Apply AI to improve EIC PID
- uproot4. documentation GitHub
- awkward arrays
- hist
- shower_geant3_new.zip
- Geant3 generated crystal calorimeter
- ~900 000
- Data is validated with Primex, Gluex and other experiments (Eta prime)
- 11x11 calorimeter
- Each line is an event
- x, y e, and then for each cell - deposit, cell row, cell column
- All hits are in cell with id 0,0
- The idea of the data to be a shower library
Example of event
ROW 0 1 2 3 4 5 6 7 8 9 10 11
-----------------------------------------------------------------------------
0 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
1 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
2 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.69 0.0 0.0 0.0 0.0
3 | 0.0 0.0 0.0 0.69 0.0 0.0 1.4 0.0 0.0 0.0 0.0 0.0
4 | 0.0 0.0 0.0 1.8 3.3 2.9 3.5 2.2 0.0 0.0 0.0 0.0
5 | 0.0 0.0 2.1 1.8 3.6 7.4 5.0 2.2 1.6 0.0 0.0 0.0
6 | 0.0 0.0 0.0 1.6 3.6 5.0 4.0 1.4 0.0 0.0 0.0 0.0
7 | 0.0 0.0 0.69 1.8 2.2 3.0 2.5 1.4 0.0 0.0 0.0 0.0
8 | 0.0 0.0 0.0 0.0 1.8 1.8 0.69 0.0 0.0 0.0 0.0 0.0
9 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
10 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
11 | 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
-----------------------------------------------------------------------------