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Data Analysis

Statistical analysis and data visualization.

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data-analysis
141

learning-analytics-interpretation-guide

Interpret learning analytics data and translate dashboard findings into actionable teaching decisions. Use when reviewing LMS data, quiz patterns, or engagement metrics.

GarethManning
GarethManning
data-ai
open
data-analysis
132

markdown-tables

Use when creating or formatting tables in markdown. Covers table syntax, alignment, escaping, and best practices.

TheBushidoCollective
TheBushidoCollective
data-ai
open
data-analysis
132

visualization

Create interactive chart visualizations (bar, line, pie) from data.

aws-samples
aws-samples
data-ai
open
data-analysis
129

seawater-sound-speed-calculation

Calculate sound speed in seawater from practical salinity, temperature, and pressure using the Gibbs Seawater Oceanographic Toolbox.

InternScience
InternScience
data-ai
open
data-analysis
129

variant-gwas-associations

Query EBI GWAS Catalog for GWAS statistical associations (p-value, effect size, risk allele) between a variant and traits/diseases.

InternScience
InternScience
data-ai
open
data-analysis
129

seawater-freezing-temperature

Calculate the freezing point temperature of seawater from absolute salinity and pressure using GSW thermodynamic equations.

InternScience
InternScience
data-ai
open
data-analysis
128

research-to-diagram

深度调研主题并自动生成知识关系图谱PDF。接收研究主题后自动进行网络调研、信息收集、知识整理,最终生成专业的可视化关系图谱。适用于"研究...并做图"、"深度分析...并可视化"、"生成知识图谱"等场景。

wshuyi
wshuyi
data-ai
open
data-analysis
124

two-sample-mr-research-planner

Generates complete two-sample Mendelian randomization (MR) research designs from a user-provided research direction. Use when users want to design, plan, or build a study using two-sample MR to test causal relationships. Triggers: "design a two-sample MR study", "build a publishable MR paper", "test whether this biomarker causally affects this disease", "generate Lite/Standard/Advanced MR plans", "screen multiple exposures with MR", "bidirectional MR design", "causal inference using GWAS summary statistics", or "I want to study X and Y using MR". Always outputs four workload configurations (Lite / Standard / Advanced / Publication+) with a recommended primary plan, step-by-step workflow, figure plan, validation strategy, minimal executable version, and publication upgrade path.

aipoch
aipoch
data-ai
open
data-analysis
124

hypothesis-generation

Structured scientific hypothesis formulation from observations; use when you have experimental observations or preliminary data and need testable hypotheses with predictions, mechanisms, and validation experiments.

aipoch
aipoch
data-ai
open
data-analysis
124

hypogenic

Automated LLM-driven hypothesis generation and testing for tabular datasets; use when you need systematic exploration of empirical patterns (e.g., fraud detection, content analysis) and want to combine literature insights with data-driven hypothesis evaluation.

aipoch
aipoch
data-ai
open
data-analysis
124

spreadsheet-ops

Spreadsheet processing and analysis for CSV/Excel; trigger when users ask to merge/clean tabular data, run statistics, add/edit Excel formulas, apply formatting, generate charts, or force workbook recalculation.

aipoch
aipoch
data-ai
open
data-analysis
124

plotly

Interactive visualization library for Python. Use it when you need hover tooltips, zoom/pan, selection, animations, or charts embeddable in web pages (e.g., dashboards, exploratory analysis, presentations).

aipoch
aipoch
data-ai
open
data-analysis
124

multi-panel-figure-assembler

Assemble 6 sub-figures (A–F) into a high-resolution composite figure with consistent labels, padding, and publication-ready DPI.

aipoch
aipoch
data-ai
open
data-analysis
124

literature-statistics

Generate statistics for publication-year and journal distributions from local references or PDFs; use when you need standardized Year/Journal tables and a summary without any network access.

aipoch
aipoch
data-ai
open
data-analysis
124

experimental-data-analysis

Perform statistical analysis on experimental data (descriptive stats, t-tests, ANOVA, multiple comparisons) when you need to interpret experimental results, assess statistical significance, or generate reproducible reports.

aipoch
aipoch
data-ai
open
data-analysis
124

experimental-data-analysis

Statistical analysis and reporting for experimental datasets; use when you need to interpret experimental results, test significance (t-tests/ANOVA), or generate reproducible reports.

aipoch
aipoch
data-ai
open
data-analysis
124

spreadsheet-ops

Spreadsheet processing and analysis for CSV/Excel; trigger when users ask to merge/clean tabular data, run statistics, add/edit Excel formulas, apply formatting, generate charts, or force workbook recalculation.

aipoch
aipoch
data-ai
open
data-analysis
124

clinic-sample-size

Unified tool for calculating sample sizes for Diagnostic, Efficacy, Etiology, and Prognosis clinical studies. Supports various statistical methods (Sensitivity/Specificity, Log-rank, Chi-square, EPV, etc.).

aipoch
aipoch
data-ai
open
data-analysis
124

comparison-table-gen

Auto-generates comparison tables for concepts, drugs, or study results.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-radial-plot

Generate radial plots (Radial Plot/Galbraith Plot) for heterogeneity analysis. Visually assess heterogeneity across studies by displaying the relationship between standardized effect sizes and precision. Input: Meta-analysis data in CSV format; Output: Radial plot PNG and data CSV.

aipoch
aipoch
data-ai
open
data-analysis
124

survival-curve-risk-table

Analyze data with `survival-curve-risk-table` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

aipoch
aipoch
data-ai
open
data-analysis
124

open-targets-db

Query the Open Targets Platform to retrieve targets, diseases, or evidence records when you need target-disease association data and evidence-based scores for therapeutic discovery.

aipoch
aipoch
data-ai
open
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