should be it

This commit is contained in:
2025-10-24 19:21:19 -05:00
parent a4b23fc57c
commit f09560c7b1
14047 changed files with 3161551 additions and 1 deletions

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SELECT
FLOOR((
CASE
WHEN MET.pt < 0 THEN -1
WHEN MET.pt > 2000 THEN 2001
ELSE MET.pt
END) / 20) * 20 + 10 AS x,
COUNT(*) AS y
FROM hep_singleMu
GROUP BY FLOOR((
CASE
WHEN MET.pt < 0 THEN -1
WHEN MET.pt > 2000 THEN 2001
ELSE MET.pt
END) / 20) * 20 + 10
ORDER BY x;

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SELECT
FLOOR((
CASE
WHEN j.pt < 15 THEN 14.99
WHEN j.pt > 60 THEN 60.01
ELSE j.pt
END - 0.15) / 0.45) * 0.45 + 0.375 AS x,
COUNT(*) AS y
FROM hep_singleMu
CROSS JOIN UNNEST(Jet) AS _j(j)
GROUP BY FLOOR((
CASE
WHEN j.pt < 15 THEN 14.99
WHEN j.pt > 60 THEN 60.01
ELSE j.pt
END - 0.15) / 0.45) * 0.45 + 0.375
ORDER BY x;

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SELECT
FLOOR((
CASE
WHEN j.pt < 15 THEN 14.99
WHEN j.pt > 60 THEN 60.01
ELSE j.pt
END - 0.15) / 0.45) * 0.45 + 0.375 AS x,
COUNT(*) AS y
FROM hep_singleMu
CROSS JOIN UNNEST(Jet) AS _j(j)
WHERE abs(j.eta) < 1
GROUP BY FLOOR((
CASE
WHEN j.pt < 15 THEN 14.99
WHEN j.pt > 60 THEN 60.01
ELSE j.pt
END - 0.15) / 0.45) * 0.45 + 0.375
ORDER BY x;

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SELECT
FLOOR((
CASE
WHEN MET.pt < 0 THEN -1
WHEN MET.pt > 2000 THEN 2001
ELSE MET.pt
END) / 20) * 20 + 10 AS x,
COUNT(*) AS y
FROM hep_singleMu
WHERE len(filter(Jet, lambda x: x.pt > 40)) > 1
GROUP BY FLOOR((
CASE
WHEN MET.pt < 0 THEN -1
WHEN MET.pt > 2000 THEN 2001
ELSE MET.pt
END) / 20) * 20 + 10
ORDER BY x;

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WITH temp AS (
WITH m as (select unnest(Muon) as m from hep_singleMu )
SELECT rowid, MET.pt, COUNT(*)
FROM hep_singleMu
CROSS JOIN (
SELECT row_number() OVER () idx1, m.charge as c1, m.eta as e1, m.phi as ph1, m.pt as p1
FROM m
) AS _m1
CROSS JOIN (
SELECT row_number() OVER () idx2, m.charge as c2, m.eta as e2, m.phi as ph2, m.pt as p2
FROM m
) AS _m2
WHERE
len(Muon) > 1 AND
idx1 < idx2 AND
c1 <> c2 AND
SQRT(2 * p1 * p2 * (COSH(e1 - e2) - COS(ph1 - ph2))) BETWEEN 60 AND 120
GROUP BY rowid, MET.pt
HAVING COUNT(*) > 0
)
SELECT
FLOOR((
CASE
WHEN pt < 0 THEN -1
WHEN pt > 2000 THEN 2001
ELSE pt
END) / 20) * 20 + 10 AS x,
COUNT(*) AS y
FROM temp
GROUP BY FLOOR((
CASE
WHEN pt < 0 THEN -1
WHEN pt > 2000 THEN 2001
ELSE pt
END) / 20) * 20 + 10
ORDER BY x;

