diff --git a/statics/physics/modern-phys-lab/20250212_EC_decays.txt b/statics/physics/modern-phys-lab/20250212_EC_decays.txt
index 1d23bc0..6dbe6d6 100644
--- a/statics/physics/modern-phys-lab/20250212_EC_decays.txt
+++ b/statics/physics/modern-phys-lab/20250212_EC_decays.txt
@@ -1,1258 +1,1258 @@
-Decay Times in Microseconds
-3.64000015907
-0.600000021223
-0.600000021223
-8.83999996404
-0.51999995776
-1.39999997373
-3.59999967259
-1.44000023283
-1.44000023283
-3.35999993695
-1.96000019059
-2.67999985226
-0.959999852057
-1.32000013764
-0.440000349045
-14.1999998959
-1.32000059239
-3.48000048689
-1.20000004245
-0.879999788594
-13.079999917
-0.799999725132
-0.400000317313
-2.27999953495
-1.63999993674
-1.5200002963
-9.55999985308
-5.88000057178
-0.879999788594
-7.43999953556
-6.52000016998
-1.5200002963
-1.91999970411
-1.7200000002
-19.7199988179
-17.200000002
-3.47999957739
-2.79999949271
-2.07999983104
-3.04000059259
-0.320000253851
-0.84000021161
-0.84000021161
-3.92000038119
-2.23999995796
-0.559999534744
-3.44000000041
-4.24000063504
-1.23999961943
-4.56000088889
-0.799998815637
-5.56000122742
-0.400001226808
-5.12000042363
-1.35999835038
-1.35999835038
-1.35999835038
-0.879999788594
-6.47999877401
-4.35999936599
-3.44000000041
-5.72000135435
-5.72000135435
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-1.7200000002
-1.83999873116
-6.88000000082
-0.8400020306
-0.8400020306
-10.0800025393
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-1.79999915417
-2.55999839283
-0.560001353733
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-1.51999847731
-2.55999839283
-2.91999822366
-1.75999957719
-0.800002453616
-0.759999238653
-4.80000016978
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-0.359999830835
-0.759999238653
-0.559997715754
-13.7999995786
-13.7999995786
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-4.87999932375
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-3.23999847751
-14.9999978021
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-15.2800021169
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-5.72000135435
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-9.9999961094
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-10.3999991552
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-0.599997292738
-13.3200010168
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-2.92000186164
-6.20000355411
-0.44000626076
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-2.48000287684
-0.439998984803
-6.23999949312
