "hexosaminidase": 31156,
+  "hexose": 31091,
+  "hexosyl-ceramide": 31097,
+  "hexosylceramide": 30848,
+  "high-density-lipoprotein": 30977,
+  "high-dose": 31605,
+  "high-sodium": 31397,
+  "hydroxycholesterol": 31292,
+  "hydroxylamine": 31884,
+  "hydroxysphinganine": 31109,
+  "hyper-active": 31597,
+  "hyper-rectangles": 31206,
+  "hyperactiv": 31953,
+  "hyperactivate": 30694,
+  "hyperactivated": 31846,
+  "hyperactivates": 31648,
+  "hyperactivation": 31784,
+  "hypercholesteremia": 30675,
+  "hypercholesterolemic": 31786,
+  "hypercortisolism": 30855,
+  "hypergeometric": 30865,
+  "hyperglycem": 31743,
+  "hyperlipid": 30559,
+  "hyperlipidaemia": 30528,
+  "hyperlipidemic": 30543,
+  "hypermutation": 31677,
+  "hyperparam": 32021,
+  "hyperparameter": 31558,
+  "hyperphosphoryl": 31693,
+  "hyperphosphorylated": 31780,
+  "hyperphosphorylation": 31774,
+  "hyperpig": 31682,
+  "hyperpigmentation": 31154,
+  "hyperplane": 31362,
+  "hyperproduction": 31564,
+  "hyperrespons": 31964,
+  "hyperresponsiveness": 31524,
+  "hypertension7": 31858,
+  "hypertensives": 32082,
+  "hypertriglycerid": 31915,
+  "hypertriglyceridemic": 31406,
+  "hypoglycem": 31657,
+  "hypolipidemia": 30529,
+  "hypotaurine": 30728,
+  "hypothermosol": 30661,
+  "hypothesise": 31772,
+  "hypoton": 32026,
+  "hypotonized": 31566,
+  "illuminaclip": 31742,
+  "immune-associated": 31421,
+  "immune-cell": 31526,
+  "immune-mediated": 31299,
+  "immune-recruiting": 31405,
+  "immune-related": 31595,
+  "immunity4": 31864,
+  "immunizations": 31819,
+  "immunode": 32045,
+  "immunoflu": 32027,
+  "immunofluoresence": 31818,
+  "immunoh": 31995,
+  "immunolabeled": 31833,
+  "immunoprecipitate": 30798,
+  "immunoprecipitating": 31872,
+  "immunoprecipitations": 31909,
+  "immunopro": 32071,
+  "immunoprocessed": 31454,
+  "immunoreg": 31907,
+  "immunoregulation": 31359,
+  "immunoregulator": 31215,
+  "immunoregulatory": 31116,
+  "immunorese": 31957,
+  "immunosen": 31942,
+  "immunosenescence": 31449,
+  "immunosupp": 32018,
+  "immunosuppressant": 31852,
+  "immunosuppressed": 31844,
+  "immunotherap": 31712,
+  "in-line": 31404,
+  "incline": 31791,
+  "indium": 31898,
+  "infinium": 32047,
+  "inflate": 31835,
+  "infusate": 31243,
+  "inline": 31815,
+  "inoculate": 31003,
+  "inosine": 31845,
+  "inositolphosphate": 31856,
+  "inositolphosphorylceramide": 30849,
+  "interleukin-1": 31293,
+  "interleukin-6": 31361,
+  "interpolate": 31850,
+  "interrelate": 31528,
+  "interrogate": 31834,
+  "interstitium": 31860,
+  "intra-plate": 31345,
+  "intramyocellular": 31224,
+  "ionocyte": 31777,
+  "jaccard": 31275,
+  "ketophinganine": 31340,
+  "ketosphinganine": 31100,
+  "ketosphingonine": 31098,
+  "ketosphingosine": 31114,
+  "klose": 31949,
+  "knowledgebase": 31842,
+  "l-alanyl-l-glutamine": 31017,
+  "lactosylceramide": 30926,
+  "later-phase": 31484,
+  "lecithin-cholesterol": 31021,
+  "leukotriene": 31793,
+  "leukotrienes": 31661,
