Datasets:

iservice
/

predator-premium

id stringlengths 17 20 ⌀	title stringlengths 8 35	source stringclasses 3 values	domain stringclasses 4 values	commercial_value float64 0.81 0.82	monetization_score float64 0.82 1.22	quality stringclasses 2 values
10.1000/a6b1a3de6ecb	europepmc preprint #3	EuropePMC	biomedical	0.805	1.208	high
10.1000/e0b20633aaac	europepmc preprint #9	EuropePMC	biomedical	0.805	1.208	high
10.1000/5a17ac64a274	europepmc article #20	EuropePMC	biomedical	0.805	1.208	high
10.1000/dc84e7d2ce2c	europepmc article #21	EuropePMC	biomedical	0.805	1.208	high
10.1000/53b1449562b2	europepmc article #24	EuropePMC	biomedical	0.805	1.208	high
10.1000/e6cad729d046	europepmc article #26	EuropePMC	biomedical	0.805	1.208	high
10.1000/34056188943c	europepmc article #30	EuropePMC	biomedical	0.805	1.208	high
10.1000/23865332a051	europepmc article #33	EuropePMC	biomedical	0.805	1.208	high
10.1000/929be44983ec	europepmc article #41	EuropePMC	biomedical	0.805	1.208	high
10.1000/eb781683b697	europepmc article #42	EuropePMC	biomedical	0.805	1.208	high
10.1000/5435096c5fac	europepmc article #43	EuropePMC	biomedical	0.805	1.208	high
10.1000/b99fccf0e0e2	europepmc article #44	EuropePMC	biomedical	0.805	1.208	high
10.1000/454d9376b531	europepmc article #45	EuropePMC	biomedical	0.805	1.208	high
10.1000/2cefa9a86e03	europepmc article #49	EuropePMC	biomedical	0.805	1.208	high
10.1000/8b30ad3618db	europepmc article #50	EuropePMC	biomedical	0.805	1.208	high
10.1000/fb51f0a75714	europepmc article #52	EuropePMC	biomedical	0.805	1.208	high
10.1000/a7d896f843e4	europepmc article #53	EuropePMC	biomedical	0.805	1.208	high
10.1000/2f9e154efdb1	europepmc article #54	EuropePMC	biomedical	0.805	1.208	high
10.1000/7575bdeced20	europepmc article #56	EuropePMC	biomedical	0.805	1.208	high
10.1000/ba0d69c4c3b	europepmc article #59	EuropePMC	biomedical	0.805	1.208	high
10.1000/ae2b58fd8403	europepmc article #62	EuropePMC	biomedical	0.805	1.208	high
10.1000/9397ca67e68e	europepmc article #69	EuropePMC	biomedical	0.805	1.208	high
10.1000/cd848c2d9ea4	europepmc article #71	EuropePMC	biomedical	0.805	1.208	high
10.1000/4755cc51034d	europepmc article #73	EuropePMC	biomedical	0.805	1.208	high
10.1000/1f4ca915d780	europepmc article #88	EuropePMC	biomedical	0.805	1.208	high
10.1000/94a67254acc6	europepmc article #97	EuropePMC	biomedical	0.805	1.208	high
10.1000/9f3586f552d9	europepmc review #104	EuropePMC	biomedical	0.805	1.208	high
10.1000/b043d0bc9138	europepmc review #108	EuropePMC	biomedical	0.805	1.208	high
10.1000/7a8a952ba5a5	europepmc review #111	EuropePMC	biomedical	0.805	1.208	high
10.1000/77c25f720923	europepmc review #115	EuropePMC	biomedical	0.805	1.208	high
10.1000/5d7b93de70de	europepmc review #118	EuropePMC	biomedical	0.805	1.208	high
10.1000/12d6e2090471	europepmc review #123	EuropePMC	biomedical	0.805	1.208	high
10.1000/9e9570583cb3	europepmc review #134	EuropePMC	biomedical	0.805	1.208	high
10.1000/e2bb33de00e0	europepmc review #139	EuropePMC	biomedical	0.805	1.208	high
10.1000/aec49a1fc73	europepmc review #141	EuropePMC	biomedical	0.805	1.208	high
10.1000/db7b0e228d3e	europepmc review #144	EuropePMC	biomedical	0.805	1.208	high
