photon and rework done thur

B_rework.ipynb

@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -86,20 +86,20 @@
      "output_type": "stream",
      "text": [
       "sample size:  32\n",
-      "eff (cutoff =  0 ) =  0.96875 +/- 0.030757843257858637\n",
+      "eff (cutoff =  0 ) =  0.9688 +/- 0.0308\n",
       "sample size:  32\n",
-      "eff (cutoff =  100 ) =  0.96875 +/- 0.030757843257858637\n",
+      "eff (cutoff =  100 ) =  0.9688 +/- 0.0308\n",
       "sample size:  65\n",
-      "eff (cutoff =  200 ) =  0.9692307692307692 +/- 0.021419791425796485\n",
+      "eff (cutoff =  200 ) =  0.9692 +/- 0.0214\n",
       "sample size:  129\n",
-      "eff (cutoff =  300 ) =  0.9457364341085271 +/- 0.019945474377053428\n",
+      "eff (cutoff =  300 ) =  0.9457 +/- 0.0199\n",
       "sample size:  169\n",
-      "eff (cutoff =  400 ) =  0.9408284023668639 +/- 0.018149660480088193\n",
+      "eff (cutoff =  400 ) =  0.9408 +/- 0.0181\n",
       "sample size:  227\n",
-      "eff (cutoff =  500 ) =  0.920704845814978 +/- 0.017933729291194522\n",
+      "eff (cutoff =  500 ) =  0.9207 +/- 0.0179\n",
       "\n",
       "cutoff energy = 350MeV, sample size: 150\n",
-      "eff =  0.9533333333333334 +/- 0.017221863795553384\n"
+      "eff =  0.9533 +/- 0.0172\n"
      ]
     }
    ],
@@ -126,7 +126,7 @@
     "\tnobrem_f = found[ak.all(found[\"brem_photons_pe\"]<cutoff_energy,axis=1)]\n",
     "\tnobrem_l = lost[ak.all(lost[\"brem_photons_pe\"]<cutoff_energy,axis=1)]\n",
     "\tprint(\"sample size: \",ak.num(nobrem_f,axis=0)+ak.num(nobrem_l,axis=0))\n",
-    "\tprint(\"eff (cutoff = \",str(cutoff_energy),\") = \",str(t_eff(nobrem_f,nobrem_l)), \"+/-\", eff_err(nobrem_f, nobrem_l))\n",
+    "\tprint(\"eff (cutoff = \",str(cutoff_energy),\") = \",str(np.round(t_eff(nobrem_f,nobrem_l),4)), \"+/-\", np.round(eff_err(nobrem_f, nobrem_l),4))\n",
     "\n",
     "\"\"\"\n",
     "we see that a cutoff energy of 350MeV is ideal because the efficiency drops significantly for higher values\n",
@@ -140,7 +140,7 @@
     "nobrem_lost = lost[ak.all(lost[\"brem_photons_pe\"]<cutoff_energy,axis=1)]\n",
     "\n",
     "print(\"\\ncutoff energy = 350MeV, sample size:\",ak.num(nobrem_found,axis=0)+ak.num(nobrem_lost,axis=0))\n",
-    "print(\"eff = \",t_eff(nobrem_found, nobrem_lost), \"+/-\", eff_err(nobrem_found, nobrem_lost))"
+    "print(\"eff = \",np.round(t_eff(nobrem_found, nobrem_lost),4), \"+/-\", np.round(eff_err(nobrem_found, nobrem_lost),4))"
    ]
   },
   {
@@ -152,14 +152,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "eff =  0.8593328191284226 +/- 0.003413861022128076\n"
+      "eff =  0.8593 +/- 0.0034\n"
      ]
     }
    ],
@@ -178,7 +178,7 @@
     "eph_lost = ak.to_numpy(ak.sum(brem_lost[\"brem_photons_pe\"], axis=-1, keepdims=False))\n",
     "energyloss_lost = eph_lost/energy_lost\n",
     "\n",
-    "print(\"eff = \", t_eff(brem_found,brem_lost), \"+/-\", eff_err(brem_found, brem_lost))"
+    "print(\"eff = \", np.round(t_eff(brem_found,brem_lost),4), \"+/-\", np.round(eff_err(brem_found, brem_lost),4))"
    ]
   },
   {