-4.91999526275
-3.64000152331
-9.96000017039
-9.96000017039
-1.91999424715
-1.43999932334
-1.2800010154
-2.68000439974
-1.56000169227
-1.56000169227
-4.80000016978
-4.80000016978
-1.2800010154
-1.39999610838
-2.72000033874
-0.960004399531
-2.59999796981
-1.51999847731
-1.51999847731
-16.8400001712
-0.760002876632
-1.63999357028
-1.63999357028
-13.000004401
-1.0400035535
-1.84000236914
-4.20000287704
-3.04000423057
-1.56000169227
-2.3200045689
-10.6400038931
-0.320003891829
-1.12000270747
-3.72000067728
-1.43999932334
-5.67999813939
-1.56000169227
-11.4400027087
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-5.59999898542
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-5.75999729335
-0.44000626076
-14.7600076161
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-4.15999966208
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-9.12000541575
-1.27999999222
-0.440000121671
-0.760000148148
-16.6800000443
-4.4399998842
-16.1999998909
-0.399999862566
-1.56000032803
-4.4399998842
-9.35999969442
-17.1599999703
-0.799999725132
-4.68000007459
-12.5599999592
-2.48000014835
-0.51999995776
-5.16000000061
-2.07999983104
-3.44000000041
-4.15999966208
-2.07999983104
-19.0800001292
-19.0800001292
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-4.15999966208
-15.5600009748
-1.9599992811
-15.9600003826
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-12.0799995784
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-0.399999407819
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-11.7199997476
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-4.47999991593
-0.560001353733
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-2.11999940802
-7.43999771657
-7.43999771657
-1.7200000002
-0.839998392621
-1.36000016937
-9.40000245464
-5.59999898542
-3.76000025426
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-3.00000101561
-1.0799994925
-0.600000930717
-5.91999923927
-10.759998986
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-0.600000930717
-3.51999915438
-0.480002199765
-2.95999780064
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-0.839994754642
-1.2800010154
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-0.839994754642
-3.15999932354
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-4.11999644712
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-19.519997295
-5.28000236955
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diff --git a/statics/physics/modern-phys-lab/decay.ipynb b/statics/physics/modern-phys-lab/decay.ipynb
