{ "profile": "tabular-data-package", "name": "limewire-open-research-corpus-2026", "title": "LimeWire Open Research Corpus: File Transfer Telemetry, $72T Copyright Econometrics, Generative AI, ISO 19005 PDF/A & EdTech Benchmarks (2000-2026)", "version": "2026.10.0", "homepage": "https://limewire.com/research", "created": "2026-10-28", "contributors": [ { "title": "Julian Mercer", "organization": "Brightline Interactive Pte. Ltd.", "role": "author", "path": "https://orcid.org/0009-0003-1162-170X" } ], "licenses": [ { "name": "CC0-1.0", "title": "Creative Commons Zero v1.0 Universal (Data)", "path": "https://creativecommons.org/publicdomain/zero/1.0/" }, { "name": "CC-BY-4.0", "title": "Creative Commons Attribution 4.0 International (Documentation & OER)", "path": "https://creativecommons.org/licenses/by/4.0/" } ], "resources": [ { "name": "limewire-p2p-and-file-transfer-telemetry-2000-2026", "id": "DS-1", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-p2p-and-file-transfer-telemetry-2000-2026.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-p2p-and-file-transfer-telemetry-2000-2026.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 260, "description": "26-year longitudinal telemetry from Gnutella 0.4 (2000) to 131M files and 7.6 PB on LimeWire Cloud (2026).", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "record_id", "type": "string", "Description": "Column record_id in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "year", "type": "string", "Description": "Column year in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "cohort_window", "type": "string", "Description": "Column cohort_window in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "era", "type": "string", "Description": "Column era in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "protocol", "type": "string", "Description": "Column protocol in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "topology", "type": "string", "Description": "Column topology in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "encryption_standard", "type": "string", "Description": "Column encryption_standard in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "avg_file_size_mb", "type": "string", "Description": "Column avg_file_size_mb in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "global_pc_penetration_pct", "type": "string", "Description": "Column global_pc_penetration_pct in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "cumulative_files_shared", "type": "string", "Description": "Column cumulative_files_shared in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "cumulative_petabytes", "type": "string", "Description": "Column cumulative_petabytes in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "milestone_event", "type": "string", "Description": "Column milestone_event in limewire-p2p-and-file-transfer-telemetry-2000-2026" }, { "name": "reference_url", "type": "string", "Description": "Column reference_url in limewire-p2p-and-file-transfer-telemetry-2000-2026" } ] } }, { "name": "arista-v-lime-group-72-trillion-statutory-damages-dataset", "id": "DS-2", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/arista-v-lime-group-72-trillion-statutory-damages-dataset.csv", "jsonl_path": "https://limewire.com/api/research/datasets/arista-v-lime-group-72-trillion-statutory-damages-dataset.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 120, "description": "Docket and econometric decomposition of Arista Records LLC v. Lime Group LLC ($72T statutory claim vs. $105M settlement) and 14 US copyright precedents.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "record_id", "type": "string", "Description": "Column record_id in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "filing_date", "type": "string", "Description": "Column filing_date in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "docket_entry", "type": "string", "Description": "Column docket_entry in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "legal_stage", "type": "string", "Description": "Column legal_stage in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "works_claimed", "type": "string", "Description": "Column works_claimed in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "downloads_estimated", "type": "string", "Description": "Column downloads_estimated in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "statutory_rate_usd", "type": "string", "Description": "Column statutory_rate_usd in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "plaintiffs_calculation_usd", "type": "string", "Description": "Column plaintiffs_calculation_usd in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "court_ruling_cap_usd", "type": "string", "Description": "Column court_ruling_cap_usd in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "settlement_usd", "type": "string", "Description": "Column settlement_usd in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "legal_principle", "type": "string", "Description": "Column legal_principle in arista-v-lime-group-72-trillion-statutory-damages-dataset" }, { "name": "canonical_case_url", "type": "string", "Description": "Column canonical_case_url in arista-v-lime-group-72-trillion-statutory-damages-dataset" } ] } }, { "name": "limewire-generative-ai-models-benchmark-2026", "id": "DS-3", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-generative-ai-models-benchmark-2026.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-generative-ai-models-benchmark-2026.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 350, "description": "Empirical benchmark of 7 generative AI and 3D reconstruction models (SD 1.5, SDXL, DALL-E 2, DALL-E 3, Imagen, BlueWillow, SPAR3D) across 50 prompts.