Use Range to limit the amount of data processed.
This tutorial shows how to express the concept of ranges when working with the RDataFrame.
Author: Danilo Piparo (CERN)
This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Monday, March 27, 2023 at 09:45 AM.
import ROOT def fill_tree(treeName, fileName): df = ROOT.RDataFrame(100) df.Define("b1", "(int) rdfentry_")\ .Define("b2", "(float) rdfentry_ * rdfentry_").Snapshot(treeName, fileName)
Welcome to JupyROOT 6.29/01
We prepare an input tree to run on
fileName = "df006_ranges_py.root" treeName = "myTree" fill_tree(treeName, fileName)
We read the tree from the file and create a RDataFrame.
d = ROOT.RDataFrame(treeName, fileName)
c_all = d.Count()
This is how you can express a range of the first 30 entries
d_0_30 = d.Range(30) c_0_30 = d_0_30.Count()
This is how you pick all entries from 15 onwards
d_15_end = d.Range(15, 0) c_15_end = d_15_end.Count()
We can use a stride too, in this case we pick an event every 3 entries
d_15_end_3 = d.Range(15, 0, 3) c_15_end_3 = d_15_end_3.Count()
The Range here acts first on the (whole) RDataFrame graph: Not only actions (like Count) but also filters and new columns can be added to it.
d_0_50 = d.Range(50) c_0_50_odd_b1 = d_0_50.Filter("1 == b1 % 2").Count()
An important thing to notice is that the counts of a filter are relative to the number of entries a filter "sees". Therefore, if a Range depends on a filter, the Range will act on the entries passing the filter only.
c_0_3_after_even_b1 = d.Filter("0 == b1 % 2").Range(0, 3).Count()
Ok, time to wrap up: let's print all counts!
print("Usage of ranges:") print(" - All entries:", c_all.GetValue()) print(" - Entries from 0 to 30:", c_0_30.GetValue()) print(" - Entries from 15 onwards:", c_15_end.GetValue()) print(" - Entries from 15 onwards in steps of 3:", c_15_end_3.GetValue()) print(" - Entries from 0 to 50, odd only:", c_0_50_odd_b1.GetValue()) print(" - First three entries of all even entries:", c_0_3_after_even_b1.GetValue())
Usage of ranges: - All entries: 100 - Entries from 0 to 30: 30 - Entries from 15 onwards: 85 - Entries from 15 onwards in steps of 3: 29 - Entries from 0 to 50, odd only: 25 - First three entries of all even entries: 3