index 658eafc..0ae309c 100644
--- a/statics/physics/modern-phys-lab/decay.ipynb
+++ b/statics/physics/modern-phys-lab/decay.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -78,7 +78,7 @@
"max 20.319996"
]
},
- "execution_count": 1,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -94,100 +94,35 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Decay Times in Microseconds | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 1257.000000 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 3.421448 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 3.931721 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 0.319997 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 0.960001 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 1.880002 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 4.120004 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 20.319996 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
+ "image/png": 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urWeffVavvvqqoqKiqrzeT37yE8XFxWnWrFkVrjCpytGDAQMGqLS0VK+++qrL+CuvvCIfHx/1799fkipc2SXJGS7KH7u7775b//3vf/U///M/FeaeOnVKRUVFkqQhQ4bI19dX06ZNq3A+S3nNiYmJCggI0OzZs13244033tDx48c1cODAS+5bZfu6f/9+LVq0yDl28uRJ/f73v3eZV1BQ4PydKdehQwf5+vp6/PcE9uMICrzS0qVLtWPHDp09e1YHDx7U6tWrlZubq9jYWH3yyScuH8CVnZ2tW265RR06dNC4cePUokULHTx4UBs2bNC+ffv0r3/9S5L02GOPadGiRfrZz36mBx54QF27dtXRo0f1ySefaO7cuerUqZPuuOMOffDBBxo6dKgGDhyovLw8zZ07V+3atVNhYWGFOgcOHKiGDRtq4cKF6t+/vyIiIq7YY1Qdjz32mD755BPdcccdGjNmjLp27aqioiJ99dVXWrRokb799ls1atRIv/jFL3T06FH16dNHTZo00Xfffac5c+aoc+fOznMuPMXX11fPPPNMtdZ7/fXXNWjQIHXu3Fn333+/oqOjtWPHDm3btq3S0HauQYMGqXfv3nr66af17bffqlOnTlqxYoU+/vhjTZgwwXmEZtq0aVq/fr0GDhyo2NhYHTp0SK+99pqaNGmiW265RdKPwfb999/Xr371K61Zs0Y9e/ZUaWmpduzYoffff1/Lly9Xt27d1KpVKz399NN69tlndeutt2rYsGFyOBz68ssvFRMTo6ysLDVu3FiTJk1SZmam+vXrp8GDB2vnzp167bXXdNNNN1Xrkvdx48bp1Vdf1ahRo7R582ZFR0fr7bffVlBQkMu81atXKy0tTT/72c/UunVrnT17Vm+//bb8/PyUkpLi9v3iGuOhq4eAaim/zLj8JyAgwERFRZm+ffua3/72t6agoKDS9fbs2WNGjRploqKijL+/v7nuuuvMHXfcYRYtWuQy78iRIyYtLc1cd911JiAgwDRp0sSMHj3aHD582Bjz46Wbzz//vImNjTUOh8N06dLFLF682IwePdrExsZWet8PPfSQkWRycnLc3t/qXGZcfsntuW6//XZz4403VhiPjY01AwcOdBk7ceKEmTRpkmnVqpUJCAgwjRo1Mj/96U/NzJkzzZkzZ4wxxixatMgkJSWZiIgIExAQYJo1a2Z++ctfmgMHDlxyn87fn/LLjM+/7La813l5eRfd3oX2+VxVucy43Oeff2769u1r6tevb4KDg03Hjh3NnDlzqnR/J06cMBMnTjQxMTHG39/fXH/99ebFF190uUx51apV5s477zQxMTEmICDAxMTEmHvvvbfCpd1nzpwx06dPNzfeeKNxOBymQYMGpmvXriYzM9McP37cZe6bb75punTp4px3++23m9zcXJc5r776qmnbtq3x9/c3kZGRZvz48RUup77Q70llv9/fffedGTx4sAkKCjKNGjUyjzzyiFm2bJnLY/rNN9+YBx54wLRs2dIEBgaa8PBw07t3b7Ny5cpKHz/gXD7GVPPMJwBVMnHiRL3xxhvKz8+v8BcmAKBynIMC1KLTp0/rnXfeUUpKCuEEANzAOShALTh06JBWrlypRYsW6ciRI3rkkUc8XRIAeBUCClALtm/frpEjRyoiIkKzZ8++4CWgAIDKcQ4KAACwDuegAAAA6xBQAACAdbzyHJSysjLt379f9evXr/VvhQUAADXDGKMTJ04oJibmkt9n5ZUBZf/+/bX6ZVkAAKD2/Oc//7nkl0V6ZUAp/yKu//znPwoJCXF7/ZKSEq1YsUJJSUny9/ev6fJQS+ibd6Jv3om+eSfb+1ZQUKCmTZu6fKHmhbgVULKysvTBBx9ox44dqlu3rn76059q+vTpLl8f36tXL61bt85lvV/+8peaO3eu8/bevXs1fvx4rVmzRvXq1dPo0aOVlZWlOnWqVk752zohISHVDihBQUEKCQmxsoGoHH3zTvTNO9E37+QtfavK6RluBZR169YpNTVVN910k86ePaunnnpKSUlJ2r59u4KDg53zxo0bp2nTpjlvn/sJmqWlpRo4cKCioqL017/+VQcOHNCoUaPk7++v559/3p1yAADAVcqtgLJs2TKX2/Pnz1dERIQ2b96s2267zTkeFBR0wa85X7FihbZv366VK1cqMjJSnTt31rPPPqsnnnhCGRkZCggIqMZuAACAq8llnYNy/PhxSVJ4eLjL+IIFC/TOO+8oKipKgwYN0uTJk51HUTZs2KAOHTooMjLSOT85OVnjx4/Xtm3b1KVLlwr3U1xcrOLiYuftgoICST8eyiopKXG77vJ1qrMuPIe+eSf65p3om3eyvW/u1FXtgFJWVqYJEyaoZ8+eat++vXN8xIgRio2NVUxMjP7973/riSee0M6dO/XBBx9IkvLz813CiSTn7fz8/ErvKysrS5mZmRXGV6xYcVlfwJabm1vtdeE59M070TfvRN+8k619O3nyZJXnVjugpKamauvWrfr8889dxh988EHnvzt06KDo6GglJCRoz549atmyZbXua9KkSUpPT3feLj8LOCkpqdonyebm5qpv375Wn0QEV/TNO9E370TfvJPtfSt/B6QqqhVQ0tLStHjxYq1fv/6S1zH36NFDkrR79261bNlSUVFR+tvf/uYy5+DBg5J0wfNWHA6HHA5HhXF/f//LasDlrg/PoG/eib55J/rmnWztmzs1ufVR98YYpaWl6cMPP9Tq1asVFxd3yXW2bNkiSYqOjpYkxcfH66uvvtKhQ4ecc3JzcxUSEqJ27dq5Uw4AALhKuXUEJTU1VTk5Ofr4449Vv3595zkjoaGhqlu3rvbs2aOcnBwNGDBADRs21L///W9NnDhRt912mzp27ChJSkpKUrt27XTfffdpxowZys/P1zPPPKPU1NRKj5IAAIBrj1tHUF5//XUdP35cvXr1UnR0tPPnvffekyQFBARo5cqVSkpKUtu2bfWb3/xGKSkp+vTTT53b8PPz0+LFi+Xn56f4+Hj9/Oc/16hRo1w+NwUAAFzb3DqCYoy56PKmTZtW+BTZysTGxuqzzz5z564BAMA1xK0jKAAAAFcCAQUAAFiHgAIAAKxDQAEAANa5rO/iuVo1f3JJled++8LAWqwEAIBrE0dQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB13AooWVlZuummm1S/fn1FRERoyJAh2rlzp8uc06dPKzU1VQ0bNlS9evWUkpKigwcPuszZu3evBg4cqKCgIEVEROixxx7T2bNnL39vAADAVcGtgLJu3TqlpqZq48aNys3NVUlJiZKSklRUVOScM3HiRH366adauHCh1q1bp/3792vYsGHO5aWlpRo4cKDOnDmjv/71r3rrrbc0f/58TZkypeb2CgAAeLU67kxetmyZy+358+crIiJCmzdv1m233abjx4/rjTfeUE5Ojvr06SNJmjdvnm644QZt3LhRN998s1asWKHt27dr5cqVioyMVOfOnfXss8/qiSeeUEZGhgICAircb3FxsYqLi523CwoKJEklJSUqKSlxe6fL17nQug4/4/a2UPsu1TfYib55J/rmnWzvmzt1+Rhjqv5qfJ7du3fr+uuv11dffaX27dtr9erVSkhI0A8//KCwsDDnvNjYWE2YMEETJ07UlClT9Mknn2jLli3O5Xl5eWrRooX+8Y9/qEuXLhXuJyMjQ5mZmRXGc3JyFBQUVN3yAQDAFXTy5EmNGDFCx48fV0hIyEXnunUE5VxlZWWaMGGCevbsqfbt20uS8vPzFRAQ4BJOJCkyMlL5+fnOOZGRkRWWly+rzKRJk5Senu68XVBQoKZNmyopKemSO1iZkpIS5ebmqm/fvvL396+wvH3G8ipva2tGstv3j+q5VN9gJ/rmneibd7K9b+XvgFRFtQNKamqqtm7dqs8//7y6m6gyh8Mhh8NRYdzf3/+yGnCh9YtLfdzaBq6sy+07PIO+eSf65p1s7Zs7NVXrMuO0tDQtXrxYa9asUZMmTZzjUVFROnPmjI4dO+Yy/+DBg4qKinLOOf+qnvLb5XMAAMC1za2AYoxRWlqaPvzwQ61evVpxcXEuy7t27Sp/f3+tWrXKObZz507t3btX8fHxkqT4+Hh99dVXOnTokHNObm6uQkJC1K5du8vZFwAAcJVw6y2e1NRU5eTk6OOPP1b9+vWd54yEhoaqbt26Cg0N1dixY5Wenq7w8HCFhITo4YcfVnx8vG6++WZJUlJSktq1a6f77rtPM2bMUH5+vp555hmlpqZW+jYOAAC49rgVUF5//XVJUq9evVzG582bpzFjxkiSXnnlFfn6+iolJUXFxcVKTk7Wa6+95pzr5+enxYsXa/z48YqPj1dwcLBGjx6tadOmXd6eAACAq4ZbAaUqVyQHBgYqOztb2dnZF5wTGxurzz77zJ27BgAA15BqX8WDHzV/ckmV5377wsBarAQAgKsHXxYIAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsE4dTxdwLWn+5JIqz/32hYG1WAkAAHbjCAoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWcTugrF+/XoMGDVJMTIx8fHz00UcfuSwfM2aMfHx8XH769evnMufo0aMaOXKkQkJCFBYWprFjx6qwsPCydgQAAFw93A4oRUVF6tSpk7Kzsy84p1+/fjpw4IDz591333VZPnLkSG3btk25ublavHix1q9frwcffND96gEAwFWpjrsr9O/fX/3797/oHIfDoaioqEqXff3111q2bJm+/PJLdevWTZI0Z84cDRgwQDNnzlRMTIy7JQEAgKuM2wGlKtauXauIiAg1aNBAffr00XPPPaeGDRtKkjZs2KCwsDBnOJGkxMRE+fr6atOmTRo6dGiF7RUXF6u4uNh5u6CgQJJUUlKikpISt+srX+dC6zr8jNvbrGnV2a+r3aX6BjvRN+9E37yT7X1zp64aDyj9+vXTsGHDFBcXpz179uipp55S//79tWHDBvn5+Sk/P18RERGuRdSpo/DwcOXn51e6zaysLGVmZlYYX7FihYKCgqpda25ubqXjM7pXe5M15rPPPvN0Cda6UN9gN/rmneibd7K1bydPnqzy3BoPKMOHD3f+u0OHDurYsaNatmyptWvXKiEhoVrbnDRpktLT0523CwoK1LRpUyUlJSkkJMTt7ZWUlCg3N1d9+/aVv79/heXtM5ZXq86atDUj2dMlWOdSfYOd6Jt3om/eyfa+lb8DUhW18hbPuVq0aKFGjRpp9+7dSkhIUFRUlA4dOuQy5+zZszp69OgFz1txOBxyOBwVxv39/S+rARdav7jUp9rbrCk2/mLZ4nL7Ds+gb96JvnknW/vmTk21/jko+/bt05EjRxQdHS1Jio+P17Fjx7R582bnnNWrV6usrEw9evSo7XIAAIAXcPsISmFhoXbv3u28nZeXpy1btig8PFzh4eHKzMxUSkqKoqKitGfPHj3++ONq1aqVkpN/fMvihhtuUL9+/TRu3DjNnTtXJSUlSktL0/Dhw7mCBwAASKrGEZS///3v6tKli7p06SJJSk9PV5cuXTRlyhT5+fnp3//+twYPHqzWrVtr7Nix6tq1q/7yl7+4vEWzYMECtW3bVgkJCRowYIBuueUW/f73v6+5vQIAAF7N7SMovXr1kjEXvgx3+fJLn2AaHh6unJwcd+8aAABcI/guHgAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADruB1Q1q9fr0GDBikmJkY+Pj766KOPXJYbYzRlyhRFR0erbt26SkxM1K5du1zmHD16VCNHjlRISIjCwsI0duxYFRYWXtaOAACAq4fbAaWoqEidOnVSdnZ2pctnzJih2bNna+7cudq0aZOCg4OVnJys06dPO+eMHDlS27ZtU25urhYvXqz169frwQcfrP5eAACAq0odd1fo37+/+vfvX+kyY4xmzZqlZ555Rnfeeack6Y9//KMiIyP10Ucfafjw4fr666+1bNkyffnll+rWrZskac6cORowYIBmzpypmJiYy9idq0fzJ5dUee63LwysxUoAALjy3A4oF5OXl6f8/HwlJiY6x0JDQ9WjRw9t2LBBw4cP14YNGxQWFuYMJ5KUmJgoX19fbdq0SUOHDq2w3eLiYhUXFztvFxQUSJJKSkpUUlLidp3l61xoXYefcXubnlSdx8AbXapvsBN98070zTvZ3jd36qrRgJKfny9JioyMdBmPjIx0LsvPz1dERIRrEXXqKDw83DnnfFlZWcrMzKwwvmLFCgUFBVW73tzc3ErHZ3Sv9iY94rPPPvN0CVfUhfoGu9E370TfvJOtfTt58mSV59ZoQKktkyZNUnp6uvN2QUGBmjZtqqSkJIWEhLi9vZKSEuXm5qpv377y9/evsLx9xvLLqvdK25qR7OkSrohL9Q12om/eib55J9