+  "liberate": 31847,
+  "linoleate": 31581,
+  "lipases": 31141,
+  "lipc": 31980,
+  "lipea": 31533,
+  "lipeb": 31408,
+  "lipg": 31926,
+  "lipid-adjusted": 30585,
+  "lipid-associated": 30692,
+  "lipid-based": 30710,
+  "lipid-carrying": 30739,
+  "lipid-centric": 30659,
+  "lipid-class": 30754,
+  "lipid-containing": 30747,
+  "lipid-coronary": 30707,
+  "lipid-dependent": 30732,
+  "lipid-focused": 30756,
+  "lipid-gene": 30594,
+  "lipid-genes": 30693,
+  "lipid-induced": 30733,
+  "lipid-like": 30743,
+  "lipid-loci": 30602,
+  "lipid-lowering": 30589,
+  "lipid-mediated": 30744,
+  "lipid-metabolism": 30724,
+  "lipid-metabolism-specific": 30631,
+  "lipid-modulating": 30759,
+  "lipid-protein": 30742,
+  "lipid-related": 30577,
+  "lipid-rich": 30685,
+  "lipid-scavenger": 30758,
+  "lipid-species-associated": 30615,
+  "lipid-specific": 30698,
+  "lipid-supplemented": 30771,
+  "lipidbl": 30832,
+  "lipidblast": 30562,
+  "lipidcompass": 30787,
+  "lipidcre": 30824,
+  "lipidcreator": 30781,
+  "lipideffect": 30794,
+  "lipidex": 30826,
+  "lipidic": 30795,
+  "lipidlynx": 30782,
+  "lipidmaps": 30690,
+  "lipidmatch": 30791,
+  "lipidmp": 30821,
+  "lipidms": 30816,
+  "lipidmsv3": 30683,
+  "lipidom": 30825,
+  "lipidoma": 30807,
+  "lipidome": 30630,
+  "lipidome-based": 30658,
+  "lipidome-wide": 30540,
+  "lipidomes": 30636,
+  "lipidomic": 30629,
+  "lipidomics": 30607,
+  "lipidomicstandard": 30645,
+  "lipidomicstandards": 30623,
+  "lipidomix": 30780,
+  "lipidont": 30828,
+  "lipidontology": 30677,
+  "lipidquant": 30831,
+  "lipids10": 30808,
+  "lipids38": 30810,
+  "lipids6": 30813,
+  "lipidsearch": 30820,
+  "lipidsig": 30829,
+  "lipidview": 30817,
+  "lipidx": 30805,
+  "lipidxpl": 30784,
+  "lipidxplorer": 30643,
+  "lipidyzer": 30823,
+  "lipofect": 32006,
+  "lipofuscin": 31414,
+  "lipofuscinosis": 31136,
+  "lipogenic": 30773,
+  "lipokine": 30812,
+  "lipolytic": 31796,
+  "lipone": 31972,
+  "liponeogenesis": 31381,
+  "lipophag": 32048,
+  "lipophagic": 31473,
+  "lipophagy": 31730,
+  "lipopolysaccharides": 31812,
+  "lipoprotein-cholesterol": 30723,
+  "lipoprotein-derived": 31507,
+  "lipoprotein-lipase": 30730,
+  "lipostar": 31705,
+  "liposuction": 31540,
+  "lipotoxicity": 31189,
+  "lipotype": 30941,
+  "lipotypes": 31787,
+  "lipotypexplorer": 31115,
+  "lipotypezoom": 31307,
+  "lipoxid": 31924,
+  "lipoxidative": 31379,
+  "lipoxins": 31736,
+  "lipoxygen": 32000,
+  "lipoxygenase": 30800,
+  "lipoxygenases": 31308,
+  "lipydizer": 31732,
+  "liverpool": 31765,
+  "loci-lipid": 30746,
+  "lol": 31975,
+  "longtine": 31991,
+  "low-carbohydrate": 31352,
+  "low-density-lipoprotein": 30952,
+  "low-dose": 31305,
+  "lubridate": 31509,
+  "luxol": 31798,
+  "lyso": 30983,
+  "lyso-GP": 30842,
+  "lyso-GPs": 30864,
+  "lyso-IP": 31218,
+  "lyso-PA": 31200,
+  "lyso-PC": 30932,
+  "lyso-PE": 31110,
+  "lyso-PI": 31117,
+  "lyso-PL": 30934,
+  "lyso-PS": 31237,