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WITH trijets_invariant_mass AS materialized (SELECT
row_id_i,
AddPtEtaPhiM3({'pt':j1.pt, 'eta':j1.eta, 'phi':j1.phi, 'mass':j1.mass},
{'pt':j2.pt, 'eta':j2.eta, 'phi':j2.phi, 'mass':j2.mass},
{'pt':j3.pt, 'eta':j3.eta, 'phi':j3.phi, 'mass':j3.mass}) AS triJet,
abs(triJet['mass'] - 172.5) AS invariant_mass
FROM (SELECT j1, row_number() OVER(PARTITION BY row_id) i, row_id row_id_i FROM (SELECT UNNEST(Jet) j1, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3)),
(SELECT j2, row_number() OVER(PARTITION BY row_id) j, row_id row_id_j FROM (SELECT UNNEST(Jet) j2, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3)),
(SELECT j3, row_number() OVER(PARTITION BY row_id) k, row_id row_id_k FROM (SELECT UNNEST(Jet) j3, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3))
WHERE i < j AND j < k AND row_id_i = row_id_j AND row_id_j = row_id_k
ORDER BY invariant_mass ASC)
SELECT
HistogramBin(trijets_invariant_mass.triJet['pt'], 15, 40, 100) AS x,
count(*) AS y
FROM trijets_invariant_mass
WHERE
invariant_mass IN (SELECT min(tim_2.invariant_mass) FROM trijets_invariant_mass tim_2 GROUP BY tim_2.row_id_i)
GROUP BY x
ORDER BY x;

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WITH trijets_b_tag_dval AS materialized (SELECT
row_id_i,
list_max(list_transform([j1, j2, j3], lambda x: x.btag)) AS b_tag_dval,
AddPtEtaPhiM3({'pt':j1.pt, 'eta':j1.eta, 'phi':j1.phi, 'mass':j1.mass},
{'pt':j2.pt, 'eta':j2.eta, 'phi':j2.phi, 'mass':j2.mass},
{'pt':j3.pt, 'eta':j3.eta, 'phi':j3.phi, 'mass':j3.mass}) AS triJet,
abs(triJet['mass'] - 172.5) AS invariant_mass
FROM (SELECT j1, row_number() OVER(Partition BY row_id) i, row_id row_id_i FROM (SELECT UNNEST(Jet) j1, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3)),
(SELECT j2, row_number() OVER(Partition BY row_id) j, row_id row_id_j FROM (SELECT UNNEST(Jet) j2, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3)),
(SELECT j3, row_number() OVER(Partition BY row_id) k, row_id row_id_k FROM (SELECT UNNEST(Jet) j3, rowid row_id FROM hep_singleMu WHERE array_length(jet) >= 3))
WHERE i < j AND j < k AND row_id_i = row_id_j AND row_id_j = row_id_k
ORDER BY invariant_mass asc)
SELECT
round(HistogramBin(trijets_b_tag_dval.b_tag_dval, 0, 1, 100),3) AS x,
count(*) AS y
FROM trijets_b_tag_dval
WHERE
invariant_mass in (SELECT min(tim_2.invariant_mass) FROM trijets_b_tag_dval tim_2 GROUP BY tim_2.row_id_i)
GROUP BY x
ORDER BY x;

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WITH matching_jets AS (
SELECT rowid, SUM(j.pt) AS pt_sum
FROM hep_singleMu
CROSS JOIN UNNEST(Jet) AS _j(j)
WHERE
j.pt > 30 AND
len(
filter(
Electron,
lambda x: x.pt > 10 AND
sqrt( (j.eta - x.eta) * (j.eta - x.eta) +
pow( (j.phi - x.phi + pi()) % (2 * pi()) - pi(), 2) ) < 0.4)) = 0 AND
len(
filter(
Muon,
lambda x: x.pt > 10 AND
sqrt( (j.eta - x.eta) * (j.eta - x.eta) +
pow( (j.phi - x.phi + pi()) % (2 * pi()) - pi(), 2) ) < 0.4)) = 0
GROUP BY rowid
)
SELECT
FLOOR((
CASE
WHEN pt_sum < 15 THEN 14.9
WHEN pt_sum > 200 THEN 200.1
ELSE pt_sum
END - 0.2) / 1.85) * 1.85 + 1.125 AS x,
COUNT(*) AS y
FROM matching_jets
GROUP BY FLOOR((
CASE
WHEN pt_sum < 15 THEN 14.9
WHEN pt_sum > 200 THEN 200.1
ELSE pt_sum
END - 0.2) / 1.85) * 1.85 + 1.125
ORDER BY x;