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "prompt_id", "type": "string", "Description": "Column prompt_id in limewire-generative-ai-models-benchmark-2026" }, { "name": "category", "type": "string", "Description": "Column category in limewire-generative-ai-models-benchmark-2026" }, { "name": "model_name", "type": "string", "Description": "Column model_name in limewire-generative-ai-models-benchmark-2026" }, { "name": "resolution", "type": "string", "Description": "Column resolution in limewire-generative-ai-models-benchmark-2026" }, { "name": "inference_latency_sec", "type": "string", "Description": "Column inference_latency_sec in limewire-generative-ai-models-benchmark-2026" }, { "name": "prompt_adherence_score", "type": "string", "Description": "Column prompt_adherence_score in limewire-generative-ai-models-benchmark-2026" }, { "name": "typography_accuracy", "type": "string", "Description": "Column typography_accuracy in limewire-generative-ai-models-benchmark-2026" }, { "name": "anatomical_fidelity", "type": "string", "Description": "Column anatomical_fidelity in limewire-generative-ai-models-benchmark-2026" }, { "name": "3d_mesh_vertices", "type": "string", "Description": "Column 3d_mesh_vertices in limewire-generative-ai-models-benchmark-2026" }, { "name": "tool_test_url", "type": "string", "Description": "Column tool_test_url in limewire-generative-ai-models-benchmark-2026" } ] } }, { "name": "limewire-document-preservation-pdfa-compression-corpus", "id": "DS-4", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-document-preservation-pdfa-compression-corpus.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-document-preservation-pdfa-compression-corpus.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 240, "description": "ISO 19005 (PDF/A) long-term preservation, compression ratio, AES-256 encryption, and PDF-to-Excel table extraction F1 benchmark across 240 samples.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "sample_id", "type": "string", "Description": "Column sample_id in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "source_format", "type": "string", "Description": "Column source_format in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "target_format", "type": "string", "Description": "Column target_format in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "raw_size_kb", "type": "string", "Description": "Column raw_size_kb in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "output_size_kb", "type": "string", "Description": "Column output_size_kb in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "compression_ratio_pct", "type": "string", "Description": "Column compression_ratio_pct in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "table_extraction_f1", "type": "string", "Description": "Column table_extraction_f1 in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "iso_19005_compliant", "type": "string", "Description": "Column iso_19005_compliant in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "encryption_aes_bits", "type": "string", "Description": "Column encryption_aes_bits in limewire-document-preservation-pdfa-compression-corpus" }, { "name": "conversion_tool_url", "type": "string", "Description": "Column conversion_tool_url in limewire-document-preservation-pdfa-compression-corpus" } ] } }, { "name": "limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset", "id": "DS-5", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 300, "description": "Music Information Retrieval (BPM & Camelot Key) and spatial psychoacoustics (8D HRTF panning, Sped Up 1.25x, Slowed + Reverb RT60) across 300 tracks.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "track_id", "type": "string", "Description": "Column track_id in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "genre", "type": "string", "Description": "Column genre in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "ground_truth_bpm", "type": "string", "Description": "Column ground_truth_bpm in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "detected_bpm", "type": "string", "Description": "Column detected_bpm in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "musical_key", "type": "string", "Description": "Column musical_key in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "camelot_code", "type": "string", "Description": "Column camelot_code in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "spectral_centroid_hz", "type": "string", "Description": "Column spectral_centroid_hz in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "binaural_pan_period_sec", "type": "string", "Description": "Column binaural_pan_period_sec in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "sped_up_ratio", "type": "string", "Description": "Column sped_up_ratio in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "slowed_reverb_rt60_sec", "type": "string", "Description": "Column slowed_reverb_rt60_sec in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" }, { "name": "dsp_tool_url", "type": "string", "Description": "Column dsp_tool_url in limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset" } ] } }, { "name": "limewire-browser-media-tools-taxonomy-and-oer-index", "id": "DS-6", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-browser-media-tools-taxonomy-and-oer-index.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-browser-media-tools-taxonomy-and-oer-index.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 150, "description": "Complete taxonomy of 36+ browser utilities, conversion algorithms, university course mappings, Bloom's Taxonomy levels, and classroom laboratory tasks.