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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
data-analysis
124

statistical-analysis

Guided statistical analysis for test selection, assumption checks, power analysis, and APA-style reporting. Use when you need to choose an appropriate statistical test for your data and produce publication-ready results (including effect sizes and diagnostics).

aipoch
aipoch
data-ai
open
data-analysis
124

metagenomic-krona-chart

Analyze data with `metagenomic-krona-chart` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-sensitivity-plot

Generate leave-one-out sensitivity analysis plots for meta-analysis. Input is a CSV file containing meta-analysis data; outputs are a sensitivity forest plot (PNG) and a sensitivity data table (CSV) showing pooled effect estimates after excluding each study in turn.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-rob2-plot

Draw ROB2 risk-of-bias plots, including a Traffic Light Plot and a Summary Bar Plot. Input is a CSV file with ROB2 assessments for each study; output are two PNG plot files.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-picos-generator

Generates PI(E)COS structure (Population, Intervention, Comparator, Outcomes, Study Design) from Meta-analysis or study titles. Use when the user wants to extract these elements from a title.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-funnel-plot

Generate Meta-analysis funnel plots and perform publication bias testing. Takes CSV file with Meta-analysis data as input, outputs funnel plot PNG, Egger test and Begg test results.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-forest-model-plot

Generate forest plots for meta-analysis of survival data. Input is a CSV file containing study names, HR and 95% confidence intervals, output forest plot PNG and data table CSV. Supports both R and Python scripts.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-forest-continuous-plot

Generate forest plots for meta-analysis of continuous data. Input a CSV file containing study names, means, standard deviations, and sample sizes for experimental and control groups. Output forest plot PNG and data table CSV.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-forest-binary-plot

Generate meta-analysis forest plots for binary classification data. Input is a CSV file containing study names, event counts and sample sizes for experimental and control groups. Output includes forest plot PNG and data table CSV.

aipoch
aipoch
data-ai
open
data-analysis
124

meta-baujat-plot

Generate Baujat plots for heterogeneity analysis. Identify studies that contribute most to the overall meta-analysis results and heterogeneity, helping discover potential outlier studies. Input meta-analysis data CSV, output Baujat plot PNG and contribution data CSV.

aipoch
aipoch
data-ai
open
data-analysis
124

mechanism-flowchart

Generates Mermaid flowchart code and visual diagrams for pathophysiological.

aipoch
aipoch
data-ai
open
data-analysis
124

matplotlib

A low-level plotting library for comprehensive customization. Use when fine-grained control over every plot element is needed, creating new types of charts, or integrating into specific scientific workflows. Can export to PNG/PDF/SVG for publication. For quick statistical charts, use seaborn; for interactive charts, use plotly; for journal-style, publication-ready multi-panel charts, use scientific-visualization.

aipoch
aipoch
data-ai
open
data-analysis
124

heatmap-beautifier

Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout.

aipoch
aipoch
data-ai
open
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