Clean a small CSV export with an audit trail by Evan CatesClean a small CSV export with an audit trail by Evan Cates
Clean a small CSV export with an audit trailEvan Cates
Cover image for Clean a small CSV export with an audit trail
One small export, a clear record of what changed. This $49 pilot covers one supplied UTF-8 CSV with up to 500 data records and 10 columns.
Agree the rules before work: trim outer whitespace, flag missing required fields and repeated IDs, check specified email fields for syntax only, and remove exact duplicate rows only when explicitly requested. Conflicting IDs and uncertain values remain flagged for review. Dates and numbers are preserved as strings.
Receive the preserved original, a normalized CSV for controlled software import, a separate spreadsheet-safe CSV, an issue log, a record-count reconciliation and a short cleanup note. One correction within the agreed rules is included.
Proposed delivery: one business day after written scope agreement and receipt of the file; confirm the deadline before booking. Larger exports or repeatable workflow changes require a separate scope.
This service uses AI-assisted preparation and a deterministic Python cleanup workflow with checks. The cover and portfolio are original synthetic demonstrations, not paid client results.
Not included: Excel workbook formulas or formatting, inferred date/number corrections, sensitive personal records, live account access, data acquisition, accounting/legal advice, or unbounded revisions. Discuss the schema and required output before sending data; keep client data out of public comments.
Starting at$49
Duration1 day
Tags
CSV
Data Cleaning
Python
Service provided by
Evan Cates Johnstown, USA
1
Followers
Clean a small CSV export with an audit trailEvan Cates
Starting at$49
Duration1 day
Tags
CSV
Data Cleaning
Python
Cover image for Clean a small CSV export with an audit trail
One small export, a clear record of what changed. This $49 pilot covers one supplied UTF-8 CSV with up to 500 data records and 10 columns.
Agree the rules before work: trim outer whitespace, flag missing required fields and repeated IDs, check specified email fields for syntax only, and remove exact duplicate rows only when explicitly requested. Conflicting IDs and uncertain values remain flagged for review. Dates and numbers are preserved as strings.
Receive the preserved original, a normalized CSV for controlled software import, a separate spreadsheet-safe CSV, an issue log, a record-count reconciliation and a short cleanup note. One correction within the agreed rules is included.
Proposed delivery: one business day after written scope agreement and receipt of the file; confirm the deadline before booking. Larger exports or repeatable workflow changes require a separate scope.
This service uses AI-assisted preparation and a deterministic Python cleanup workflow with checks. The cover and portfolio are original synthetic demonstrations, not paid client results.
Not included: Excel workbook formulas or formatting, inferred date/number corrections, sensitive personal records, live account access, data acquisition, accounting/legal advice, or unbounded revisions. Discuss the schema and required output before sending data; keep client data out of public comments.
$49