How to generate python code from excel survey results for statistical analysis
- Step 1Export survey results to Excel — Download the .xlsx export from Google Forms, SurveyMonkey, or Qualtrics.
- Step 2Generate Python list of dicts — Upload and select list_of_dicts mode. Question column names are sanitised to Python identifiers.
- Step 3Import and analyse — from data import responses; use scipy.stats.chi2_contingency or pandas DataFrames on the responses list.
Frequently asked questions
How are Likert scale responses (1–5) represented?+
Numeric cell values are output as Python int or float. Likert 1–5 responses stored as numbers become int literals in the generated code.
Can I use this for open-ended text responses too?+
Yes. Text responses become Python string values in the dict. Long text responses are included verbatim up to the 500-row inline limit.
What if survey column headers are very long question texts?+
Long headers are truncated to 40 characters and made Python-safe (spaces to underscores, special chars removed). A mapping comment shows original vs sanitised name.
Privacy first
Every JAD Excel tool runs entirely in your browser using SheetJS and ExcelJS. Your spreadsheets, formulas, and data never leave your device — verified by zero outbound network requests during processing.