Count Feedback Themes Once Per Response, With the Denominator Visible
A response mentioning a theme three times is still one response mentioning that theme. Enter anonymous codes and human-assigned themes to count incidence once, disclose unentered records and keep overlapping themes out of a misleading hundred-percent pie.
1 · anonymous response code | theme codes separated by commas, or - | channel label
FIRST-LOAD
HYPOTHESIS / PROTOTYPE — checkout unavailable. Calculation is local. A draft is saved automatically in this browser profile when storage is available; Reset to sample clears it. Optional Pro history stores only five summaries and has its own deletion control. State links encode your inputs and can remain in browser history, clipboard or recipients’ records; share only non-sensitive rows. Optional external AI formatting leaves this device. The required site analytics beacon reports page activity; shared URLs contain encoded inputs. Do not treat an encoded URL as private. The calculator has no input-collection endpoint.
Data note: The response-incidence chart processes anonymous response code | theme codes separated by commas, or - | channel label locally. Starter/sample selection and Run compute in this tab; no input is sent by the calculator. A local draft may be saved; explicit state-link sharing or optional external AI formatting can disclose inputs. Use non-sensitive labels.
Perspective: Before: repeated theme codes could look like additional respondents. After: deduplicated response/theme pairs and missing received records remain separate from votes or consensus.
2 · Read the response-incidence chart
Anonymous coding-count arithmetic only, not political profiling, public-opinion inference, legal consultation compliance or a representative survey analysis. No raw comments or personal identifiers are needed. Have the consultation coordinator or a qualified analyst review the coding guide, missing records and reporting language before publishing; do not treat incomplete incidence counts as votes or consensus.
Paid layer: response-incidence chart filing layer
one-time step · the free reading above stays complete
Free tier
- one complete unwatermarked response-incidence chart run in the app
- three labeled samples and unlimited article-demo calculations
- complete result text and a user-triggered input-state link
What $4 one-time adds
- unlimited subsequent response-incidence chart app calculations after a local convenience signal
- print the response-incidence chart with visible assumptions and its safety boundary
- CSV of the displayed coded responses and row workings; conditional estimate uses your manual-retyping minutes
- five local reading summaries (headline/count/time), not saved full inputs or cross-device backups
HYPOTHESIS / PROTOTYPE: $4 is a proposed one-time price for filing the response-incidence chart, not a current sales offer. No measured time saving or buyer demand is claimed. The optional manual-retyping baseline above estimates one export’s retyping budget only; it does not change the calculation or guarantee savings.
Local history (this device)
- No saved runs yet — your first run files here.
Checkout is unavailable. Browser-local, profile-scoped convenience gating is best-effort, not server-verified access. A URL or browser flag is not proof of payment. Clearing browser data removes local state; no account or cross-device recovery is provided.
Boundary and sources
Anonymous coding-count arithmetic only, not political profiling, public-opinion inference, legal consultation compliance or a representative survey analysis. No raw comments or personal identifiers are needed. Have the consultation coordinator or a qualified analyst review the coding guide, missing records and reporting language before publishing; do not treat incomplete incidence counts as votes or consensus.
- Method: Each theme’s incidence is distinct entered responses with that theme divided by total received responses. The headline counts responses with any code. Explicit blanks and received-but-unentered records are separately disclosed; missing records are not silently coded as no theme.
- All sample records, dates, quantities and labels are invented. No outside policy, contract, rate, clock offset, measurement or accessibility standard is represented as verified.
- Google’s official pricing documentation, fetched 2026-09-30, says AI Studio is free in available regions. Optional formatting may require a Google account; manual local entry requires none. Limits can change and free-tier content may be used to improve products. Do not send private records.
Mechanism: competence-autonomy-loop
Optional AI formatting, never the calculation
Manual entry completes this response-incidence chart for free without signup. If available to you, the free AI Studio interface linked in the sources may format fictional or non-sensitive notes; external access may require an account. No API key or AI call is built into this tool. Free-tier content may be used to improve products. Review each cell and transcribe it to the labeled row schema; do not paste the JSON object into the row box.
Format only these fictional or non-sensitive notes for a response-incidence chart. Return strict JSON shaped as {"rows": [{"label": "string", "cells": ["string", "string"]}], "setting": "string"}. The columns are anonymous response code | theme codes separated by commas, or - | channel label; the setting is Total responses received, including uncoded responses. Keep all supplied strings and quantities exactly; do not calculate, infer missing entries, invent dates or add advice. If any required value is missing, return an empty rows array and ask me for it separately. I will verify every cell against my source and manually transcribe rows using vertical bars before running the local calculator.An AI response is not executed, fetched or trusted as a result. Missing values remain questions; the strict local parser checks the rows you actually enter.