ezodfvspandas
How 10 AI models weigh ezodf against pandas on the 1 buying question where both came up.
- ezodf
- 1%of answers named it
- pandas
- 100%of answers named it
- Placed higher
- 0–40times ezodf vs pandas, over 40 model rankings that listed either
- Models leaning
- 0–10toward ezodf vs pandas
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording
| Model | ezodf | pandas | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 0% | 100% | 0–4 | pandas |
| GPT-6 Luna | 0% | 100% | 0–4 | pandas |
| Gemini 4 Argon | 0% | 100% | 0–4 | pandas |
| Qwen 3.8 Flash | 0% | 100% | 0–4 | pandas |
| DeepSeek V4.1 Flash | 0% | 100% | 0–4 | pandas |
| GLM-5.3 | 0% | 100% | 0–4 | pandas |
| Kimi K3 | 0% | 100% | 0–4 | pandas |
| MiniMax M3 | 0% | 100% | 0–4 | pandas |
| Mistral Large 4 | 0% | 100% | 0–4 | pandas |
| Nemotron 3.5 Super VL | 13% | 100% | 0–4 | pandas |
What the models say about ezodf
One reason per model, from the shared questions
No reasons given.
What the models say about pandas
One reason per model, from the shared questions
- Claude Haiku 5.5
Best for data analysis; reads and writes Excel via openpyxl or xlsxwriter engines.
- GPT-6 Luna
Excellent for tabular imports, transformations, and exports, especially alongside openpyxl.
- Gemini 4 Argon
Unmatched data analysis capabilities with effortless reading and writing via unified Excel wrappers.
- Qwen 3.8 Flash
Most common way to read Excel into dataframes; edit via export.
- DeepSeek V4.1 Flash
Fast bulk read/write to DataFrames; the analysis workhorse.
- GLM-5.3
Great for data analysis; converts Excel to dataframes easily.
- Kimi K3
Best for data analysis workflows; read_excel/to_excel cover most practical needs.
- MiniMax M3
Excel I/O built-in, ideal for data analysis workflows.
- Mistral Large 4
Essential for Excel data analysis; read_excel and to_excel are incredibly convenient.
- Nemotron 3.5 Super VL
Best for data analysis and tabular Excel operations
Over time
Share of answers that named each, on the questions where both came up, each time the panel answered
| Panel run | ezodf | pandas |
|---|---|---|
| October 26, 2026 | 1% | 100% |
| October 25, 2026 | 0% | 100% |
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | ezodf | pandas |
|---|---|---|
| Best Python libraries for reading and editing Excel files | 1% #29 | 100% #1 |
| Best Python libraries for PowerPoint files | · | 9% #22 |