+  "lyso-derivatives": 31144,
+  "lyso-lipid": 30542,
+  "lyso-lipids": 30531,
+  "lyso-phospatidylcholines": 31008,
+  "lyso-phosphatidate": 30570,
+  "lyso-phosphatidylcholine": 30566,
+  "lyso-phosphatidylethanolamine": 30564,
+  "lyso-phosphatidylethanolamine-ether": 30996,
+  "lyso-phosphatidylglycerol": 30572,
+  "lyso-phosphatidylinisitole": 31007,
+  "lyso-phosphatidylinositol": 30595,
+  "lyso-phosphatidylserine": 30593,
+  "lyso-phospholipid": 30550,
+  "lyso-phospholipids": 30551,
+  "lysoIP": 31239,
+  "lysoPC": 30877,
+  "lysoPCs": 30935,
+  "lysoPI": 31479,
+  "lysoPLs": 31603,
+  "lysoalk": 31706,
+  "lysoalkenylphosphatidylethanolamine": 30638,
+  "lysoglycerophospholipids": 30533,
+  "lysoip": 31715,
+  "lysolec": 31981,
+  "lysolecithin": 31219,
+  "lysolipid": 30552,
+  "lysolipids": 30555,
+  "lysop": 31961,
+  "lysopa": 31913,
+  "lysopc": 31672,
+  "lysopcs": 31719,
+  "lysope": 32004,
+  "lysopes": 31994,
+  "lysoph": 32041,
+  "lysophasph": 31269,
+  "lysophasphatidylglycerol": 30614,
+  "lysophophatidylethanolamines": 30957,
+  "lysophosholipid": 30545,
+  "lysophosholipids": 30547,
+  "lysophosphatic": 31832,
+  "lysophosphatid": 32031,
+  "lysophosphatidate": 30762,
+  "lysophosphatidic": 30931,
+  "lysophosphatidyl": 32044,
+  "lysophosphatidylcholine": 30576,
+  "lysophosphatidylcholineLPC83": 30974,
+  "lysophosphatidylcholinel": 31338,
+  "lysophosphatidylcholines": 30840,
+  "lysophosphatidylethanolamine": 30587,
+  "lysophosphatidylethanolamineLPE3": 31080,
+  "lysophosphatidylethanolaminel": 31288,
+  "lysophosphatidylethanolamines": 30841,
+  "lysophosphatidylglycerol": 30700,
+  "lysophosphatidylglycerols": 31178,
+  "lysophosphatidylinositol": 30649,
+  "lysophosphatidylinositols": 31186,
+  "lysophosphatidylserine": 30648,
+  "lysophosphatidylserines": 31221,
+  "lysophosphoinositol": 30598,
+  "lysophosphoinositols": 30943,
+  "lysophospholipid": 30549,
+  "lysophospholipids": 30537,
+  "lysophosphotidyl": 31758,
+  "lysophosphotidylcholines": 31011,
+  "lysophposph": 31324,
+  "lysophposphatidylinositol": 30640,
+  "lysopi": 31696,
+  "lysopl": 31917,
+  "lysopls": 31741,
+  "lysops": 31918,
+  "lysosome-associated": 31534,
+  "lysosome-mediated": 31485,
+  "lysosome-related": 31467,
+  "lysospecies": 31426,
+  "mannosyl-inositol": 31102,
+  "mannosyl-inositolphosphorylceramide": 30994,
+  "mannosylinositolphosphorylceramide": 31039,
+  "massDatabase": 31205,
+  "melanocyte": 31876,
+  "mesylate": 31773,
+  "methacholine": 31132,
+  "methanesulfonate": 31583,
+  "methylamine": 31121,
+  "methylcellulose": 31797,
+  "methylcholine": 31854,
+  "methyleneanaminium": 31298,
+  "methyliodide": 31181,
+  "microbiome-lipidome": 30668,
+  "mid-phase": 31462,
+  "milliplex": 32059,
+  "mobile-phase": 31544,
+  "mono-sialyated": 30861,
+  "mono-sialylated": 31155,
+  "mono-unsaturated": 31325,
+  "monoab": 31990,
+  "monoacylglycer": 31753,
+  "monoacylglycero": 30927,
+  "monoacylglycerol": 30715,