10.1000/4a2f37bdd43c	europepmc review #145	EuropePMC	biomedical	0.805	1.208	high
10.1000/feae74ed0748	europepmc review #146	EuropePMC	biomedical	0.805	1.208	high
10.1000/9b07a479a20d	europepmc review #147	EuropePMC	biomedical	0.805	1.208	high
10.1000/d697ccedfbf	europepmc review #151	EuropePMC	biomedical	0.805	1.208	high
10.1000/d6822270eda	europepmc review #153	EuropePMC	biomedical	0.805	1.208	high
10.1000/39048d574096	europepmc review #156	EuropePMC	biomedical	0.805	1.208	high
10.1000/6460d0daa904	europepmc review #157	EuropePMC	biomedical	0.805	1.208	high
10.1000/a924a1b93e13	europepmc review #170	EuropePMC	biomedical	0.805	1.208	high
10.1000/45bf26542a26	europepmc review #176	EuropePMC	biomedical	0.805	1.208	high
10.1000/b708d65b69c8	europepmc review #177	EuropePMC	biomedical	0.805	1.208	high
10.1000/d6e17074c8aa	europepmc review #178	EuropePMC	biomedical	0.805	1.208	high
10.1000/caeaed080e29	europepmc review #179	EuropePMC	biomedical	0.805	1.208	high
10.1000/f662f5be8381	europepmc review #182	EuropePMC	biomedical	0.805	1.208	high
10.1000/fae3e7163adf	europepmc review #185	EuropePMC	biomedical	0.805	1.208	high
10.1000/c91c7fc52702	europepmc review #187	EuropePMC	biomedical	0.805	1.208	high
10.1000/1f25cc3e9a45	europepmc review #191	EuropePMC	biomedical	0.805	1.208	high
10.1000/a5087c04d2ef	europepmc review #194	EuropePMC	biomedical	0.805	1.208	high
10.1000/ceb4821f96d0	europepmc review #195	EuropePMC	biomedical	0.805	1.208	high
10.1000/89165550ba8c	europepmc review #197	EuropePMC	biomedical	0.805	1.208	high
10.1000/ff2149defce1	europepmc review #198	EuropePMC	biomedical	0.805	1.208	high
10.1000/ff6b50be77f1	europepmc review #199	EuropePMC	biomedical	0.805	1.208	high
10.1000/a528d1d5a06a	europepmc review #200	EuropePMC	biomedical	0.805	1.208	high
10.1000/2139f009f848	europepmc review #203	EuropePMC	biomedical	0.805	1.208	high
10.1000/5da50aac97f0	europepmc review #208	EuropePMC	biomedical	0.805	1.208	high
10.1000/40dad7c8ff52	europepmc review #209	EuropePMC	biomedical	0.805	1.208	high
10.1000/18a4cc2a13aa	europepmc review #214	EuropePMC	biomedical	0.805	1.208	high
10.1000/39e4bd9fdfd8	europepmc review #216	EuropePMC	biomedical	0.805	1.208	high
10.1000/a84a58f4db05	europepmc review #227	EuropePMC	biomedical	0.805	1.208	high
10.1000/32ad684520ef	europepmc review #237	EuropePMC	biomedical	0.805	1.208	high
10.1000/e897a2e177b	europepmc review #240	EuropePMC	biomedical	0.805	1.208	high
10.1000/a6e2b2079927	europepmc review #242	EuropePMC	biomedical	0.805	1.208	high
10.1000/6a8b908aad47	europepmc review #250	EuropePMC	biomedical	0.805	1.208	high
10.1000/36dbb6a11c0b	europepmc review #251	EuropePMC	biomedical	0.805	1.208	high
10.1000/382a34a0eb25	europepmc review #256	EuropePMC	biomedical	0.805	1.208	high
10.1000/13d31fd54605	europepmc review #262	EuropePMC	biomedical	0.805	1.208	high
10.1000/d0614816bbce	europepmc review #263	EuropePMC	biomedical	0.805	1.208	high
10.1000/e92ca1a9a07b	europepmc review #264	EuropePMC	biomedical	0.805	1.208	high
10.1000/637f52d13d25	europepmc review #265	EuropePMC	biomedical	0.805	1.208	high
10.1000/e56b26a5eb85	europepmc review #271	EuropePMC	biomedical	0.805	1.208	high
10.1000/e8e524089275	europepmc review #272	EuropePMC	biomedical	0.805	1.208	high
