Multiple testing correction
Open Multiple testing correction on Happytails.ai. This view has the same page content and links, with explicit tool capabilities. Read the processing notes before using a tool.
Tool capabilities
{
"id": "multiple-testing-correction",
"category": "calculators",
"built": true,
"requirements": "Up to 10,000 p-values, decimal-point notation, each from 0 to 1. Use the entire planned family. Holm and Bonferroni control family-wise error. BH controls false discovery rate under independence or appropriate positive dependence; BY supports arbitrary dependence with valid input p-values.",
"implementation": {
"fields": [
{
"key": "method",
"label": "Adjustment method",
"value": "Holm",
"type": "select",
"values": [
"Holm",
"Bonferroni",
"Benjamini–Hochberg",
"Benjamini–Yekutieli"
]
},
{
"key": "alpha",
"label": "Decision threshold alpha",
"value": 0.05,
"type": "number",
"min": 1e-06,
"max": 0.5,
"step": "any"
}
],
"note": "Paste the complete planned family of p-values from 0 to 1, separated by spaces, newlines, commas or semicolons. Use decimal points. Up to 10,000 values. Holm/Bonferroni control family-wise error; BH/BY control false discovery rate under their stated assumptions.",
"input": true,
"live": true,
"presentation": "metrics",
"background": true,
"inputMaxLength": 1000000,
"inputErrorCode": "STAT_SIZE",
"experience": {
"automatic": true,
"single": false,
"inputMaxLength": 1000000,
"inputMode": "text",
"label": "Your text",
"placeholder": "Type or paste your input…",
"help": "Change the input or settings to update your result. Results update as you type. Up to 1,000,000 characters.",
"helpParts": [
"Change the input or settings to update your result.",
"Results update as you type.",
"Up to 1,000,000 characters."
],
"action": null
},
"mode": "automatic",
"interactive": false
},
"execution": "Browser interface",
"api": null,
"browser_agent": {
"supported": true,
"name": "run_current_tool",
"discovery": "WebMCP on the human page in a supporting browser",
"verification": "See audit/API-AUDIT.md; availability is not verification"
}
}Page guide
Adjust a complete family of p-values using Holm, Bonferroni, Benjamini–Hochberg or Benjamini–Yekutieli.
How to use Multiple testing correction
- Enter the observations or summary values.
- Choose the method and check its assumptions.
- Review the result and download the calculation.
Useful next steps
Choose the model before reading the result
Adjust a complete family of p-values using Holm, Bonferroni, Benjamini–Hochberg or Benjamini–Yekutieli.
Check the assumptions
Up to 10,000 p-values, decimal-point notation, each from 0 to 1. Use the entire planned family. Holm and Bonferroni control family-wise error. BH controls false discovery rate under independence or appropriate positive dependence; BY supports arbitrary dependence with valid input p-values.
Keep the calculation
Download the JSON for unrounded results and settings, CSV for the table, and the separate assumptions note. The calculation runs in your browser.