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Level 5 : varshit pratap singh bhadauria#463

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temporalzone wants to merge 30 commits intoLife-Atlas:masterfrom
temporalzone:level-5-varshit-pratap-singh-bhadauria
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Level 5 : varshit pratap singh bhadauria#463
temporalzone wants to merge 30 commits intoLife-Atlas:masterfrom
temporalzone:level-5-varshit-pratap-singh-bhadauria

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Level 5 — Graph Thinking

Varshit Pratap Singh Bhadauria


What I Did

Analysed a real Swedish steel factory dataset (68 production rows, 14 workers, 8 capacity weeks) and designed a knowledge graph schema from scratch — mapping every CSV column to nodes, relationships, and properties.

Key Findings from the Data

  • 📍 Station 016 (Gjutning) is the level-1: Bassel Mazhar #1 bottleneck — appears 3 times in overruns, worst single variance at +25% (P03, w2)
  • ⚠️ Single point of failure — Per Hansen is the only primary worker at Station 016, and Victor Elm (Foreman) is the only backup in the entire factory
  • 📉 5 of 8 weeks are in capacity deficit — w1 and w2 are worst at -132h and -125h respectively, with zero overtime logged in w1
  • 🔁 Systematic underestimation — overruns occur across multiple projects simultaneously at the same stations, meaning it's a planning model problem, not a one-off

Schema Highlights

  • 7 node labels, 9 relationship types (2 carrying live production data)
  • PROCESSED_AT edge carries planned_hours, actual_hours, completed_units, week — the heart of the model
  • Alert node as a first-class graph citizen — queryable, assignable, resolvable
  • Certification split from comma-separated strings into proper nodes for traversable coverage queries

Files

  • answers.md — all 5 questions answered with real data, Cypher queries, and SQL comparison
  • schema.md — full Mermaid graph schema

Ready for L6

Blueprint in Q5 maps every CSV column to a node/relationship, defines 3 Streamlit panels with exact Cypher queries powering each, and includes a working Neo4j Python loader pattern.


Built on top of real factory data. Every number in this submission comes from the CSVs — nothing fabricated.

@github-actions github-actions Bot added the level-2 Level 2: Stack running label May 8, 2026
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

Replaced dotenv with Streamlit secrets for credentials.
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
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Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
Copy Markdown
Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
Copy Markdown
Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
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Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

Refactor Neo4j connection and improve data loading structure.
@github-actions
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github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
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Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
Copy Markdown
Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
Copy Markdown
Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

@github-actions
Copy link
Copy Markdown
Contributor

github-actions Bot commented May 8, 2026

Registration + Level 2 received! You're now on the board.

⚠️ Tip for next time: Submit each level as a separate PR — it makes tracking easier and ensures you get credit immediately.

The leaderboard is live: https://life-atlas.github.io/lpi-developer-kit/

Level 3 is what guarantees your place on the team.

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