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Comparison · Infra & APIs

PINstimation vs standardlastprofile

A side-by-side editorial comparison of PINstimation and standardlastprofile — release velocity, themes, recent moves, and the top alternatives to consider.

PINstimation vs standardlastprofile: at a glance

FeaturePINstimationstandardlastprofile
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesmarket-microstructure, finance, informed-trading, r-packageenergy, load-profiles, bdew, gas
Last editorial update49m ago2h ago
WebsiteVisit →Visit →

What is PINstimation?

A market-microstructure toolkit that keeps adding estimators as the papers land.

PINstimation estimates probability-of-informed-trading models — PIN, multilayer PIN, adjusted PIN and VPIN — from trade and quote data, and handles the trade classification and aggregation that feeds them. The current 0.2.0 adds ivpin(), a maximum-likelihood variant of VPIN from Ke and Lin (2017). The package's early history is compressed into a single hour of backfilled tags in October 2022, so version order there does not track release order.

Read the full PINstimation trajectory →

What is standardlastprofile?

A German electricity load-profile package added gas and doubled the market it serves.

standardlastprofile implements the BDEW standard load profiles that German utilities use to assign consumption to customers without interval metering. Until June it did electricity only. Version 2.0.0 added the gas side — the SigLinDe synthetic procedure across all 15 BDEW gas profile IDs — and gave electricity a new primary interface, slp_electricity(), with slp_generate() superseded but retained.

Read the full standardlastprofile trajectory →

PINstimation vs standardlastprofile: editorial side-by-side

P
PINstimation
INFRA · APIS
0.0

A market-microstructure toolkit that keeps adding estimators as the papers land.

◆ Current state

PINstimation estimates probability-of-informed-trading models — PIN, multilayer PIN, adjusted PIN and VPIN — from trade and quote data, and handles the trade classification and aggregation that feeds them. The current 0.2.0 adds ivpin(), a maximum-likelihood variant of VPIN from Ke and Lin (2017). The package's early history is compressed into a single hour of backfilled tags in October 2022, so version order there does not track release order.

◆ Where it's heading

Each release tracks the literature: a Bayesian PIN estimator from Griffin et al., an improved VPIN from Ke and Lin, initial-parameter generation realigned to Ersan and Ghachem. The other steady thread is data handling — matrix inputs so the estimators compose with rolling windows, user-specified aggregation frequencies, and now quote leads as well as lags. The three-year gap between 0.1.2 and 0.2.0 makes this a slow, publication-paced package rather than an actively developed one.

◆ Prediction

On this pattern the next release adds whatever estimator the authors publish next, since two of the three feature releases here implement a specific paper. Nothing in the entries points to a change in the package's structure.

S
standardlastprofile
INFRA · APIS
0.0

A German electricity load-profile package added gas and doubled the market it serves.

◆ Current state

standardlastprofile implements the BDEW standard load profiles that German utilities use to assign consumption to customers without interval metering. Until June it did electricity only. Version 2.0.0 added the gas side — the SigLinDe synthetic procedure across all 15 BDEW gas profile IDs — and gave electricity a new primary interface, slp_electricity(), with slp_generate() superseded but retained.

◆ Where it's heading

The package is converting from a dataset wrapper into a calculation library. Electricity profiles are tabulated values the package ships; gas profiles are computed from daily temperatures and a customer value through a coefficient-driven function, and the maintainer exposed the whole ladder — slp_gas() for the profile, slp_gas_kundenwert() to derive the customer value from a reference year, slp_gas_siglinde() for the raw h(theta) demand function so users can supply state-level coefficients, and coefficient and weekday-factor accessors underneath. The same instinct removed the built-in holiday table in favour of computing Easter directly, which lifted the date range cap from 2073 to open-ended. Deprecations are handled carefully throughout: renames keep working with lifecycle warnings, and the one hard break was already a warning since 1.1.0.

◆ Prediction

slp_gas_siglinde() was exported specifically so users could plug in region-specific coefficients such as Baden-Wurttemberg's, which points at state-level coefficient sets as the next thing to ship rather than leave to callers. The BDEW reference edition is now pinned to an Internet Archive permalink after the last one 404'd, so tracking edition changes is an ongoing maintenance cost.

Alternatives to PINstimation and standardlastprofile

Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either PINstimation or standardlastprofile.

See all PINstimation alternatives → · See all standardlastprofile alternatives →

Recent activity from PINstimation and standardlastprofile

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1mo agostandardlastprofileValidation against the SigLinDe pole; numeric variant accepted
  2. 2mo agostandardlastprofileGas standard load profiles arrive alongside electricity
  3. 5mo agostandardlastprofileFive 2025 BDEW profiles added, including PV and storage variants
  4. 8mo agoPINstimationPINstimation 0.2.0
  5. 3y agoPINstimationPINstimation v0.1.2
  6. 3y agoPINstimationPINstimation v0.1.1
  7. 3y agoPINstimationPINstimation v0.0.1-beta
  8. 3y agoPINstimationPINstimation v0.1.0

Frequently asked questions

What is the difference between PINstimation and standardlastprofile?

They serve adjacent needs but don't currently overlap on shipped themes. PINstimation and standardlastprofile are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is PINstimation better than standardlastprofile?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. PINstimation and standardlastprofile are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to PINstimation?

Top PINstimation alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "PINstimation alternatives" section above for the current picks, or visit /alternatives/pinstimation for the full list with editorial commentary on each.

What are the best alternatives to standardlastprofile?

Top standardlastprofile alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "standardlastprofile alternatives" section above for the current picks, or visit /alternatives/standardlastprofile for the full list with editorial commentary on each.