+  "monoacylglycerols": 31316,
+  "monoacylglycerophosphocholines": 31014,
+  "monocot": 31749,
+  "monocots": 31769,
+  "monocyte-derived": 31326,
+  "monocyte-recruiting": 31511,
+  "monocyte-to-MDM": 31023,
+  "monodes": 31999,
+  "monodesaturation": 31591,
+  "monog": 31934,
+  "monogl": 32069,
+  "monoglccer": 31327,
+  "monogluc": 32077,
+  "monoglucosyl": 31708,
+  "monoglucosyl-acyl-ether-glycerol": 30573,
+  "monoglucosylceramides": 31107,
+  "monoglyc": 31688,
+  "monoglyceride": 30680,
+  "monoglycosylated": 30571,
+  "monoglycosylceramide": 30532,
+  "monohexosylceramides": 30887,
+  "monoisot": 31702,
+  "monoisotopic": 30850,
+  "monokine": 30803,
+  "monolysocardi": 30789,
+  "monolysocardiolipins": 30539,
+  "monomethyl": 31920,
+  "monomethylated": 31577,
+  "monomorphic": 31174,
+  "monomy": 32057,
+  "monomyristoylglycero": 31000,
+  "mononucleotide": 30560,
+  "monophase": 30811,
+  "monophasic": 31494,
+  "monosaccharide": 30717,
+  "monosaccharides": 31861,
+  "monosialic": 31383,
+  "monosialodihexosyl": 31120,
+  "monosomy": 30988,
+  "monoton": 32064,
+  "monotonous": 31399,
+  "monotonously": 31629,
+  "monoun": 31946,
+  "monounsaturated": 30880,
+  "monounsaturation": 31289,
+  "monov": 31928,
+  "monovette": 31312,
+  "monozyg": 31699,
+  "monozygotic": 31238,
+  "mowiol": 31649,
+  "multi-kinase": 31472,
+  "multidisease": 31452,
+  "multiline": 32043,
+  "mutate": 31875,
+  "myelopathy": 31882,
+  "myoc": 32005,
+  "myof": 32039,
+  "myofibrillar": 31878,
+  "myofilament": 31857,
+  "mzmine": 32033,
+  "n-oxide": 31619,
+  "nanol": 32080,
+  "nanomate": 32017,
+  "ncdase": 32049,
+  "necessitate": 31700,
+  "neckline": 31516,
+  "nickel-agarose": 31385,
+  "nicotinate": 31401,
+  "no-softclip": 31048,
+  "non-adipose": 31403,
+  "non-carcinogenic": 31550,
+  "non-cardiac": 31520,
+  "non-glucose": 31276,
+  "non-immune": 31407,
+  "non-myocyte": 30708,
+  "non-renal": 31464,
+  "non-tumorigenic": 31330,
+  "noncytotoxic": 31588,
+  "normolipidemic": 30664,
+  "nuclease-free": 31453,
+  "nuclei-containing": 31351,
+  "nucleofect": 31676,
+  "nucleofection": 31722,
+  "nucleofector": 31668,
+  "nucleospin": 31678,
+  "nucleot": 31938,
+  "octadecanoate": 31261,
+  "off-line": 31437,
+  "oleate": 31152,
+  "omega-hydroxy-shpingosine": 31057,
+  "on-line": 31471,
+  "one-phase": 31440,
+  "onithine": 31666,
+  "orthophosphate": 30835,
+  "orthovanadate": 31537,
+  "osmium": 31684,
+  "oxylip": 32067,
+  "oxylipin": 31170,
+  "oxylipins": 30878,
+  "palmitoyl-oleoyl-phosphatidylglycerol": 31084,
+  "palmitoyltransferase": 30969,
+  "pantothenate": 31240,
+  "pentahexose": 31220,
+  "pentahexosylceramide": 30915,
+  "perethinylestradiol": 31037,
+  "peri-operative": 31364,
+  "peribr": 31988,
+  "perilipin": 30704,
+  "perilipin-1": 30597,
+  "perineurial": 31349,
+  "periodical": 31837,
+  "peritum": 31695,
+  "peritumor": 31573,
+  "periventribular": 31429,
+  "periventricular": 31713,
