数据与 AI技能

Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering. Use when the user provides CSV, Parquet, pandas, or database event data containing user, event, and timestamp columns, or asks why users convert, churn, loop, abandon a flow, or follow particular product paths. Do not use for qualitative journey-mapping workshops or aggregate website traffic without user-level event sequences.

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Comprehensive global knowledge worker salary data with total market value calculations, sector breakdowns, geographic comparisons, and authoritative sources. USE WHEN discussing knowledge worker compensation, salary benchmarking, economic analysis of professional labor markets, or AI impact on wages.

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High-performance DataFrame operations for large-scale data analysis

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Interactive scientific data visualization with Plotly

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Quantum machine learning and differentiable quantum computing

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Neuropixels probe electrophysiology data processing and analysis

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Mass spectrometry data matching, comparison, and spectral similarity analysis

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Biological data management and lineage tracking with LaminDB

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Bioinformatics-specific data operations using Polars DataFrames

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Parallel web scraping and data collection from multiple sources

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Integration with OMERO bio-image data management platform

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Access NCI Imaging Data Commons for medical imaging datasets

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Hypothesis generation from scientific literature and data patterns

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Genomic interval machine learning for regulatory element analysis

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Flow cytometry data file parsing and analysis

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Automated exploratory data analysis with statistical summaries and visualizations

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Integration with DNAnexus genomics data analysis platform

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Access Cancer Dependency Map project data for functional genomics

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Financial data aggregation and economic indicator analysis

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Tools for deep-sequencing data analysis and visualization

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Parallel and distributed computing for large-scale data processing

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Geospatial data processing, coordinate transforms, and mapping

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Geospatial data analysis and visualization with GeoPandas

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Generate structured clinical reports from patient and study data

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