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* Common file format for .bold[Run 4 Analysis Model]
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* Contains already-calibrated objects for fast analysis
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* Monolithic: Intended to serve ~80% of physics analysis in Run 4
@@ -95,7 +95,7 @@ End user analysis ideally uses .bold[smaller and calibrated PHYSLITE]
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.kol-1-2[
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.large[
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* Raw [PHYSLITE](https://atlas-physlite-content.web.cern.ch/) is not easily loadable by columnar analysis tools outside of ROOT
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* Raw [PHYSLITE](https://atlas-physlite-content-opendata.web.cern.ch/) is not easily loadable by columnar analysis tools outside of ROOT
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- Challenges for correctly handling `ElementLinks` and custom objects .smaller[(e.g. triggers)]
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* Awkward Array supports [`behaviors`](https://awkward-array.org/doc/2.6/reference/ak.behavior.html), which allow for efficiently reinterpreting data on the fly
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* ATLAS members have contributed to open ecosystem development to support PHYSLITE in both [Uproot](https://uproot.readthedocs.io/en/stable/) and [Coffea](https://coffeateam.github.io/coffea/api/coffea.nanoevents.PHYSLITESchema.html#coffea.nanoevents.PHYSLITESchema)
@@ -478,7 +478,8 @@ HL-LHC era data scale requires rethinking interacting with data during analysis
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# References
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*[ATLAS Software and Computing HL-LHC Roadmap](https://cds.cern.ch/record/2802918), ATLAS Collaboration, 2022
*[Using Legacy ATLAS C++ Calibration Tools in Modern Columnar Analysis Environments](https://indico.cern.ch/event/1330797/contributions/5796636/), Matthias Vigl, [ACAT 2024](https://indico.cern.ch/event/1330797/)
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*[How the Scientific Python ecosystem helps answering fundamental questions of the Universe](https://cfp.scipy.org/2024/talk/KCXVVR/), Vangelis Kourlitis, Matthew Feickert, and Gordon Watts, [SciPy 2024](https://www.scipy2024.scipy.org/)
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*[The Columnar Analysis Grand Challenge Demonstrator](https://indico.cern.ch/event/1268248/contributions/5326293/), Gordon Watts, [ATLAS S&C Plenary Afternoon: Demonstrators](https://indico.cern.ch/event/1268248/), 2023-10-04 [ATLAS Internal]
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