+  "perpetuate": 31790,
+  "phagocytose": 30801,
+  "phagocytosis-associated": 31419,
+  "pheno-wide": 31250,
+  "phenome-wide": 30862,
+  "phenylindol": 31683,
+  "phophatidylglycerol": 30959,
+  "phopsholipidomic": 30617,
+  "phorbol-12-myristate-13-acetate": 30981,
+  "phosphase": 32040,
+  "phosphate-saline": 31469,
+  "phosphatidate": 30937,
+  "phosphatidyl-ethanolamine": 31145,
+  "phosphatidyldimethylethanolamine": 31245,
+  "phosphatidylethanol": 32028,
+  "phosphatidylethanolamine": 30947,
+  "phosphatidylethanolamine-N-methyltransferase": 31069,
+  "phosphatidylglycerol": 31036,
+  "phosphatidylmethanol": 31370,
+  "phosphatidylpropanolamine": 31248,
+  "phosphatidylthanolamine": 31148,
+  "phosphatidyltransferase": 31955,
+  "phospho-L-serine": 30605,
+  "phospho-inositides": 30980,
+  "phospho-rac": 31436,
+  "phosphocholine": 30696,
+  "phosphocholine-containing": 31190,
+  "phosphocol": 30788,
+  "phosphoethanolamine": 30809,
+  "phosphoglycer": 31936,
+  "phosphoglyceride": 30699,
+  "phosphoglycerides": 31569,
+  "phosphoglycerolipid": 30546,
+  "phosphoglycerolipids": 30544,
+  "phosphoin": 31959,
+  "phosphoinositides": 31651,
+  "phosphoinositol": 30822,
+  "phosphoinositols": 31614,
+  "phospholipases": 30716,
+  "phospholipid-metabolizing": 30557,
+  "phospholipid-synthesizing": 30556,
+  "phospholipidome": 30536,
+  "phospholipidomic": 30553,
+  "phospholipids-only": 30558,
+  "phosphoric": 31967,
+  "phosphorimager": 31697,
+  "phosphorylating": 31889,
+  "phosphorylation-dependent": 31599,
+  "phosphorylation-specific": 31474,
+  "phosphorylceramide": 30689,
+  "phosphoserine": 30819,
+  "phosphotransferase": 30650,
+  "phosphotung": 31727,
+  "phosphotungstic": 31030,
+  "physcomitrium": 31291,
+  "phytosphingosine": 30908,
+  "plasmenyl-phosphatidylcholine": 31147,
+  "plasmenyl-phosphatidylethanolamine": 30925,
+  "plasmenyl-phospholipids": 30674,
+  "poly-D-lysine": 30609,
+  "poly-L-onithine": 30610,
+  "poly-L-ornithine": 30600,
+  "poly-L-ornithine-coated": 30968,
+  "poly-unsaturated": 31285,
+  "polyacr": 31984,
+  "polybrene": 31267,
+  "polydips": 31966,
+  "polydipsia": 31277,
+  "polyfluor": 32053,
+  "polyfluoroalkyl": 30945,
+  "polymicro": 31740,
+  "polymorpha": 31868,
+  "polyneuropath": 31701,
+  "polyneuropathies": 31151,
+  "polypept": 32068,
+  "polyphagia": 31803,
+  "polyplus": 31746,
+  "polyprotein": 31848,
+  "polyrad": 31922,
+  "polyradiculoneuropathy": 30613,
+  "polyscience": 31729,
+  "polysciences": 31652,
+  "polysiloxane": 31515,
+  "polytetra": 31962,
+  "polytetrafluoroethylene": 30951,
+  "polyun": 31947,
+  "polyunsaturation": 31881,
+  "polyunsature": 31977,
+  "polyunsatureated": 31444,
+  "polyuria": 31694,
+  "population-wide": 31602,
+  "portfol": 31681,
+  "post-nuclear": 31636,
+  "predetermine": 31525,
+  "prednisol": 32063,
+  "preimmune": 31658,
+  "prolinamide": 31177,
+  "pronephros": 31446,
+  "propan-2-ol": 30890,
+  "propanol": 31061,
