Evals / tables / Format conversion
Large CSV to Excel
Convert gdp.csv to an Excel file called gdp.xlsx.
The task
The reference answer shows the job can be done with deft. It is not an agent run.
deft sheet convert gdp.csv -o gdp.xlsx
Input
| Country Name | Country Code | Year | Value |
| Afghanistan | AFG | 2000 | 3521418059.923445 |
| Afghanistan | AFG | 2001 | 2813571753.8725324 |
| Afghanistan | AFG | 2002 | 3825701438.9996333 |
| Afghanistan | AFG | 2003 | 4520946818.545814 |
| Afghanistan | AFG | 2004 | 5224896718.67782 |
| Afghanistan | AFG | 2005 | 6203256538.709669 |
| Afghanistan | AFG | 2006 | 6971758282.293506 |
| Afghanistan | AFG | 2007 | 9747886187.393929 |
| Afghanistan | AFG | 2008 | 10109297047.543194 |
| Afghanistan | AFG | 2009 | 12416152732.056717 |
| Afghanistan | AFG | 2010 | 15856668555.833595 |
| Afghanistan | AFG | 2011 | 17805098206.314083 |
| Afghanistan | AFG | 2012 | 19907329777.587166 |
| Afghanistan | AFG | 2013 | 20146416757.598675 |
| Afghanistan | AFG | 2014 | 20497128555.69723 |
| Afghanistan | AFG | 2015 | 19134221644.732494 |
| Afghanistan | AFG | 2016 | 18116572395.077213 |
| Afghanistan | AFG | 2017 | 18753456497.815865 |
| Afghanistan | AFG | 2018 | 18053222687.412624 |
| Afghanistan | AFG | 2019 | 18799444490.11278 |
| Afghanistan | AFG | 2020 | 19955929052.149597 |
| Afghanistan | AFG | 2021 | 14266499429.874573 |
| Afghanistan | AFG | 2022 | 14502158192.090395 |
Showing 24 of 4985 rows.
Reference output
How a result is judged (1 check)
- xlsx: file = "gdp.xlsx", rows = 13980, columns = 4, header = ["Country Name", "Country Code", "Year", "Value"]
Runs
CodexWithout deftPassed2026-11-07
- Time
- 33s
- New tokens
- 6.1k
- Total input
- 69.0k
- Output tokens
- 1.4k
- Commands
- 4
- Failed
- 2
Trace
I’ll locate `gdp.csv` in the current directory and convert it to `gdp.xlsx`.
pwd && rg --files -g 'gdp.csv' -g '"'!*.xlsx'"'output
gdp.csv
python3 -c \"import pandas as pd; pd.read_csv('gdp.csv').to_excel('gdp.xlsx', index=False)\" (exit 1)output
Traceback (most recent call last): File "<string>", line 1, in <module> File "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/pandas/core/generic.py", line 2312, in to_excel formatter.write( File "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/pandas/io/formats/excel.py", line 1003, in write writer = ExcelWriter( ^^^^^^^^^^^^ File "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/pandas/io/excel/_openpyxl.py", line 58, in __init__ from openpyxl.workbook import Workbook ModuleNotFoundError: No module named 'openpyxl'Pandas is available, but its Excel writer dependency (`openpyxl`) is missing. I’m checking for another installed spreadsheet writer so I can finish the conversion without installing anything.
