Fixed-scope Python patch sprint

pydfs Normal Randomness Strategy Sprint

A $100 prepared implementation package for the open paid-help request asking for normal-distribution randomness in pydfs-lineup-optimizer. The patch is local and tested; no upstream comment, email, PR, or patch delivery has been sent.

Scope Evidence Claim steps Acceptance text Draft response Prepared notes Repo packet CSV Payment activation
Prepared patch

Strategy: NormalFantasyPointsStrategy

Sampling: gauss(player.fppg, player.fppg * deviation)

Bounds: respects fppg_floor and fppg_ceil

Tests: focused strategy file passes locally.

Prepared patch files4
Primary sprint price$100
Confirmed money$0

Concrete Deliverable

  1. Add a normal-distribution fantasy points strategy class.
  2. Expose it through the package API.
  3. Document usage with optimizer.set_fantasy_points_strategy(...).
  4. Cover player-specific deviation and floor/ceiling clamps with deterministic tests.
  5. Provide apply instructions and handoff proof without touching private contest files or accounts.

Implementation Evidence

FilePrepared change
pydfs_lineup_optimizer/fantasy_points_strategy.pyAdds NormalFantasyPointsStrategy using random.gauss, player max_deviation, default deviation, and floor/ceiling clamps.
pydfs_lineup_optimizer/__init__.pyExports the strategy for normal package imports.
tests/test_fantasy_points_strategy.pyAdds deterministic tests for sampling arguments and clamped bounds.
docs/usage.rstAdds normal-distribution randomness usage docs.
Focused test proof
collected 5 items
=============================== warnings summary ===============================
======================== 5 passed, 36 warnings in 0.07s ========================

Exact Claim Steps

  1. Open the source issue and confirm it is still open.
  2. Review the local patch and test output on the shared machine.
  3. Add only your seller-owned checkout, invoice, marketplace order, funded milestone, or payment-request URL.
  4. Use the draft response only after you approve it.
  5. Require the exact acceptance sentence before payment.
  6. Deliver the patch only after external payment proof or after you explicitly decide to publish it unpaid.
  7. Record buyer scope, payment reference, amount, fees, refund/hold state, delivery URL or PR URL, acceptance, payout/payable/cleared status, and date.
  8. Count $0 until the external proof shows posted, released, payable, cleared, credited, or verified net money.

Exact Acceptance Before Payment

I accept the pydfs-lineup-optimizer Normal Randomness Strategy Sprint fixed-scope terms at $100. I understand work starts only after seller-owned external payment proof exists; I will provide only public or buyer-authorized code and non-sensitive requirements; the deliverable is limited to the prepared normal-distribution fantasy points strategy patch, package export wiring, docs usage note, focused tests, and apply instructions; and private user data, credentials, payment data, sports betting account data, private projections, proprietary contest files, public posting, pull requests, or ongoing revisions are not included unless separately agreed before payment.
open_paid_help_request_prepared_patch

randomness using normal distribution

Requester asks for normal distribution randomness and says they would be happy to pay for it to be written into their code.

Draft response not posted

I prepared a small tested patch for normal-distribution randomness in pydfs-lineup-optimizer. It adds NormalFantasyPointsStrategy, exports it from the package API, documents usage, and covers player-level deviation plus floor/ceiling clamps in deterministic tests. The focused test file passes locally. I can hand over the patch or adapt it to your fork/private code after fixed-scope acceptance and external payment proof.

Draft response prepared only. External comments, emails, direct messages, pull requests, or patch delivery require explicit send approval.

Prepared Notes And Packet

https://jaxassistant55.github.io/jax-micro-offer-studio/pydfs_normal_randomness_strategy_notes.md

https://jaxassistant55.github.io/jax-micro-offer-studio/pydfs_normal_randomness_repo_grounded_packet.md

Money And Posting Boundary

SignalCounted as money?
Prepared patch, tests, notes, page, CSV, draft response, or IndexNow resultNo. Counts $0.
Issue says the requester is happy to payNo. Requires accepted scope and external payment proof.
External payment posted, released, payable, or cleared after delivery proofYes. Count only verified net amount after fees/refunds.