+  "propanolamine": 31328,
+  "proportionate": 31865,
+  "propyleneoxide": 31391,
+  "protein-to-protease": 30912,
+  "pulse-chase": 31447,
+  "putrescine": 31442,
+  "quadruplicate": 31800,
+  "quantitate": 31853,
+  "rac-glycerol": 31580,
+  "radioimmunoprecipit": 31122,
+  "radioimmunoprecipitation": 30970,
+  "raffinose": 30870,
+  "rdnase": 31937,
+  "re-endocytosis": 31458,
+  "re-evaluate": 31425,
+  "recovery-phase": 31579,
+  "reiterate": 31500,
+  "renin-angiotensin": 31523,
+  "resting-state": 31365,
+  "retinamide": 31358,
+  "reverse-phase": 31208,
+  "reversed-phase": 31204,
+  "ribofuranoside": 31653,
+  "riboside": 31891,
+  "saccharide": 31562,
+  "sarcol": 31970,
+  "schizochytrium": 31095,
+  "segregate": 31895,
+  "semisol": 31745,
+  "seriol": 32075,
+  "shpingosine": 31664,
+  "significanceSNPPositionGeneChangeRefAltAFLipid": 30641,
+  "silica-guanidinium": 31223,
+  "single-dose": 31530,
+  "single-nucleotide": 30738,
+  "single-nucleus": 31356,
+  "single-phase": 31424,
+  "skyline": 31939,
+  "smase": 32079,
+  "sn-glycero-3-phosphocholine": 31025,
+  "sodium-lithium": 31632,
+  "softclip": 31703,
+  "solid-phase": 31394,
+  "sonicate": 31836,
+  "sphinganine": 31085,
+  "sphingolipid": 30622,
+  "sphingolipid-mediated": 30642,
+  "sphingolipid-sterol": 30548,
+  "sphingolipidome": 30651,
+  "sphingolipidomes": 30761,
+  "sphingolipidomic": 30588,
+  "sphingolipidomics": 30760,
+  "sphingolipids": 30621,
+  "sphingomyelinase": 31153,
+  "sphingosine-1-phosphate": 30891,
+  "sphingosylphosphorylcholine": 31118,
+  "spingosine": 31319,
+  "stachydrine": 31192,
+  "steady-state": 31318,
+  "steatohepatitis": 31366,
+  "stigmastatrienol": 31140,
+  "stockhol": 31950,
+  "study-wide": 31228,
+  "sub-genome-wide": 31029,
+  "sub-pmol": 31477,
+  "substantiate": 31830,
+  "sulfatide": 31074,
+  "sulforhodamine": 31287,
+  "sulfotransferase": 32023,
+  "sulphonate": 31958,
+  "sulphorhodamine": 31150,
+  "swainsonine": 31721,
+  "swisslipids": 30770,
+  "symbol-by-symbol": 30888,
+  "synucleinopathies": 31873,
+  "tachy": 32078,
+  "taurochenodeoxycholate": 30939,
+  "taurocholate": 31508,
+  "tbunivariate": 31698,
+  "telencephal": 31297,
+  "telencephalon": 30854,
+  "teleost": 31169,
+  "teleosts": 31198,
+  "tenecteplase": 31083,
+  "testoster": 32072,
+  "tetracosactide": 30834,
+  "tetrahexose": 31593,
+  "tetrahexosylceramide": 30911,
+  "tetramyristoylcardiolipin": 30625,
+  "tetroxide": 31711,
+  "thiocyanate": 31317,
+  "three-phase": 31427,
+  "thrombin-stimulated": 31506,
+  "thrombocytes": 31820,
+  "thrombolyt": 31748,
+  "thrombolytics": 31615,
+  "thromboxane": 31587,
+  "thromboxanes": 31570,
+  "time-dose": 31609,
+  "toluidine": 32037,
+  "transcardially": 31499,
+  "transcriptase-polymerase": 31388,
+  "transphosphorylate": 31067,
+  "triacy": 32015,
+  "triacyglycerol": 30666,
+  "triacylgly": 31756,
+  "triacylglycer": 31760,
+  "triacylglyceride": 30676,
+  "triacylglycerides": 30928,
