Evals / tables / Filter and clean

Take part of a table

Save the header and first 10 rows of countries.csv as top10.csv.

The task

The reference answer shows the job can be done with deft. It is not an agent run.

deft sheet extract countries.csv --range A1:B11 -o top10.csv

Input

NameCode
AfghanistanAF
AlbaniaAL
AlgeriaDZ
American SamoaAS
AndorraAD
AngolaAO
AnguillaAI
AntarcticaAQ
Antigua and BarbudaAG
ArgentinaAR
ArmeniaAM
ArubaAW
AustraliaAU
AustriaAT
AzerbaijanAZ
BahamasBS
BahrainBH
BangladeshBD
BarbadosBB
BelarusBY
BelgiumBE
BelizeBZ
BeninBJ

Showing 24 of 250 rows.

Reference output

top10.csv 148 B
NameCode
AfghanistanAF
AlbaniaAL
AlgeriaDZ
American SamoaAS
AndorraAD
AngolaAO
AnguillaAI
AntarcticaAQ
Antigua and BarbudaAG
ArgentinaAR
How a result is judged (1 check)
  • csv: file = "top10.csv", rows = 11, columns = 2

Runs

CodexWithout deftPassed2026-11-07

Time
7s
New tokens
2.8k
Total input
26.6k
Output tokens
0.2k
Commands
1
Failed
0

Trace

  1. I’ll locate `countries.csv` in the current directory and write its header plus first 10 data rows to `top10.csv`.

  2. ls -l countries.csv && head -n 11 countries.csv > top10.csv && wc -l top10.csv
    output
    -rw-r--r--@ 1 user  staff  3835 Nov  5 21:11 countries.csv
          11 top10.csv
  3. Saved the header and first 10 rows of `countries.csv` to [top10.csv](top10.csv). It contains 11 lines.

Output

top10.csv 148 B
NameCode
AfghanistanAF
AlbaniaAL
AlgeriaDZ
American SamoaAS
AndorraAD
AngolaAO
AnguillaAI
AntarcticaAQ
Antigua and BarbudaAG
ArgentinaAR

CodexWith deft, skill installedPassedRead the skillUsed deft2026-11-07

Time
16s
New tokens
5.0k
Total input
71.2k
Output tokens
0.5k
Commands
4
Failed
0

Trace

  1. I’ll inspect the CSV and save its header plus first ten data rows to `top10.csv` in the current directory.

  2. cat .agents/skills/deft/SKILL.md
    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, 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, downlo
    … 849 more characters
  3. I’m using the local `deft` file tool for this CSV operation, as its guidance recommends for simple file tasks.

  4. deft find "take header and first 10 rows of a CSV"
    output
    sheet to-md      sheet -> md     Markdown table (first row is the header)
    sheet extract    sheet -> sheet  Take a sheet or range: --sheet, --range A1:D20
    sheet dedupe     sheet -> sheet  Drop repeated rows, by whole row or --columns
    sheet filter     sheet -> sheet  Keep matching rows: --where "age > 30 and city = 'Oslo'"
    sheet transpose  sheet -> sheet  Swap rows and columns
  5. deft sheet extract --help
    output
    deft sheet extract - Take a sheet or range: --sheet, --range A1:D20
    
    Usage: deft sheet extract <sheet>... [-o <sheet|dir>] [options]
    In: sheet (each handled separately)   Out: sheet (default <name>.extract.<ext>)
    
    Options:
      --sheet <text>               Sheet name or number (default: first)
      --range <text>               Cell range, e.g. B2:D10
      --to <csv|xlsx|json>         Output format (default csv)
    Common: -o --force --dry-run --json -j   (deft help common)
    
    Examples:
      deft sheet extract people.xlsx --range A1:B2 -o part.csv
      deft sheet extract people.csv --range A1:A3 --to json -o names.json
    
    Result fields: rows, columns
  6. deft sheet extract countries.csv --range A1:ZZ11 -o top10.csv
    output
    ok sheet.extract countries.csv -> top10.csv  11 rows x 2 columns  0.00s
  7. Saved the header and first 10 data rows of `countries.csv` to [top10.csv](top10.csv).

Output

top10.csv 148 B
NameCode
AfghanistanAF
AlbaniaAL
AlgeriaDZ
American SamoaAS
AndorraAD
AngolaAO
AnguillaAI
AntarcticaAQ
Antigua and BarbudaAG
ArgentinaAR

CodexWith deft, skill as AGENTS.mdPassed2026-11-05

Time
10s
New tokens
5.6k
Total input
61.3k
Output tokens
0.3k
Commands
3
Failed
0

Trace

  1. I’ll check the CSV and use the local `deft` spreadsheet command to save the header plus the first 10 data rows as `top10.csv`.

  2. pwd && rg --files -g 'countries.csv' -g 'top10.csv' && deft sheet
    output
    countries.csv
    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
  3. deft sheet extract --help && deft sheet info countries.csv
    output
    deft sheet extract - Take a sheet or range: --sheet, --range A1:D20
    
    Usage: deft sheet extract <sheet>... [-o <sheet|dir>] [options]
    In: sheet (each handled separately)   Out: sheet (default <name>.extract.<ext>)
    
    Options:
      --sheet <text>               Sheet name or number (default: first)
      --range <text>               Cell range, e.g. B2:D10
      --to <csv|xlsx|json>         Output format (default csv)
    Common: -o --force --dry-run --json -j   (deft help common)
    
    Examples:
      deft sheet extract people.xlsx --range A1:B2 -o part.csv
      deft sheet extract people.csv --range A1:A3 --to json -o names.json
    
    Result fields: rows, columns
    ok sheet.info countries.csv  countries: 250 rows x 2 columns
    sheets=[{"columns":2,"name":"countries","rows":250}]
  4. deft sheet extract countries.csv --range A1:B11 -o top10.csv && head -n 11 top10.csv
    output
    ok sheet.extract countries.csv -> top10.csv  11 rows x 2 columns  0.00s
    Name,Code
    Afghanistan,AF
    Albania,AL
    Algeria,DZ
    American Samoa,AS
    Andorra,AD
    Angola,AO
    Anguilla,AI
    Antarctica,AQ
    Antigua and Barbuda,AG
    Argentina,AR
  5. Saved the header and first 10 data rows to [top10.csv](top10.csv).

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
6s
New tokens
8.3k
Total input
27.8k
Output tokens
0.2k
Commands
0
Failed
0

Trace

    Output

    top10.csv 148 B
    NameCode
    AfghanistanAF
    AlbaniaAL
    AlgeriaDZ
    American SamoaAS
    AndorraAD
    AngolaAO
    AnguillaAI
    AntarcticaAQ
    Antigua and BarbudaAG
    ArgentinaAR

    Claude Opus 5.5With deft, skill installedPassedRead the skillUsed deft2026-11-07

    Time
    17s
    New tokens
    11.0k
    Total input
    76.7k
    Output tokens
    0.6k
    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
      
      top10.csv 148 B
      NameCode
      AfghanistanAF
      AlbaniaAL
      AlgeriaDZ
      American SamoaAS
      AndorraAD
      AngolaAO
      AnguillaAI
      AntarcticaAQ
      Antigua and BarbudaAG
      ArgentinaAR

      Claude CodeWithout deftNot run yet

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