python3 -c \"import importlib.util; print('xlsxwriter', bool(importlib.util.find_spec('xlsxwriter'))); print('openpyxl', bool(importlib.util.find_spec('openpyxl')))\"; command -v libreoffice; command -v soffice (exit 1)output
xlsxwriter False openpyxl False
python3 - <<'PY' import csv, zipfile, xml.sax.saxutils as xu from pathlib import Path rows = list(csv.reader(Path('gdp.csv').open(newline='', encoding='utf-8-sig'))) def col_name(n): out = '' while n: n, rem = divmod(n - 1, 26) out = chr(65 + rem) + out return out def cell_xml(value, ref): # Preserve CSV values exactly as text so IDs, leading zeros, and dates are not reinterpreted. return f'<c r=\"{ref}\" t=\"inlineStr\"><is><t xml:space=\"preserve\">{xu.escape(value)}</t></is></c>' sheet_rows = [] for ri, row in enumerate(rows, 1): cells = ''.join(cell_xml(value, f'{col_name(ci)}{ri}') for ci, value in enumerate(row, 1)) sheet_rows.append(f'<row r=\"{ri}\">{cells}</row>') sheet = '<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"yes\"?><worksheet xmlns=\"http://schemas.openxmlformats.org/spreadsheetml/2006/main\"><sheetData>' + ''.join(sheet_rows) + '</sheetData></worksheet>' workbook = '<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"yes\"?><workbook xmlns=\"http://schemas.openxmlformats.org/spreadsheetml/2006/main\" xmlns:r=\"http://schemas.openxmlformats.org/officeDocument/2006/relationships\"><sheets><sheet name=\"GDP\" sheetId=\"1\" r:id=\"rId1\"/></sheets></workbook>' rels = '<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"yes\"?><Relationships xmlns=\"http://schemas.openxmlformats.org/package/2006/relationships\"><Relationship Id=\"rId1\" Type=\"http://schemas.openxmlformats.org/officeDocument/2006/relationships/worksheet\" Target=\"worksheets/sheet1.xml\"/></Relationships>' root_rels = '<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"yes\"?><Relationships xmlns=\"http://schemas.openxmlformats.org/package/2006/relationships\"><Relationship Id=\"rId1\" Type=\"http://schemas.openxmlformats.org/o … 1068 more charactersoutput
Created gdp.xlsx with 13980 rows. -rw-r--r--@ 1 user staff 413670 Nov 6 17:25 gdp.xlsx
Created [gdp.xlsx](gdp.xlsx) in the current directory with 13,980 rows. CSV values were preserved as text.
Output
CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 14s
- New tokens
- 9.8k
- Total input
- 58.6k
- Output tokens
- 0.4k
- Commands
- 2
- Failed
- 0
Trace
I’ll check the available file tools, then convert `gdp.csv` in the current directory to `gdp.xlsx`.
cat .agents/skills/deft/SKILL.md && rg --files -g 'gdp.csv' -g 'AGENTS.md' -g 'gdp.xlsx'output
--- name: deft description: "Use deft instead of writing a script for file jobs: PDF merge/split/compress/watermark, image resize/convert/compress, video and audio trim/convert/compress, spreadsheets, Markdown to PDF/HTML, and YouTube downloads and subtitles." --- # deft One local command for file jobs. Prefer it over writing Python or shell scripts. Syntax: `deft <group> <command> [inputs] [-o output] [--options]` Groups: - `pdf`: Merge, split, compress, encrypt, forms, OCR, compare, convert - `image`: Resize, crop, convert, compress, filters, montage, OCR - `video`: Trim, crop, speed, convert, compress, GIF, frames (ffmpeg) - `audio`: Convert, trim, merge, fade, speed, tag, normalize (ffmpeg) - `doc`: Word/ODT/RTF: to text, Markdown, HTML, PDF; find and replace - `slides`: PowerPoint: extract text, Markdown outline, PDF handout - `data`: JSON/YAML/TOML/XML: convert, query with jq syntax, merge, diff - `sheet`: Excel/CSV/ODS tables: filter, sort, join, pivot, convert - `md`: Markdown to PDF, HTML, Word, EPUB; table of contents - `html`: HTML to Markdown, text, Word, PDF; screenshots - `epub`: E-books: info, to text, Markdown and PDF - `email`: EML files: headers, text, attachments - `contact`: VCF address books: to and from CSV - `calendar`: ICS calendars: to and from CSV - `gps`: GPX and KML tracks: convert, distance and time - `youtube`: Info, download, audio, subtitles, thumbnail (yt-dlp) - `file`: Any file: hash, duplicates, batch rename, base64, encoding - `qr`: Cre … 736 more characters
The `deft` spreadsheet converter is the instructed tool for this file job. I found `gdp.csv` and am converting it now.
deft sheet convert gdp.csv -o gdp.xlsxoutput
ok sheet.convert gdp.csv -> gdp.xlsx 13980 rows x 4 columns 0.06s
Converted `gdp.csv` to [gdp.xlsx](gdp.xlsx) (13,980 rows × 4 columns).