+  "triacylglyceridet": 31103,
+  "triacylglycerol": 30620,
+  "triacylglycerol-rich": 31263,
+  "triacylglycerols": 30875,
+  "triacylglyerols": 31001,
+  "triaryl": 31935,
+  "triarylimidazole": 31551,
+  "triba": 31948,
+  "tribr": 32046,
+  "tribrid": 31899,
+  "tric60": 31919,
+  "tricaine": 30804,
+  "tricarb": 31954,
+  "tricarboxylic": 31802,
+  "trichloracetic": 31829,
+  "trichloroacetic": 31789,
+  "trichloroact": 31650,
+  "trichloroacteic": 31160,
+  "trifluoracetic": 31902,
+  "trifluoroacet": 31692,
+  "trifluoroacetamide": 30599,
+  "trifluoroacetate": 30681,
+  "trifluoroacetic": 31894,
+  "triggers219": 31733,
+  "triglyceride-laden": 31210,
+  "triglyceride-rich": 31369,
+  "triglyceride-synthesizing": 31541,
+  "triglycerides36": 31890,
+  "trihexcer": 31747,
+  "trihexcers": 31663,
+  "trihexose": 30729,
+  "trihexosylceramide": 30568,
+  "trihydrox": 31724,
+  "trihydroxy": 31168,
+  "triiod": 32025,
+  "triiodothyronine": 30627,
+  "trilin": 31912,
+  "trilinolein": 31246,
+  "trill": 31985,
+  "trillions": 31635,
+  "trimester-specific": 31513,
+  "trimethyl-C18-sphingosine": 30591,
+  "trimethylamine": 30806,
+  "trimethylaminium": 30596,
+  "trimethylanaminium": 30646,
+  "trimethylate": 30799,
+  "trimethylated": 31280,
+  "trimethylchlor": 32014,
+  "trimethylchlorosilane": 31013,
+  "trimethylhom": 31916,
+  "trimethylhomoserine": 30727,
+  "trimethylpenth": 31686,
+  "trimethyls": 32007,
+  "trimethylsilation": 31372,
+  "trimethylsilyl": 31373,
+  "trimmomatic": 31270,
+  "triolein": 31607,
+  "tripalmit": 31710,
+  "tripalmitin": 31214,
+  "tripl": 31932,
+  "triple-quadruple": 31185,
+  "triple-quadrupole": 31222,
+  "tripletof": 32008,
+  "triplets": 31669,
+  "triplic": 32060,
+  "triplicated": 31770,
+  "trireag": 31723,
+  "trireagent": 31302,
+  "trisialic": 31343,
+  "trit": 31986,
+  "triticum": 31707,
+  "triton-X-100": 31052,
+  "tritonx": 32036,
+  "tritr": 32032,
+  "triturated": 31624,
+  "trivers": 31951,
+  "triversa": 31737,
+  "turbinate": 31502,
+  "two-phase": 31396,
+  "typeLipid": 30748,
+  "typelipid": 30778,
+  "tyrol": 32074,
+  "ultrafiltrate": 31801,
+  "underline": 31871,
+  "unrol": 31930,
+  "up-to-date": 30953,
+  "v-ATPase": 31258,
+  "water-chloroform-methanol": 31042,
+  "world-wide": 31517,
+  "xenbase": 31943,
+  "zymolyase": 31428
+}

config.json

@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "Mardiyyah/biomedbert_model_extended_untrained",
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.48.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 32085
+}

generation_config.json

@@ -0,0 +1,5 @@
+{
+  "_from_model_config": true,
+  "pad_token_id": 0,
+  "transformers_version": "4.48.2"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96c33829b56a66d56df6e2f80f3b94129750cc65e84302ced1f553a0c2d94c0c
+size 442888692

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83b6393facefc005a011b15243f23b8e9f0e6b5a1638c16fe70da1dab87e7587
+size 5624