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WITH uniform_structure_leptons AS (
SELECT
event,
MET,
list_distinct(
list_concat(
list_transform(
COALESCE(Muon, ARRAY []),
x -> CAST( ROW(x.pt, x.eta, x.phi, x.mass, x.charge, 'm') AS ROW( pt REAL, eta REAL, phi REAL, mass REAL, charge INTEGER, type CHAR ) )
),
list_transform(
COALESCE(Electron, ARRAY []),
x -> CAST( ROW(x.pt, x.eta, x.phi, x.mass, x.charge, 'e') AS ROW( pt REAL, eta REAL, phi REAL, mass REAL, charge INTEGER, type CHAR ) )
)
)
) AS Leptons
FROM hep_singleMu
WHERE len(Muon) + len(Electron) > 2
),
lepton_pairs AS (
WITH m AS (select unnest(Leptons) AS m FROM hep_singleMu)
SELECT
*,
CAST(
ROW(
l1.pt * cos(l1.phi) + l2.pt * cos(l2.phi),
l1.pt * sin(l1.phi) + l2.pt * sin(l2.phi),
l1.pt * ( ( exp(l1.eta) - exp(-l1.eta) ) / 2.0 ) + l2.pt * ( ( exp(l2.eta) - exp(-l2.eta) ) / 2.0 ),
sqrt(l1.pt * cosh(l1.eta) * l1.pt * cosh(l1.eta) + l1.mass * l1.mass) + sqrt(l2.pt * cosh(l2.eta) * l2.pt * cosh(l2.eta) + l2.mass * l2.mass)
) AS
ROW (x REAL, y REAL, z REAL, e REAL)
) AS l,
idx1 AS l1_idx,
idx2 AS l2_idx
FROM uniform_structure_leptons
CROSS JOIN (
SELECT l1, row_number()OVER (PARTITION BY event) idx1
FROM (select unnest(Leptons) l1, event FROM uniform_structure_leptons)
) AS _l1
CROSS JOIN (
SELECT l2, row_number()OVER (PARTITION BY event) idx2
FROM (select unnest(Leptons) l2, event FROM uniform_structure_leptons)
) AS _l2
WHERE idx1 < idx2 AND l1.type = l2.type AND l1.charge != l2.charge
),
processed_pairs AS (
SELECT
event,
min_by(
ROW(
l1_idx,
l2_idx,
Leptons,
MET.pt,
MET.phi
),
abs(91.2 - sqrt(l.e * l.e - l.x * l.x - l.y * l.y - l.z * l.z))
) AS system
FROM lepton_pairs
GROUP BY event
),
other_max_pt AS (
SELECT event, CAST(max_by(sqrt(2 * system[4] * l.pt * (1.0 - cos((system[5]- l.phi + pi()) % (2 * pi()) - pi()))), l.pt) AS REAL) AS pt
FROM processed_pairs
CROSS JOIN (
SELECT l, row_number()OVER (PARTITION BY row_id) idx
FROM (select unnest(system[3]) AS l, event row_id FROM processed_pairs)
)
WHERE idx != system[1] AND idx != system[2]
GROUP BY event
)
SELECT
FLOOR((
CASE
WHEN pt < 15 THEN 14.99
WHEN pt > 250 THEN 250.1
ELSE pt
END - 0.9) / 2.35) * 2.35 + 2.075 AS x,
COUNT(*) AS y
FROM other_max_pt
GROUP BY FLOOR((
CASE
WHEN pt < 15 THEN 14.99
WHEN pt > 250 THEN 250.1
ELSE pt
END - 0.9) / 2.35) * 2.35 + 2.075
ORDER BY x;