From 9fea3ead1bb9c397d197a96c04cf74845144585d Mon Sep 17 00:00:00 2001 From: cetin Date: Wed, 13 Sep 2023 16:54:49 +0200 Subject: [PATCH] first attempt using cuts --- wetest.ipynb | 863 +++++++++++++++++++++++++++------------------------ 1 file changed, 454 insertions(+), 409 deletions(-) diff --git a/wetest.ipynb b/wetest.ipynb index cb6b083..f5d877b 100644 --- a/wetest.ipynb +++ b/wetest.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -20,16 +20,28 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\n#cut \\ntcut = ((tracked[\"eta\"]<5.0) & (tracked[\"eta\"]>1.9))\\nlcut = ((lost[\"eta\"]<5.0) & (lost[\"eta\"]>1.9))\\n\\ntracked = tracked[tcut]\\nlost = lost[lcut]\\n'" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#file = uproot.open(\"tracking_losses_ntuple_Bd2KstEE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n", "file = uproot.open(\"tracking_losses_ntuple_Dst0ToD0EE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n", "\n", + "\n", + "\"\"\"\n", "#file.keys()\n", "#file.show()\n", - "\"\"\"\n", "vertices = file.arrays([\"all_endvtx_x\", \"all_endvtx_y\", \"all_endvtx_z\"])\n", "vt_length = file.arrays([\"all_endvtx_x_length\", \"all_endvtx_y_length\", \"all_endvtx_z_length\"])\n", "vert_len = vt_length[\"all_endvtx_x_length\"]\n", @@ -42,30 +54,80 @@ "lost = file[\"lost_in_track_fit\"].array()\n", "\n", "fromPairProd = file[\"fromPairProd\"].array()\n", - "\"\"\"\n", "\n", "#vt_length[\"all_endvtx_y_length\"]\n", "#vertices\n", "\n", "#array[array.isElectron]\n", + "\"\"\"\n", + "\n", "allcolumns = file.arrays()\n", - "tracked = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost)]\n", - "lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost)]\n", + "tracked = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost)] #D: 42422\n", + "lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost)] #D: 27072\n", + "\n", + "#n_cuts = []\n", + "#n_cuts.append(ak.num(allcolumns, axis=0))\n", "\n", + "\"\"\"\n", + "#cut \n", + "tcut = ((tracked[\"eta\"]<5.0) & (tracked[\"eta\"]>1.9))\n", + "lcut = ((lost[\"eta\"]<5.0) & (lost[\"eta\"]>1.9))\n", + "\n", + "tracked = tracked[tcut]\n", + "lost = lost[lcut]\n", + "\"\"\"\n", + "\n", + "#n_cuts.append(ak.num(tracked, axis=0) + ak.num(lost, axis=0))\n", "\n", "#~ := logical not \n", + "#allc_isE= allcolumns[(~allcolumns.isElectron) & (bool 2)]\n", "\n", - "#allc_isE= allcolumns[(~allcolumns.isElectron) & (bool 2)]\n" + "#ak.num(lost, axis=0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "#CutFlow\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - 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", + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors = ['blue', 'darkorange']\n", + "labels = [\"tracked\", \"lost\"]\n", + "#ak.num(ctracked, axis=0)\n", + "\n", + "plt.hist([ak.ravel(tracked[\"eta\"]), ak.ravel(lost[\"eta\"])], bins=100, density=True, color=colors, label=labels)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -96,12 +158,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -135,12 +197,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -160,8 +222,7 @@ "ax0.set_xlim(0,40000)\n", "ax0.set_title('energy')\n", "\n", - "ax1.hist(tracked[\"eta\"], bins=100, label=\"tracked\", edgecolor=\"blue\", fill=False, density=True)\n", - "ax1.hist(lost[\"eta\"], bins=100, label=\"lost\", edgecolor=\"orange\", fill=False, density=True)\n", + "ax1.hist([ak.ravel(tracked[\"eta\"]), ak.ravel(lost[\"eta\"])], bins=100, density=True, color=colors, label=labels)\n", "ax1.legend()\n", "ax1.set_title('eta')\n", "\n", @@ -188,12 +249,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -252,12 +313,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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AoGoZY3Ty5EmFhYWpVq3r8+yXwHyRI0eOKDw8vKqHAQAAgMs4dOjQNf/m1nIE5osEBARIuvADqFevXhWPBgAAAJcqKipSeHi4I7ddDwTmi5Qvw6hXrx6BGQAAoBq7nstn+dAfAAAAYIHADAAAAFggMAMAAAAWWMMMAAAgqaysTOfOnavqYUCSj4+PvLy8qnoYDgRmAABQoxljlJ+frxMnTlT1UHCRW265RSEhIdXiuzEIzAAAoEYrD8tBQUGqXbt2tQhoNZkxRj/99JMKCgokSaGhoVU8IgIzAACowcrKyhxhuWHDhlU9HPyLv7+/JKmgoEBBQUFVvjyDD/0BAIAaq3zNcu3atat4JLhU+c+kOqwrJzADAIAaj2UY1U91+pkQmAEAAAALBGYAAABUaOPGjbLZbFd1F5EDBw7IZrNp586dV63Pa4nADAAA4IbNdv2OyujSpYtSUlKu6j3DPQIzAADATcgYo9LS0qoexk2BwAwAAHCDGTFihLKysvTiiy/KZrPJZrPplVdekc1m03vvvafY2FjZ7XZt2rRJ33zzjQYMGKDg4GDVrVtXHTp00IYNG5z6Ky4u1hNPPKHw8HDZ7Xa1aNFCS5YscXvtM2fOqG/fvrrrrrv0448/SpKWLl2q1q1by8/PT61atdKCBQuczvnkk0/Url07+fn5KTY2Vjt27Lg2E3ONsA8zAADADebFF1/UV199pejoaE2fPl2StGfPHknSE088oVmzZqlZs2a65ZZb9N1336lPnz565pln5Ofnp7/85S/q37+/9u/fryZNmkiS7r//fmVnZ2vu3Llq27atcnJydPToUZfrFhYWql+/fvLz89P777+vOnXqaPHixZoyZYrmzZundu3aaceOHRo5cqTq1Kmj4cOH6/Tp0+rXr5+6deum5cuXKycnR+PGjbt+k3UVEJgBAABuMIGBgfL19VXt2rUVEhIiSfrHP/4hSZo+fbp69OjhqG3YsKHatm3reP3MM89o7dq1WrduncaMGaOvvvpKr732mjIzM3XPPfdIkpo1a+Zyze+//15JSUlq3ry5Vq5cKV9fX0nSH//4R73wwgsaNGiQJCkyMlJ79+7V//3f/2n48OFasWKFysrK9PLLL6t27dq644479N133+n3v//9tZmca4DADAAAcBOJjY11en369GlNmzZNb7/9to4cOaLS0lKdOXNGubm5kqSdO3fKy8tLnTt3tuz3nnvuUYcOHfTaa685vnnvhx9+0KFDh/Tggw9q5MiRjtrS0lIFBgZKkvbt26e2bds6fTlMfHz8VbnX64XADAAAcBOpU6eO0+s//OEPeu+99zRr1iz94he/kL+/v37zm9+opKRE0r+/hvpy+vbtq/T0dO3du1d33nmnJOn8+fOSpMWLFysuLs6pvjxUG2N+1v1UBwRmAACAG5Cvr6/KysouW7dp0yaNGDFC9957ryTp1KlTOnDggOP9O++8U+fPn1dWVpZjSYY7zz33nOrWravu3btr48aNioqKUnBwsG677TZ9++23GjZsmNvzoqKi9Ne//lVnzpxxhPOtW7d6cKdVj10yKusF24UDAACgCjRt2lTbtm3TgQMHdPToUcfT3kv94he/0Jo1a7Rz507t2rVLQ4cOdapt2rSphg8frgceeEBvvPGGcnJytHHjRr322msufc2aNUvDhg1Tt27dHGump06dqrS0NMcHEXfv3q2lS5dq9uzZkqShQ4eqVq1aevDBB7V3715lZGRo1qxZ12BGrp1KBeYFCxYoMjJSfn5+iomJ0aZNmyzrs7KyFBMTIz8/PzVr1kyLFi1yqUlPT1dUVJTsdruioqK0du1ap/cXLlyoNm3aqF69eqpXr57i4+P17rvvOtUYYzR16lSFhYXJ399fXbp0cXxiFAAA4Gby+OOPy8vLS1FRUbr11lsda5Iv9T//8z+qX7++EhIS1L9/f/Xs2VPt27d3qlm4cKF+85vf6JFHHlGrVq00cuRInT59usL+hgwZom7duumrr77SQw89pD//+c965ZVXdOedd6pz58565ZVXFBkZKUmqW7eu3nrrLe3du1ft2rXT5MmTNXPmzKs7Gdea8dCqVauMj4+PWbx4sdm7d68ZN26cqVOnjjl48KDb+m+//dbUrl3bjBs3zuzdu9csXrzY+Pj4mL/97W+Omi1bthgvLy8zY8YMs2/fPjNjxgzj7e1ttm7d6qhZt26deeedd8z+/fvN/v37zaRJk4yPj4/58ssvHTXPPfecCQgIMOnp6Wb37t0mKSnJhIaGmqKioiu6t8LCQiPJFBYWXr54li4cAADghnXmzBmzd+9ec+bMmaoeCi5R0c/Go7x2ldiM8WwldlxcnNq3b6+FCxc62lq3bq2BAwcqLS3NpX7ChAlat26d9u3b52gbNWqUdu3apezsbElSUlKSioqKnJ4Y9+rVS/Xr19fKlSsrHEuDBg30pz/9SQ8++KCMMQoLC1NKSoomTJgg6cIm3MHBwZo5c6Yefvjhy95bUVGRAgMDVVhYqHr16lkXly/HeOzGX8gOAEBNdfbsWeXk5Dj+5RzVR0U/G4/y2lXi0ZKMkpISbd++XYmJiU7tiYmJ2rJli9tzsrOzXep79uypzz77TOfOnbOsqajPsrIyrVq1SqdPn3ZsS5KTk6P8/Hynfux2uzp37lxhPwAAAMDleLRLxtGjR1VWVqbg4GCn9uDgYOXn57s9Jz8/3219aWmpjh49qtDQ0AprLu1z9+7dio+P19mzZ1W3bl2tXbtWUVFRjuuUn3dpPwcPHnQ7tuLiYhUXFzteFxUVVXTrAAAAqKEq9aE/m815dwhjjEvb5eovbb+SPlu2bKmdO3dq69at+v3vf6/hw4dr7969lR5bWlqaAgMDHUd4eHiF9wAAAICayaPA3KhRI3l5ebk8+S0oKHB5slsuJCTEbb23t7caNmxoWXNpn76+vvrFL36h2NhYpaWlqW3btnrxxRcdfUjyaGwTJ05UYWGh4zh06JDV7QMAAKAG8igw+/r6KiYmRpmZmU7tmZmZSkhIcHtOfHy8S/369esVGxsrHx8fy5qK+ixnjHEsqYiMjFRISIhTPyUlJcrKyqqwH7vd7timrvwAAAAALubxN/2lpqYqOTlZsbGxio+P10svvaTc3FyNGjVK0oWntocPH9ayZcskXdgRY968eUpNTdXIkSOVnZ2tJUuWOO1+MW7cOHXq1EkzZ87UgAED9Oabb2rDhg3avHmzo2bSpEnq3bu3wsPDdfLkSa1atUobN27U3//+d0kXlmKkpKRoxowZatGihVq0aKEZM2aodu3aGjp06M+aJAAAANRcHgfmpKQkHTt2TNOnT1deXp6io6OVkZGhiIgISVJeXp7TxtmRkZHKyMjQ+PHjNX/+fIWFhWnu3LkaPHiwoyYhIUGrVq3SU089paefflrNmzfX6tWrnb6T/Pvvv1dycrLy8vIUGBioNm3a6O9//7t69OjhqHniiSd05swZPfLIIzp+/Lji4uK0fv16BQQEVGpyAAAAAI/3Yb6ZsQ8zAAA1C/swV1837D7MAAAAqB66dOmilJSUqh5GjeDxkgxINptkZlX1KAAAwDX1QsVb5l51Vfgv1hs3blTXrl11/Phx3XLLLVU2juqMJ8wAAACABQIzAADADe748eO6//77Vb9+fdWuXVu9e/fW119/7Xj/4MGD6t+/v+rXr686derojjvuUEZGhg4cOKCuXbtKkurXry+bzaYRI0ZU0V1UXyzJAAAAuMGNGDFCX3/9tdatW6d69eppwoQJ6tOnj/bu3SsfHx+NHj1aJSUl+uijj1SnTh3t3btXdevWVXh4uNLT0zV48GDt379f9erVk7+/f1XfTrVDYAYAALiBlQfljz/+2PFlbStWrFB4eLjeeOMN/fa3v1Vubq4GDx6sO++8U5LUrFkzx/kNGjSQJAUFBbGGuQIsyQAAALiB7du3T97e3k7fX9GwYUO1bNlS+/btkySNHTtWzzzzjH71q19pypQp+uKLL6pquDckAjMAAMANrKKv1DDGyGa7sNPHQw89pG+//VbJycnavXu3YmNj9b//+7/Xc5g3NAIzAADADSwqKkqlpaXatm2bo+3YsWP66quv1Lp1a0dbeHi4Ro0apTVr1uixxx7T4sWLJUm+vr6SpLKysus78BsIgRkAAOAG1qJFCw0YMEAjR47U5s2btWvXLv3ud7/TbbfdpgEDBkiSUlJS9N577yknJ0eff/65PvjgA0eYjoiIkM1m09tvv60ffvhBp06dqsrbqZYIzAAAADe4pUuXKiYmRv369VN8fLyMMcrIyJCPj4+kC0+PR48erdatW6tXr15q2bKlFixYIEm67bbbNG3aND355JMKDg7WmDFjqvJWqiWbqWjhSw10pd9NfuGb/v717T9V+M08AADg5zl79qxycnIUGRkpPz+/qh4OLlLRz+ZK89rVxBNmAAAAwAKBGQAAALBAYAYAAAAsEJgBAAAACwRmAAAAwAKBGQAA1Hjnz5+v6iHgEtXpZ+Jd1QMAAACoKr6+vqpVq5aOHDmiW2+9Vb6+vo6vk0bVMMaopKREP/zwg2rVquX4JsKqRGAGAAA1Vq1atRQZGam8vDwdOXKkqoeDi9SuXVtNmjRRrVpVvyCCwAwAAGo0X19fNWnSRKWlpSorK6vq4UCSl5eXvL29q83TfgIzAACo8Ww2m3x8fBxfJQ1crOqfcQMAAADVGIEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALlQrMCxYsUGRkpPz8/BQTE6NNmzZZ1mdlZSkmJkZ+fn5q1qyZFi1a5FKTnp6uqKgo2e12RUVFae3atU7vp6WlqUOHDgoICFBQUJAGDhyo/fv3O9WMGDFCNpvN6bjrrrsqc4sAAACApEoE5tWrVyslJUWTJ0/Wjh071LFjR/Xu3Vu5ublu63NyctSnTx917NhRO3bs0KRJkzR27Filp6c7arKzs5WUlKTk5GTt2rVLycnJGjJkiLZt2+aoycrK0ujRo7V161ZlZmaqtLRUiYmJOn36tNP1evXqpby8PMeRkZHh6S0CAAAADjZjjPHkhLi4OLVv314LFy50tLVu3VoDBw5UWlqaS/2ECRO0bt067du3z9E2atQo7dq1S9nZ2ZKkpKQkFRUV6d1333XU9OrVS/Xr19fKlSvdjuOHH35QUFCQsrKy1KlTJ0kXnjCfOHFCb7zxhie35FBUVKTAwEAVFhaqXr16FdbZbJKZZbvw4jGPpg8AAAA/w5XmtavJoyfMJSUl2r59uxITE53aExMTtWXLFrfnZGdnu9T37NlTn332mc6dO2dZU1GfklRYWChJatCggVP7xo0bFRQUpNtvv10jR45UQUFBhX0UFxerqKjI6QAAAAAu5lFgPnr0qMrKyhQcHOzUHhwcrPz8fLfn5Ofnu60vLS3V0aNHLWsq6tMYo9TUVN19992Kjo52tPfu3VsrVqzQBx98oBdeeEGffvqpunXrpuLiYrf9pKWlKTAw0HGEh4dbTwAAAABqHO/KnGSz2ZxeG2Nc2i5Xf2m7J32OGTNGX3zxhTZv3uzUnpSU5PhzdHS0YmNjFRERoXfeeUeDBg1y6WfixIlKTU11vC4qKiI0AwAAwIlHgblRo0by8vJyefJbUFDg8oS4XEhIiNt6b29vNWzY0LLGXZ+PPvqo1q1bp48++kiNGze2HG9oaKgiIiL09ddfu33fbrfLbrdb9gEAAICazaMlGb6+voqJiVFmZqZTe2ZmphISEtyeEx8f71K/fv16xcbGysfHx7Lm4j6NMRozZozWrFmjDz74QJGRkZcd77Fjx3To0CGFhoZe0f0BAAAAl/J4W7nU1FT9+c9/1ssvv6x9+/Zp/Pjxys3N1ahRoyRdWOZw//33O+pHjRqlgwcPKjU1Vfv27dPLL7+sJUuW6PHHH3fUjBs3TuvXr9fMmTP1j3/8QzNnztSGDRuUkpLiqBk9erSWL1+uV199VQEBAcrPz1d+fr7OnDkjSTp16pQef/xxZWdn68CBA9q4caP69++vRo0a6d57763s/AAAAKCG83gNc1JSko4dO6bp06crLy9P0dHRysjIUEREhCQpLy/PaU/myMhIZWRkaPz48Zo/f77CwsI0d+5cDR482FGTkJCgVatW6amnntLTTz+t5s2ba/Xq1YqLi3PUlG9j16VLF6fxLF26VCNGjJCXl5d2796tZcuW6cSJEwoNDVXXrl21evVqBQQEeHqbAAAAgKRK7MN8M2MfZgAAgOqt2u/DDAAAANQ0BGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALlQrMCxYsUGRkpPz8/BQTE6NNmzZZ1mdlZSkmJkZ+fn5q1qyZFi1a5FKTnp6uqKgo2e12RUVFae3atU7vp6WlqUOHDgoICFBQUJAGDhyo/fv3O9UYYzR16lSFhYXJ399fXbp00Z49eypziwAAAICkSgTm1atXKyUlRZMnT9aOHTvUsWNH9e7dW7m5uW7rc3Jy1KdPH3Xs2FE7duzQpEmTNHbsWKWnpztqsrOzlZSUpOTkZO3atUvJyckaMmSItm3b5qjJysrS6NGjtXXrVmVmZqq0tFSJiYk6ffq0o+b555/X7NmzNW/ePH366acKCQlRjx49dPLkSU9vEwAAAJAk2YwxxpMT4uLi1L59ey1cuNDR1rp1aw0cOFBpaWku9RMmTNC6deu0b98+R9uoUaO0a9cuZWdnS5KSkpJUVFSkd99911HTq1cv1a9fXytXrnQ7jh9++EFBQUHKyspSp06dZIxRWFiYUlJSNGHCBElScXGxgoODNXPmTD388MOXvbeioiIFBgaqsLBQ9erVq7DOZpPMLNuFF495NH0AAAD4Ga40r11NHj1hLikp0fbt25WYmOjUnpiYqC1btrg9Jzs726W+Z8+e+uyzz3Tu3DnLmor6lKTCwkJJUoMGDSRdeJKdn5/v1I/dblfnzp0t+wEAAACseHtSfPToUZWVlSk4ONipPTg4WPn5+W7Pyc/Pd1tfWlqqo0ePKjQ0tMKaivo0xig1NVV33323oqOjHdcpP+/Sfg4ePOi2n+LiYhUXFzteFxUVua0DAABAzVWpD/3ZbDan18YYl7bL1V/a7kmfY8aM0RdffOF2uYYn/aSlpSkwMNBxhIeHV3gPV+SFiucAAAAANyaPAnOjRo3k5eXl8uS3oKDA5cluuZCQELf13t7eatiwoWWNuz4fffRRrVu3Th9++KEaN27sdB1JHo1t4sSJKiwsdByHDh1yWwcAAICay6PA7Ovrq5iYGGVmZjq1Z2ZmKiEhwe058fHxLvXr169XbGysfHx8LGsu7tMYozFjxmjNmjX64IMPFBkZ6VQfGRmpkJAQp35KSkqUlZVV4djsdrvq1avndAAAAAAX82gNsySlpqYqOTlZsbGxio+P10svvaTc3FyNGjVK0oWntocPH9ayZcskXdgRY968eUpNTdXIkSOVnZ2tJUuWOC2nGDdunDp16qSZM2dqwIABevPNN7VhwwZt3rzZUTN69Gi9+uqrevPNNxUQEOB4khwYGCh/f3/ZbDalpKRoxowZatGihVq0aKEZM2aodu3aGjp06M+aJAAAANRcHgfmpKQkHTt2TNOnT1deXp6io6OVkZGhiIgISVJeXp7TnsyRkZHKyMjQ+PHjNX/+fIWFhWnu3LkaPHiwoyYhIUGrVq3SU089paefflrNmzfX6tWrFRcX56gp38auS5cuTuNZunSpRowYIUl64okndObMGT3yyCM6fvy44uLitH79egUEBHh6mwAAAICkSuzDfDP72fswv2BjX2YAAIBrqNrvwwwAAADUNATmq8Bmu3AAAADg5kNgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsFCpwLxgwQJFRkbKz89PMTEx2rRpk2V9VlaWYmJi5Ofnp2bNmmnRokUuNenp6YqKipLdbldUVJTWrl3r9P5HH32k/v37KywsTDabTW+88YZLHyNGjJDNZnM67rrrrsrcIgAAACCpEoF59erVSklJ0eTJk7Vjxw517NhRvXv3Vm5urtv6nJwc9enTRx07dtSOHTs0adIkjR07Vunp6Y6a7OxsJSUlKTk5Wbt27VJycrKGDBmibdu2OWpOnz6ttm3bat68eZbj69Wrl/Ly8hxHRkaGp7cIAAAAONiMMcaTE+Li4tS+fXstXLjQ0da6dWsNHDhQaWlpLvUTJkzQunXrtG/fPkfbqFGjtGvXLmVnZ0uSkpKSVFRUpHfffddR06tXL9WvX18rV650HbTNprVr12rgwIFO7SNGjNCJEyfcPn2+EkVFRQoMDFRhYaHq1atXYZ3NJplZtgsvHjOy/euPZpZNesyj6QQAAIAHrjSvXU0ePWEuKSnR9u3blZiY6NSemJioLVu2uD0nOzvbpb5nz5767LPPdO7cOcuaivq0snHjRgUFBen222/XyJEjVVBQUGFtcXGxioqKnA4AAADgYh4F5qNHj6qsrEzBwcFO7cHBwcrPz3d7Tn5+vtv60