Output
CodexWith deft, skill as AGENTS.mdPassed2026-11-05
- Time
- 10s
- New tokens
- 8.9k
- Total input
- 45.4k
- Output tokens
- 0.3k
- Commands
- 2
- Failed
- 0
Trace
I’ll check the available CSV-to-Excel command, then convert `gdp.csv` in the current directory.
deft sheetoutput
deft sheet - commands (input -> output) info sheet -> report Sheet names, rows, columns convert sheet -> sheet Change format: --to csv|xlsx|json extract sheet -> sheet Take a sheet or range: --sheet, --range A1:D20 merge sheet... -> sheet Stack tables; a shared header is kept once to-md sheet -> md Markdown table (first row is the header) More: deft sheet <command> --help
deft sheet convert gdp.csv -o gdp.xlsx --to xlsxoutput
ok sheet.convert gdp.csv -> gdp.xlsx 13980 rows x 4 columns 0.06s
Converted `gdp.csv` to [gdp.xlsx](gdp.xlsx) — 13,980 rows and 4 columns.
Output
Its files were not kept in this run. The last line of the trace is its own report.
Claude Opus 5.5Without deftPassed2026-11-07
- Time
- 21s
- New tokens
- 12.4k
- Total input
- 79.5k
- Output tokens
- 1.2k
- Commands
- 0
- Failed
- 0
Trace
Output
Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07
- Time
- 6s
- New tokens
- 9.2k
- Total input
- 43.6k
- Output tokens
- 0.3k
- Commands
- 0
- Failed
- 0
Trace
Output
--- name: deft description: "Use deft first for any simple, direct operation on local files, whatever the type: convert, read, extract, edit, compress, merge, split, compare or inspect. Try it before writing a script or one-liner. If unsure, run deft find; if it says no command does this, use another tool. Not for programming work: to read, write or change source code, skip it." --- # deft One local command for file jobs. Prefer it over writing Python or shell scripts. Syntax: `deft <group> <command> [inputs] [-o output] [--options]` Groups: - `pdf`: Merge, split, compress, encrypt, forms, OCR, compare, convert - `image`: Resize, crop, convert, compress, adjust, montage, OCR - `video`: Trim, merge, convert, compress, subtitles, GIF, frames (ffmpeg) - `audio`: Convert, trim, normalize, denoise, cut silence (ffmpeg) - `doc`: Word/ODT/RTF: to text, Markdown, HTML, PDF; find and replace - `slides`: PowerPoint: extract text, Markdown outline - `sheet`: Excel/CSV/ODS tables: SQL query, pivot, merge, split, convert - `json`: JSON: convert, format, merge, diff, validate - `toml`: TOML: convert, format, merge, diff, validate - `xml`: XML: convert, format, merge, diff, validate - `yaml`: YAML: convert, format, merge, diff, validate - `md`: Markdown to PDF, HTML, Word, EPUB; table of contents - `html`: HTML to Markdown, text, Word and PDF - `epub`: E-books: info, to text, Markdown and PDF - `gps`: GPX and KML tracks: convert, distance and time - `qr`: Create QR codes and barcodes; read QR codes How to use it: 1. Run `deft <group>` to list commands, or `deft find "<what you want>"` to search. If it says `no command does this`, use another tool. 2. Run `deft <group> <command> --help` for options and examples. 3. `deft convert <in> -o <out.ext>` converts between formats by extension. 4. Results are one line starting with `ok`, `partial` or `error`; add `--json` to parse them. Errors include a `hint:` with the fix. Inputs are never overwritten; pass `--force` or `--in-place` to allow it. Globs and directories work as inputs; several inputs run in parallel. If `deft` is not installed, ask the user, then follow https://github.com/firstprayer/deft/blob/main/docs/INSTALL.md
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