v7Vv4OSFXUaECJioqSJB08eFDR0dHO8YMHD6pz587OOYcOHXJZ7+zZszp69Khz/fM5HA45HI4K4/7+/pfVgAutX1zqU+1teoKNv4S16XL7Ds+gb96JvnknW/vmTk01+jkocXFxioqK0qpVq5xjBQUF2rRpk+Lj4yVJ8fHxOnbsmDZv3uycs3r1apWVlalHjx41WQ4AAPBSbh9BKSws1O7du5238/LytGXLFoWHh6tZs2aaMGGCnnvuOV1//fWKi4vT5MmTFRMToyFDhkiSbrjhBvXr10/jxo3T3LlzVVJSorS0NA0fPpwreAAAgKRqBJS///3v6t27t/N2+bkho0eP1vz58/X444+rqKhIDz74oI4dO6ZbbrlFy5YtU2BgoHOdBQsWKC0tTQkJCfL19VVKSopmz55dA7sDAACuBm4HlF69esmYC1+G6+Pjo2nTpmnatGkXnBMeHq6cnBx37xoAAFwj+C4eAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArFPH0wXg8jV/ckmV5377wsBarAQAgJrBERQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwTh1PF4Arq/mTS6o899sXBtZiJQAAXBhHUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFinjqcLgL2aP7mkynO/fWFgLVYCALjW1PgRlIyMDPn4+Lj8tG3b1rn89OnTSk1NVcOGDVWvXj2lpKTo4MGDNV0GAADwYrVyBOXGG2/UypUr//9O6vz/3UycOFFLlizRwoULFRoaqrS0NA0bNkxffPFFbZSCK4SjLQCAmlQrAaVOnTqKioqqMH78+HG98cYbysnJUZ8+fSRJ8+bN0w033KCNGzfq5ptvro1yAACAl6mVgLJr1y7FxMQoMDBQ8fHxysrKUrNmzbR582aVlJQoMTHRObdt27Zq1qyZNmzYcMGAUlxcrOLiYuftgoICSVJJSYlKSkrcrq98nQut6/Azbm8TVVednp27XnXXh2fQN+9E37yT7X1zpy4fY0yNvhovXbpUhYWFatOmjQ4cOKDMzEz997//1datW/Xpp5/q/vvvdwkbktS9e3f17t1b06dPr3SbGRkZyszMrDCek5OjoKCgmiwfAADUkpMnT2rEiBE6fvy4QkJCLjq3xgPK+Y4dO6bY2Fi9/PLLqlu3brUCSmVHUJo2barDhw9fcgcrU1JSotzcXPXt21f+/v4VlrfPWO72NlF1WzOSq7XepfoGO9E370TfvJPtfSsoKFCjRo2qFFBq/TLjsLAwtW7dWrt371bfvn115swZHTt2TGFhYc45Bw8erPSclXIOh0MOh6PCuL+//2U14ELrF5f6VHubuLTLfdJcbt/hGfTNO9E372Rr39ypqdY/qK2wsFB79uxRdHS0unbtKn9/f61atcq5fOfOndq7d6/i4+NruxQAAOAlavwIyqOPPqpBgwYpNjZW+/fv19SpU+Xn56d7771XoaGhGjt2rNLT0xUeHq6QkBA9/PDDio+P5woeAADgVOMBZd++fbr33nt15MgRNW7cWLfccos2btyoxo0bS5JeeeUV+fr6KiUlRcXFxUpOTtZrr71W02UAAAAvVuMB5U9/+tNFlwcGBio7O1vZ2dk1fdcAAOAqwZcFAgAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYp9Y/6h44X/Mnl1R57rcvDKzFSgAAtuIICgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4+6h9XO/Vh8h5/RjO5S+4zlKi71qTCXj8UHgKsHR1AAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB2+iwdXjXO/t+dS+N4eALAbR1AAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOvwQW24JvGhbgBgNwIKcAmEGQC48niLBwAAWIcjKICHcGQGAC6MIygAAMA6BBQAAGAdAgoAALAO56AANcid80oAABfGERQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOtwmTGAKqnuJdQOP6MZ3aX2GctVXOpTYbk7H+N/NX89QG1dou5tjwNQjiMoAADAOhxBAeBRfLgdrhVX8xHA2sARFAAAYB0CCgAAsA5v8QBegEPDtYvHt3bx+KI6CCjAVYZzOuxBL2qXDcGHHtceAgoAwG219cLMCz7KcQ4KAACwjkePoGRnZ+vFF19Ufn6+OnXqpDlz5qh79+6eLAnAVYK/8AHv5rGA8t577yk9PV1z585Vjx49NGvWLCUnJ2vnzp2KiIjwVFkAcFWprU8A9jY2nK/iDhs+udnTPPYWz8svv6xx48bp/vvvV7t27TR37lwFBQXpzTff9FRJAADAEh45gnLmzBlt3rxZkyZNco75+voqMTFRGzZsqDC/uLhYxcXFztvHjx+XJB09elQlJSVu339JSYlOnjypI0eOyN/fv8LyOmeL3N4mal+dMqOTJ8tUp8RXpWXe/xfdtYK+eadruW+tHn2/ynNtu9LkUn07cuSIB6r6fydOnJAkGWMuOdcjj+3hw4dVWlqqyMhIl/HIyEjt2LGjwvysrCxlZmZWGI+Li6u1GmGnEZ4uANVC37wTffNOF+tbo5euWBkXdeLECYWGhl50jm3hr1KTJk1Senq683ZZWZmOHj2qhg0bysfH/WRfUFCgpk2b6j//+Y9CQkJqslTUIvrmneibd6Jv3sn2vhljdOLECcXExFxyrkcCSqNGjeTn56eDBw+6jB88eFBRUVEV5jscDjkcDpexsLCwy64jJCTEygbi4uibd6Jv3om+eSeb+3apIyflPHKSbEBAgLp27apVq1Y5x8rKyrRq1SrFx8d7oiQAAGARj73Fk56ertGjR6tbt27q3r27Zs2apaKiIt1///2eKgkAAFjCYwHlnnvu0ffff68pU6YoPz9fnTt31rJlyyqcOFsbHA6Hpk6dWuFtI9iNvnkn+uad6Jt3upr65mOqcq0PAADAFcR38QAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsM41GVCys7PVvHlzBQYGqkePHvrb3/7m6ZJwERkZGfLx8XH5adu2rafLwnnWr1+vQYMGKSYmRj4+Pvroo49clhtjNGXKFEVHR6tu3bpKTEzUrl27PFMsnC7VtzFjxlR4/vXr188zxULSj99Pd9NNN6l+/fqKiIjQkCFDtHPnTpc5p0+fVmpqqho2bKh69eopJSWlwqe32+6aCyjvvfee0tPTNXXqVP3jH/9Qp06dlJycrEOHDnm6NFzEjTfeqAMHDjh/Pv/8c0+XhPMUFRWpU6dOys7OrnT5jBkzNHv2bM2dO1ebNm1ScHCwkpOTdfr06StcKc51qb5JUr9+/Vyef+++++4VrBDnW7dunVJTU7Vx40bl5uaqpKRESUlJKioqcs6ZOHGiPv30Uy1cuFDr1q3T/v37NWzYMA9WXQ3mGtO9e3eTmprqvF1aWmpiYmJMVlaWB6vCxUydOtV06tTJ02XADZLMhx9+6LxdVlZmoqKizIsvvugcO3bsmHE4HObdd9/1QIWozPl9M8aY0aNHmzvvvNMj9aBqDh06ZCSZdevWGWN+fG75+/ubhQsXOud8/fXXRpLZsGGDp8p02zV1BOXMmTPavHmzEhMTnWO+vr5KTEzUhg0bPFgZLmXXrl2KiYlRixYtNHLkSO3du9fTJcENeXl5ys/Pd3nuhYaGqkePHjz3vMDatWsVERGhNm3aaPz48Tpy5IinS8I5jh8/LkkKDw+XJG3evFklJSUuz7e2bduqWbNmXvV8u6YCyuHDh1VaWlrh4/QjIyOVn5/voapwKT169ND8+fO1bNkyvf7668rLy9Ott96qEydOeLo0VFH584vnnvfp16+f/vjHP2rVqlWaPn261q1bp/79+6u0tNTTpUE/ftHuhAkT1LNnT7Vv317Sj8+3gIAAhYWFucz1tuebx76LB6iq/v37O//dsWNH9ejRQ7GxsXr//fc1duxYD1YGXP2GDx/u/HeHDh3UsWNHtWzZUmvXrlVCQoIHK4MkpaamauvWrVfleXnX1BGURo0ayc/Pr8KZzAcPHlRUVJSHqoK7wsLC1Lp1a+3evdvTpaCKyp9fPPe8X4sWLdSoUSOefxZIS0vT4sWLtWbNGjVp0sQ5HhUVpTNnzujYsWMu873t+XZNBZSAgAB17dpVq1atco6VlZVp1apVio+P92BlcEdhYaH27Nmj6OhoT5eCKoqLi1NUVJTLc6+goECbNm3iuedl9u3bpyNHjvD88yBjjNLS0vThhx9q9erViouLc1netWtX+fv7uzzfdu7cqb1793rV8+2ae4snPT1do0ePVrdu3dS9e3fNmjVLRUVFuv/++z1dGi7g0Ucf1aBBgxQbG6v9+/dr6tSp8vPz07333uvp0nCOwsJCl7+q8/LytGXLFoWHh6tZs2aaMGGCnnvuOV1//fWKi4vT5MmTFRMToyFDhniuaFy0b+Hh4crMzFRKSoqioqK0Z88ePf7442rVqpWSk5M9WPW1LTU1VTk5Ofr4449Vv35953kloaGhqlu3rkJDQzV27Filp6crPDxcISEhevjhhxUfH6+bb77Zw9W7wdOXEXnCnDlzTLNmzUxAQIDp3r272bhxo6dLwkXcc889Jjo62gQEBJjrrrvO3HPPPWb37t2eLgvnWbNmjZFU4Wf06NHGmB8vNZ48ebKJjIw0DofDJCQkmJ07d3q2aFy0bydPnjRJSUmmcePGxt/f38TGxppx48aZ/Px8T5d9TausX5LMvHnznHNOnTplHnroIdOgQQMTFBRkhg4dag4cOOC5oqvBxxhjrnwsAgAAuLBr6hwUAADgHQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGCd/wNWzG8d/mtgHAAAAABJRU5ErkJggg==",
