|
|
--- |
|
|
tags: |
|
|
- statistics |
|
|
- polars |
|
|
- finepdfs-edu |
|
|
license: odc-by |
|
|
--- |
|
|
|
|
|
# Statistics for HuggingFaceFW/finepdfs-edu (English (Latin script)) |
|
|
|
|
|
Aggregate statistics computed using Polars streaming on the [HuggingFaceFW/finepdfs-edu](https://huggingface.co/datasets/HuggingFaceFW/finepdfs-edu) dataset. |
|
|
|
|
|
## Performance |
|
|
|
|
|
Processed **23,023,372 documents** in **2608.95 seconds**. |
|
|
|
|
|
| Step | Time | |
|
|
|------|------| |
|
|
| Global stats | 686.56s | |
|
|
| Language stats | 634.40s | |
|
|
| Extractor stats | 648.34s | |
|
|
| Dump stats | 639.65s | |
|
|
| **Total** | **2608.95s** | |
|
|
|
|
|
> Speed comes from Polars only reading metadata columns (not the `text` column), |
|
|
> thanks to Parquet's columnar format and lazy evaluation. |
|
|
|
|
|
## How This Was Generated |
|
|
|
|
|
This dataset demonstrates **Polars streaming aggregation** with HuggingFace Hub integration. |
|
|
Thanks to [polars#25521](https://github.com/pola-rs/polars/pull/25521), `scan_parquet` |
|
|
with `hf://` paths now uses far fewer API calls (139 → 1 for finepdfs-edu). |
|
|
|
|
|
```bash |
|
|
uv run finepdfs-stats.py --lang eng_Latn --output-repo davanstrien/finepdfs-eng-stats |
|
|
``` |
|
|
|
|
|
## Global Summary |
|
|
|
|
|
| Metric | Value | |
|
|
|--------|-------| |
|
|
| Language | English (Latin script) (`eng_Latn`) | |
|
|
| Total Documents | 23,023,372 | |
|
|
| Total Tokens | 129,470,001,828 | |
|
|
| Average Tokens/Doc | 5,623 | |
|
|
| Truncated Documents | 5,105,113 (22.2%) | |
|
|
| Unique Languages | 1 | |
|
|
| Unique Extractors | 2 | |
|
|
| Unique Dumps | 106 | |
|
|
|
|
|
## Configs |
|
|
|
|
|
- `global_stats` - Overall summary (1 row) |
|
|
- `language_stats` - Per-language aggregations |
|
|
- `extractor_stats` - Per-extractor aggregations |
|
|
- `dump_stats` - Per-dump aggregations |
|
|
|
|
|
## Usage |
|
|
|
|
|
```python |
|
|
from datasets import load_dataset |
|
|
|
|
|
# Load all configs |
|
|
global_stats = load_dataset("davanstrien/finepdfs-eng-stats", "global_stats") |
|
|
lang_stats = load_dataset("davanstrien/finepdfs-eng-stats", "language_stats") |
|
|
extractor_stats = load_dataset("davanstrien/finepdfs-eng-stats", "extractor_stats") |
|
|
dump_stats = load_dataset("davanstrien/finepdfs-eng-stats", "dump_stats") |
|
|
``` |
|
|
|
|
|
## Source |
|
|
|
|
|
- **Dataset**: [HuggingFaceFW/finepdfs-edu](https://huggingface.co/datasets/HuggingFaceFW/finepdfs-edu) |
|
|
- **Language**: eng_Latn |
|
|
- **Script**: [finepdfs-stats.py](https://huggingface.co/datasets/uv-scripts/data-stats) |
|
|
|
