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Produce and interpret PCA, t-SNE, UMAP, and PHATE plots for high-dimensional omics data with rigor about which method preserves what (variance, local structure, manifold, transitions), hyperparameter sensitivity, and the well-documented limits of 2D embeddings. Covers PCA biplot/scree/loadings, t-SNE PCA initialization (Kobak-Berens 2019), UMAP n_neighbors/min_dist trade-offs, and the Chari-Pachter 2023 critique. Use when visualizing high-dimensional data — bulk PCA, single-cell embeddings, multi-omics integration projections.

日本語の概要は準備中です。原文の説明を表示しています。

Retrieve records from NCBI databases using Biopython Bio.Entrez (EFetch, ESummary). Use when downloading sequences, fetching GenBank/GenPept records, getting document summaries, parsing nested XML, navigating GI deprecation, choosing between rettype+retmode combinations, and parsing into Biopython SeqRecord/SwissProt objects. Covers nucleotide, protein, gene, pubmed, sra, gds, taxonomy, snp, clinvar.

日本語の概要は準備中です。原文の説明を表示しています。

Select, document, download, and checksum-verify the most appropriate NCBI reference genome on an HPC cluster. Use whenever an analysis needs a reference genome, genome FASTA, genome annotation, assembly accession, or genome index and no exact approved assembly is already available; when a user asks to fetch a species genome from NCBI; or when a pipeline must resolve and cache a reproducible reference assembly on a remote cluster.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to develop the capability to investigate crashes internally. Covers what to look for, when to escalate to outside experts, and documentation standards.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when documenting supervisor reasonable-suspicion training for Part 382 compliance. Covers what to log, what to retain, and what training providers to use.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to design an annual driver refresher training program. Covers what to cover, frequency, documentation, and ROI.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when a driver encounters adverse weather, road, or traffic conditions and needs to extend driving time. Covers eligibility criteria, the 2-hour maximum extension, documentation requirements, and what does NOT qualify.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when a driver wants to use a CMV for personal travel after duty hours. Covers what qualifies as legitimate personal conveyance vs. work-related driving, FMCSA guidance on lodging/meals/home travel, and documentation requirements.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when a driver needs to extend the 14-hour duty window using the 16-hour exception under § 395.1(o). Covers eligibility, frequency limits (once per 7 days), return-to-terminal requirement, and documentation.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when a driver does not meet federal medical standards and needs to apply for a variance. Covers application steps, required documentation, and review timeline.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to understand FMCSA cardiac certification standards. Covers what cardiac conditions disqualify, time-to-clearance, and what documentation is needed for examiner certification.

日本語の概要は準備中です。原文の説明を表示しています。

Use when a carrier asks about the full pre-employment investigation process for new CDL drivers under 49 CFR 391.23, 391.25, 391.27, 382.413, and 391.21 — the complete file build required before a driver operates a CMV. Covers application, MVR, employment history, drug/alcohol history, PSP, Clearinghouse, road test, and documentation requirements.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to evaluate which DataQ challenges have winning evidence and which don't. Covers documented vs anecdotal evidence and the 8 high-success patterns.

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Use this skill when conducting a self-audit of your DQF library before an FMCSA compliance review. Covers the systematic approach to verifying all 12 documents are current, complete, and properly maintained.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about DOT audits, FMCSA compliance reviews, new entrant safety audits (NESA), focused investigations, what auditors actually ask for, audit document checklists, common audit failures, the audit ratings (Satisfactory / Conditional / Unsatisfactory), or how to prepare for an upcoming audit. Cite 49 CFR 385.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks how to design or improve a fleet safety scorecard — what KPIs to track, how to weight them, telematics signals vs document compliance vs roadside outcomes, monthly cadence, driver-facing vs admin-facing dashboards, gamification considerations, peer-comparison metrics, and how a scorecard ties to insurance premiums + retention. Reference SMS Methodology v3.20 for industry-standard weights.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about driver discipline — when to coach vs warn vs suspend vs terminate, progressive discipline frameworks, at-will employment in trucking, documenting violations, separating "willful violation" from "human error," and how to handle a driver who refuses corrective action. Reference state employment law + ATA SMP.

日本語の概要は準備中です。原文の説明を表示しています。

Use when a manager, dispatcher, or safety director needs to have a coaching conversation with a driver — about a safety event (harsh brake, hard turn, distraction), an HOS violation, a customer complaint, a missed delivery, repeated minor incidents, or to deliver positive recognition. Covers conversation structure, language, documentation, and escalation.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when you receive an FMCSA Compliance Review notification. Covers what to expect, what documents to produce, and best preparation strategies.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about the agricultural exemption from Hours of Service (HOS) rules under 49 CFR 395.1(k) — what qualifies as agricultural commodity, the 150-air-mile radius rule, state-declared planting/harvest seasons, livestock hauling specifics, and how to document operations under the exemption. Cite 49 CFR 395.1(k) and 49 USC 5117.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when FMCSA conducts an off-site investigation (less formal than CR). Covers the document-request approach and how to respond efficiently.

日本語の概要は準備中です。原文の説明を表示しています。

Compact two-icon Copy / Copy-for-AI controls (components/agent-copy). Use when adding copy buttons to a row, card, list, or record; merging duplicate Copy/JSON/AI controls; continuing the copy rollout; or writing a Copy-for-AI payload. NOT for markdown content actions (use rich-document-actions).

日本語の概要は準備中です。原文の説明を表示しています。

AssociationEntitySelect, the name dropdown for the note, session, chat, or document a panel is bound to. Use when a surface must show that name and let the user rename, switch, unlink, or add new ('add a note switcher', 'show the session name'). NOT for count cards or row lists (use canonical-associations).

日本語の概要は準備中です。原文の説明を表示しています。

Nutrient DWS APIを使用したドキュメントの処理、変換、OCR、抽出、墨消し、署名、フォーム入力。PDF、DOCX、XLSX、PPTX、HTML、画像に対応。