Pith Number

pith:DC5ODXKS

pith:2023:DC5ODXKSGCWWDRK7EP2R7NDS3O

not attested not anchored not stored refs pending

Evaluation of Dataframe Libraries for Data Preparation on a Single Machine

Adeel Aslam, Angelo Mozzillo, Giovanni Simonini, Luca Gagliardelli, Luca Zecchini, Sonia Bergamaschi

arxiv:2312.11122 v3 · 2023-12-18 · cs.DB

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\usepackage{pith}
\pithnumber{DC5ODXKSGCWWDRK7EP2R7NDS3O}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction

Energy Consumption of Dataframe Libraries for End-to-End Deep Learning Pipelines:A Comparative Analysis

Receipt and verification

First computed	2026-07-05T09:38:23.191457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18bae1dd5230ad61c55f23f51fb472dba5e1ab559e22c08796a0541fef41686c

Aliases

arxiv: 2312.11122 · arxiv_version: 2312.11122v3 · doi: 10.48550/arxiv.2312.11122 · pith_short_12: DC5ODXKSGCWW · pith_short_16: DC5ODXKSGCWWDRK7 · pith_short_8: DC5ODXKS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DC5ODXKSGCWWDRK7EP2R7NDS3O \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 18bae1dd5230ad61c55f23f51fb472dba5e1ab559e22c08796a0541fef41686c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcb6e71b16ca45609e559dfa64de6eb9a283fc969541bf37433e4b0a0b11effd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2023-12-18T11:41:27Z",
    "title_canon_sha256": "b8700a6188bf94cd77c38c0c7879c548cb898636fd963b9d635ed2a1e2449a94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11122",
    "kind": "arxiv",
    "version": 3
  }
}