PMT Distributions =================== :: In [54]: run pmt_test.py 1.005 100.004 0.187 100.004 4:PmtInBox -4:PmtInBox c2 8cd 340271 340273 0.00 [3 ] TO BT SA 7cd 107598 107251 0.56 [3 ] TO BT SD 8ccd 23217 23260 0.04 [4 ] TO BT BT SA 4d 18866 19048 0.87 [2 ] TO AB 86d 3179 3133 0.34 [3 ] TO SC SA 4cd 2204 2249 0.45 [3 ] TO BT AB 4ccd 1696 1732 0.38 [4 ] TO BT BT AB 8bd 1446 1455 0.03 [3 ] TO BR SA 8c6d 382 424 2.19 [4 ] TO SC BT SA 86ccd 260 260 0.00 [5 ] TO BT BT SC SA 46d 197 215 0.79 [3 ] TO SC AB 8cbbcd 190 213 1.31 [6 ] TO BT BR BR BT SA 4bd 132 125 0.19 [3 ] TO BR AB 7c6d 111 132 1.81 [4 ] TO SC BT SD 866d 35 38 0.12 [4 ] TO SC SC SA 8cc6d 31 29 0.07 [5 ] TO SC BT BT SA 8cbc6ccd 31 22 1.53 [8 ] TO BT BT SC BT BR BT SA 8b6d 26 20 0.78 [4 ] TO SC BR SA 4cbbcd 24 9 6.82 [6 ] TO BT BR BR BT AB 86bd 19 16 0.26 [4 ] TO BR SC SA 500000 500000 0.89 Chi2 from *pmt_distrib.py* (avoid problems with nan in low stat or single occupied bin plots) but reducing the chi2 bin count cut to zero. So for such histos the chi2 is a propa statistical "chi2" but nevertheless still provides an indicator of agreement between distributions. ============================== ===== ===== ===== ===== ===== ===== ===== ===== 4/PmtInBox/torch : X Y Z T A B C R ============================== ===== ===== ===== ===== ===== ===== ===== ===== 340271/340273 : [TO] BT SA 1.15 1.00 0.00 0.00 1.06 1.03 0.00 1.21 340271/340273 : TO [BT] SA 1.15 1.00 1.06 0.91 1.06 1.03 0.00 1.21 340271/340273 : TO BT [SA] 0.97 1.02 1.05 0.99 1.06 1.03 0.00 1.29 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 107598/107251 : [TO] BT SD 0.91 0.73 0.56 0.56 0.98 1.09 0.56 0.94 107598/107251 : TO [BT] SD 0.91 0.73 0.81 0.93 0.98 1.09 0.56 0.94 107598/107251 : TO BT [SD] 0.99 0.83 0.97 0.99 0.98 1.09 0.56 0.93 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 23217/23260 : [TO] BT BT SA 0.94 0.82 0.04 0.04 0.97 0.89 0.04 0.57 23217/23260 : TO [BT] BT SA 0.94 0.82 0.70 0.50 0.97 0.89 0.04 0.57 23217/23260 : TO BT [BT] SA 0.91 0.94 0.43 0.60 0.97 0.89 0.04 0.05 23217/23260 : TO BT BT [SA] 0.94 0.88 0.04 0.35 0.97 0.89 0.04 0.72 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 18866/19048 : [TO] AB 0.99 1.10 0.87 0.87 0.85 0.84 0.87 1.00 18866/19048 : TO [AB] 0.99 1.10 0.93 0.92 0.85 0.84 0.87 1.00 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 3179/3133 : [TO] SC SA 1.07 0.83 0.34 0.34 0.86 0.96 0.34 0.73 3179/3133 : TO [SC] SA 1.07 0.83 0.98 1.05 0.98 1.06 0.98 0.73 3179/3133 : TO SC [SA] 0.96 1.04 0.93 0.97 0.98 1.06 0.98 1.10 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 2204/2249 : [TO] BT AB 0.85 1.04 0.45 0.45 0.99 0.92 0.45 1.06 2204/2249 : TO [BT] AB 0.85 1.04 0.95 0.88 0.99 0.92 0.45 1.06 2204/2249 : TO BT [AB] 0.98 0.94 1.01 1.00 0.99 0.92 0.45 0.90 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 1696/1732 : [TO] BT BT AB 1.05 0.85 0.38 0.38 0.86 1.09 0.38 0.26 1696/1732 : TO [BT] BT AB 1.05 0.85 1.48 1.28 0.86 1.09 0.38 0.26 1696/1732 : TO BT [BT] AB 0.99 0.86 1.17 1.40 0.86 1.09 0.38 0.86 1696/1732 : TO BT BT [AB] 1.15 0.88 1.08 1.06 0.86 1.09 0.38 0.79 ------------------------------ ----- ----- ----- ----- ----- ----- ----- ----- 1446/1455 : [TO] BR SA 1.21 0.94 0.03 0.03 0.90 0.87 0.03 1.09 1446/1455 : TO [BR] SA 1.21 0.94 1.02 1.01 0.90 0.87 0.03 1.09 1446/1455 : TO BR [SA] 1.00 0.93 0.97 0.99 0.90 0.87 0.03 1.04 ============================== ===== ===== ===== ===== ===== ===== ===== ===== Maybe should try alternate test as * https://en.wikipedia.org/wiki/Fisher%27s_exact_test