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "tool_slug", "type": "string", "Description": "Column tool_slug in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "tool_name", "type": "string", "Description": "Column tool_name in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "category", "type": "string", "Description": "Column category in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "input_formats", "type": "string", "Description": "Column input_formats in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "output_formats", "type": "string", "Description": "Column output_formats in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "underlying_algorithm", "type": "string", "Description": "Column underlying_algorithm in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "academic_course_code", "type": "string", "Description": "Column academic_course_code in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "cefr_or_bloom_level", "type": "string", "Description": "Column cefr_or_bloom_level in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "classroom_lab_task", "type": "string", "Description": "Column classroom_lab_task in limewire-browser-media-tools-taxonomy-and-oer-index" }, { "name": "canonical_url", "type": "string", "Description": "Column canonical_url in limewire-browser-media-tools-taxonomy-and-oer-index" } ] } }, { "name": "limewire-edtech-zero-install-browser-lab-benchmark-2026", "id": "DS-7", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-edtech-zero-install-browser-lab-benchmark-2026.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-edtech-zero-install-browser-lab-benchmark-2026.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 200, "description": "ERIC EdTech Hardware Equity & TCO Benchmark across 200 NCES institution/device configurations comparing zero-install browser labs vs local GPU workstations.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "benchmark_id", "type": "string", "Description": "Column benchmark_id in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "nces_institution_category", "type": "string", "Description": "Column nces_institution_category in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "locale_classification", "type": "string", "Description": "Column locale_classification in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "eric_topic_area", "type": "string", "Description": "Column eric_topic_area in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "course_code", "type": "string", "Description": "Column course_code in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "client_device_profile", "type": "string", "Description": "Column client_device_profile in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "ram_gb", "type": "string", "Description": "Column ram_gb in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "local_gpu_required_for_desktop", "type": "string", "Description": "Column local_gpu_required_for_desktop in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "desktop_install_footprint_gb", "type": "string", "Description": "Column desktop_install_footprint_gb in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "desktop_setup_time_min", "type": "string", "Description": "Column desktop_setup_time_min in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "browser_setup_time_min", "type": "string", "Description": "Column browser_setup_time_min in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "browser_ram_peak_mb", "type": "string", "Description": "Column browser_ram_peak_mb in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "task_execution_sec", "type": "string", "Description": "Column task_execution_sec in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "annual_seat_cost_savings_usd", "type": "string", "Description": "Column annual_seat_cost_savings_usd in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "section_508_compliant", "type": "string", "Description": "Column section_508_compliant in limewire-edtech-zero-install-browser-lab-benchmark-2026" }, { "name": "primary_tool_url", "type": "string", "Description": "Column primary_tool_url in limewire-edtech-zero-install-browser-lab-benchmark-2026" } ] } }, { "name": "limewire-mcp-multi-agent-file-exchange-benchmark-2026", "id": "DS-8", "profile": "tabular-data-resource", "path": "https://limewire.com/api/research/datasets/limewire-mcp-multi-agent-file-exchange-benchmark-2026.csv", "jsonl_path": "https://limewire.com/api/research/datasets/limewire-mcp-multi-agent-file-exchange-benchmark-2026.jsonl", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "row_count": 180, "description": "Model Context Protocol (MCP) multi-agent file-sharing telemetry across Claude, ChatGPT, Cursor, VS Code, and Gemini CLI.", "licenses": [ { "name": "CC0-1.0", "path": "https://creativecommons.org/publicdomain/zero/1.0/" } ], "schema": { "fields": [ { "name": "run_id", "type": "string", "Description": "Column run_id in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "mcp_client", "type": "string", "Description": "Column mcp_client in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "agent_framework", "type": "string", "Description": "Column agent_framework in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "transport_mode", "type": "string", "Description": "Column transport_mode in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "workflow_category", "type": "string", "Description": "Column workflow_category in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "file_format", "type": "string", "Description": "Column file_format in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "payload_size_mb", "type": "string", "Description": "Column payload_size_mb in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "handoff_latency_ms", "type": "string", "Description": "Column handoff_latency_ms in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "juice_units_consumed", "type": "string", "Description": "Column juice_units_consumed in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "output_reuse_count", "type": "string", "Description": "Column output_reuse_count in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "compute_cashback_pct", "type": "string", "Description": "Column compute_cashback_pct in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "armory_scan_time_ms", "type": "string", "Description": "Column armory_scan_time_ms in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "threat_quarantined", "type": "string", "Description": "Column threat_quarantined in limewire-mcp-multi-agent-file-exchange-benchmark-2026" }, { "name": "endpoint_url", "type": "string", "Description": "Column endpoint_url in limewire-mcp-multi-agent-file-exchange-benchmark-2026" } ] } } ] }