"text/plain": [
- " Decay Times in Microseconds\n",
- "count 1257.000000\n",
- "mean 3.421448\n",
- "std 3.931721\n",
- "min 0.319997\n",
- "25% 0.960001\n",
- "50% 1.880002\n",
- "75% 4.120004\n",
- "max 20.319996"
+ ""
]
},
- "execution_count": 2,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
"cropped_data = data[data['Decay Times in Microseconds'] >= 0.3]\n",
- "cropped_data.describe()"
+ "cropped_data = cropped_data[cropped_data['Decay Times in Microseconds'] <= 20]\n",
+ "cropped_data.describe()\n",
+ "hist = cropped_data.hist(range=data_range, bins=bins)\n"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -205,7 +140,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -233,24 +168,135 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
+ "text/latex": [
+ "$x \\mapsto \\text{5.62523946} - \\text{0.47310125}\\,x$"
+ ],
"text/plain": [
- "array([11.89013872])"
+ "Polynomial([ 5.62523946, -0.47310125], domain=[-1., 1.], window=[-1., 1.], symbol='x')"
]
},
- "execution_count": 43,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"line = np.polynomial.polynomial.Polynomial.fit(bins, times, deg=1)\n",
- "line.convert()\n",
- "line.roots()"
+ "line=line.convert()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "np.float64(2.113712457958419)"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gamma=line.convert().coef[1]\n",
+ "tau = -1/gamma\n",
+ "tau"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Decay Times in Microseconds | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 1102.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 2.161488 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 1.617221 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 0.319997 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 0.879998 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 1.640000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 3.040010 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 6.960006 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Decay Times in Microseconds\n",
+ "count 1102.000000\n",
+ "mean 2.161488\n",
+ "std 1.617221\n",
+ "min 0.319997\n",
+ "25% 0.879998\n",
+ "50% 1.640000\n",
+ "75% 3.040010\n",
+ "max 6.960006"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cropped_data_2.describe()"
]
}
],
diff --git a/statics/physics/muon lifetime.xlsx b/statics/physics/muon lifetime.xlsx
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