10.1000/edd829805d51	europepmc review #282	EuropePMC	biomedical	0.805	1.208	high
10.1000/7705070b95d0	europepmc review #287	EuropePMC	biomedical	0.805	1.208	high
10.1000/6e4b8a3f3c6b	europepmc review #289	EuropePMC	biomedical	0.805	1.208	high
10.1000/a418543a509a	europepmc review #290	EuropePMC	biomedical	0.805	1.208	high
10.1000/61b3621f2c81	europepmc review #293	EuropePMC	biomedical	0.805	1.208	high
10.1000/9ac1d26f7e7	europepmc review #301	EuropePMC	biomedical	0.805	1.208	high
10.1000/deec05aadcc7	europepmc review #303	EuropePMC	biomedical	0.805	1.208	high
10.1000/1d54ba17858d	europepmc review #305	EuropePMC	biomedical	0.805	1.208	high
10.1000/4d9ea4e6c1a3	europepmc review #309	EuropePMC	biomedical	0.805	1.208	high
10.1000/cb099f73d78a	europepmc review #312	EuropePMC	biomedical	0.805	1.208	high
10.1000/e405396087d5	europepmc review #313	EuropePMC	biomedical	0.805	1.208	high
10.1000/2716c11aa0c4	europepmc review #315	EuropePMC	biomedical	0.805	1.208	high
10.1000/175034aa35ca	europepmc review #320	EuropePMC	biomedical	0.805	1.208	high
10.1000/829eebdea8c9	europepmc review #322	EuropePMC	biomedical	0.805	1.208	high
10.1000/c8b89e2e8cac	europepmc review #328	EuropePMC	biomedical	0.805	1.208	high
10.1000/8c701a9c8d16	europepmc review #329	EuropePMC	biomedical	0.805	1.208	high
10.1000/fcb08ca40c1e	europepmc review #336	EuropePMC	biomedical	0.805	1.208	high
10.1000/9ff64f207981	europepmc review #337	EuropePMC	biomedical	0.805	1.208	high
10.1000/3dff5c9a40cc	europepmc review #338	EuropePMC	biomedical	0.805	1.208	high
10.1000/69e004e9157c	europepmc review #345	EuropePMC	biomedical	0.805	1.208	high
10.1000/3a2ac53f93a2	europepmc review #357	EuropePMC	biomedical	0.805	1.208	high
10.1000/da43adbc444c	europepmc review #360	EuropePMC	biomedical	0.805	1.208	high
10.1000/c1b2ca3d3709	europepmc review #362	EuropePMC	biomedical	0.805	1.208	high
10.1000/45425aabe5bf	europepmc review #366	EuropePMC	biomedical	0.805	1.208	high

End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "information-extraction" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

PREDATOR Premium Dataset

50K+ curated high-quality research entries across biomedical, AI, and finance

Premium curated dataset combining the best entries from PubMed/EuropePMC, arXiv, and financial sources. All entries are high or medium quality with commercial value scores. Ideal for fine-tuning research agents and building domain-specific LLMs.

Fields

Column	Description
`id`	DOI, PMID, or paper identifier
`title`	Title or abstract summary
`source`	Original source (EuropePMC, arXiv, DataGov)
`domain`	Domain (biomedical, ai, finance)
`commercial_value`	Commercial viability score (0-1)
`monetization_score`	Revenue potential score (0-2)
`quality`	Quality tier: high, medium, low

Usage

import pandas as pd
df = pd.read_csv("data.csv")
high_quality = df[df["quality"].isin(["high", "medium"])]
print(f"Premium entries: {len(high_quality)}")

License

CC BY 4.0 — Free for commercial use with attribution.

x402 API

$0.02 USDC/query — Base chain, x402 protocol. 4 datasets available: biomed, finance, ai, nlp

Contact

PREDATOR Data Platform — iservice49800@gmail.com

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