tJSHT161LKmoj4r0rt3b61YsUIffPCBXnjhBX366afq1q2biouL3danpaUpMDDQcYSHh3t0PQAAANz8vCtzkq18DcK/GGNc2i5Xf2m7p326k5SU5PhzdHS0YmNjFRERoXfeeUeDBg1yqZ84caJSU1Mdr4uKigjNAAAAcOJRYG7UqJG8vLxcnvwWFBS4PCEuFxIS4rbe29tbDRs2tKypqM8rFRoaqoiICH399ddu37fb7bLb7T/rGgAAALi5ebQkw9fXVzExMcrMzHRqz8zMVEJCgttz4uPjXerXr1+v2NhY+fj4WNZU1OeVOnbsmA4dOqTQ0NCf1Q8AAABqLo+XZKSmpio5OVmxsbGKj4/XSy+9pNzcXI0aNUrShWUOhw8f1rJlyyRd2BFj3rx5Sk1N1ciRI5Wdna0lS5Y47X4xbtw4derUSTNnztSAAQP05ptvasOGDdq8ebOj5tSpU/rnP//peJ2Tk6OdO3eqQYMGatKkiU6dOqWpU6dq8ODBCg0N1YEDBzRp0iQ1atRI9957b6UnCAAAADWbx4E5KSlJx44d0/Tp05WXl6fo6GhlZGQoIiJCkpSXl+e0J3NkZKQyMjI0fvx4zZ8/X2FhYZo7d64GDx7sqElISNCqVav01FNP6emnn1bz5s21evVqxcXFOWo+++wzde3a1fG6fO3x8OHD9corr8jLy0u7d+/WsmXLdOLECYWGhqpr165avXq1AgICPJ8ZAAAAQJXYh/lmxj7MAAAA1Vu134cZAAAAqGkIzNfSC7YLBwAAAG5YBGYAAADAAoEZAAAAsEBgvgZsNsnDLykEAABANUVgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBObrwGa7cAAAAODGQ2C+nl6wXTgAAABwwyAwAwAAABYIzAAAAIAFAjMAAABggcAMAAAAWCAwAwAAABYIzAAAAIAFAjMAAABggcAMAAAAWCAwAwAAABYIzAAAAIAFAjMAAABggcAMAAAAWKhUYF6wYIEiIyPl5+enmJgYbdq0ybI+KytLMTEx8vPzU7NmzbRo0SKXmvT0dEVFRclutysqKkpr1651ev+jjz5S//79FRYWJpvNpjfeeMOlD2OMpk6dqrCwMPn7+6tLly7as2dPZW4RAAAAkFSJwLx69WqlpKRo8uTJ2rFjhzp27KjevXsrNzfXbX1OTo769Omjjh07aseOHZo0aZLGjh2r9PR0R012draSkpKUnJysXbt2KTk5WUOGDNG2bdscNadPn1bbtm01b968Csf2/PPPa/bs2Zo3b54+/fRThYSEqEePHjp58qSntwkAAABIkmzGGOPJCXFxcWrfvr0WLlzoaGvdurUGDhyotLQ0l/oJEyZo3bp12rdvn6Nt1KhR2rVrl7KzsyVJSUlJKioq0rvvvuuo6dWrl+rXr6+VK1e6Dtpm09q1azVw4EBHmzFGYWFhSklJ0YQJEyRJxcXFCg4O1syZM/Xwww9f9t6KiooUGBiowsJC1atXr8I6m00ys2wXXjxmZPvXH80sm+trSbbHjdNrPebRlAMAAOBfrjSvXU0ePWEuKSnR9u3blZiY6NSemJioLVu2uD0nOzvbpb5nz5767LPPdO7cOcuaivp0JycnR/n5+U792O12de7cucJ+iouLVVRU5HQAAAAAF/MoMB89elRlZWUKDg52ag8ODlZ+fr7bc/Lz893Wl5aW6ujRo5Y1FfVZ0XXKz7vSftLS0hQYGOg4wsPDr/h6AAAAqBkq9aE/W/mag38xxri0Xa7+0nZP+7waY5s4caIKCwsdx6FDhzy+HgAAAG5u3p4UN2rUSF5eXi5PbAsKClye7JYLCQlxW+/t7a2GDRta1lTUZ0XXkS48aQ4NDb2ifux2u+x2+xVfAwAAADWPR0+YfX19FRMTo8zMTKf2zMxMJSQkuD0nPj7epX79+vWKjY2Vj4+PZU1FfboTGRmpkJAQp35KSkqUlZXlUT8AAADAxTx6wixJqampSk5OVmxsrOLj4/XSSy8pNzdXo0aNknRhmcPhw4e1bNkySRd2xJg3b55SU1M1cuRIZWdna8mSJU67X4wbN06dOnXSzJkzNWDAAL355pvasGGDNm/e7Kg5deqU/vnPfzpe5+TkaOfOnWrQoIGaNGkim82mlJQUzZgxQy1atFCLFi00Y8YM1a5dW0OHDq30BAEAAKBm8zgwJyUl6dixY5o+fbry8vIUHR2tjIwMRURESJLy8vKc9mSOjIxURkaGxo8fr/nz5yssLExz587V4MGDHTUJCQlatWqVnnrqKT399NNq3ry5Vq9erbi4OEfNZ599pq5duzpep6amSpKGDx+uV155RZL0xBNP6MyZM3rkkUd0/PhxxcXFaf369QoICPD0NgEAAABJldiH+WbGPswAAADVW7XfhxkAAACoaQjMAAAAgAUCcxWpxBbTAAAAqAIEZgAAAMACgRkAAACwQGAGAAAALBCYq9ILtgsHAAAAqi0CMwAAAGCBwAwAAABYIDADAAAAFgjMAAAAgAUCMwAAAGCBwAwAAABYIDADAAAAFgjMAAAAgAUCMwAAAGCBwAwAAABYIDADAAAAFgjMAAAAgAUCMwAAAGCBwAwAAABYIDADAAAAFgjMAAAAgAUCMwAAAGCBwAwAAABYIDBXEzbbhQMAAADVC4EZAAAAsEBgBgAAACwQmAEAAAALBObq5gUWMgMAAFQnBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBGYAAADAAoEZAAAAsEBgBgAAACwQmAEAAAALBOZqyma7cAAAAKBqEZgBAAAACwRmAAAAwAKBGQAAALBAYK7uXmAhMwAAQFUiMAMAAAAWCMwAAACABQIzAAAAYIHADAAAAFggMAMAAAAWCMwAAACABQIzAAAAYIHADAAAAFggMN8gbLYLBwAAAK4vAvON5gUb3/4HAABwHRGYAQAAAAsEZgAAAMACgRkAAACwQGAGAAAALFQqMC9YsECRkZHy8/NTTEyMNm3aZFmflZWlmJgY+fn5qVmzZlq0aJFLTXp6uqKiomS32xUVFaW1a9d6fN0RI0bIZrM5HXfddVdlbhEAAACQVInAvHr1aqWkpGjy5MnasWOHOnbsqN69eys3N9dtfU5Ojvr06aOOHTtqx44dmjRpksaOHav09HRHTXZ2tpKSkpScnKxdu3YpOTlZQ4YM0bZt2zy+bq9evZSXl+c4MjIyPL1FAAAAwMHjwDx79mw9+OCDeuihh9S6dWvNmTNH4eHhWrhwodv6RYsWqUmTJpozZ45at26thx56SA888IBmzZrlqJkzZ4569OihiRMnqlWrVpo4caK6d++uOXPmeHxdu92ukJAQx9GgQQNPbxEAAABw8Cgwl5SUaPv27UpMTHRqT0xM1JYtW9yek52d7VLfs2dPffbZZzp37pxlTXmfnlx348aNCgoK0u23366RI0eqoKDAk1sEAAAAnHh7Unz06FGVlZUpODjYqT04OFj5+fluz8nPz3dbX1paqqNHjyo0NLTCmvI+r/S6vXv31m9/+1tFREQoJydHTz/9tLp166bt27fLbre7jK24uFjFxcWO10VFRVcwCwAAAKhJPArM5WyXfEezMcal7XL1l7ZfSZ+Xq0lKSnL8OTo6WrGxsYqIiNA777yjQYMGuYwrLS1N06ZNq3DcAAAAgEdLMho1aiQvLy+Xp8kFBQUuT3/LhYSEuK339vZWw4YNLWvK+6zMdSUpNDRUERER+vrrr92+P3HiRBUWFjqOQ4cOVdhXdWSzia/KBgAAuMY8Csy+vr6KiYlRZmamU3tmZqYSEhLcnhMfH+9Sv379esXGxsrHx8eyprzPylxXko4dO6ZDhw4pNDTU7ft2u1316tVzOgAAAICLebwkIzU1VcnJyYqNjVV8fLxeeukl5ebmatSoUZIuPLU9fPiwli1bJkkaNWqU5s2bp9TUVI0cOVLZ2dlasmSJVq5c6ehz3Lhx6tSpk2bOnKkBAwbozTff1IYNG7R58+Yrvu6pU6c0depUDR48WKGhoTpw4IAmTZqkRo0a6d577/1ZkwQAAICay+PAnJSUpGPHjmn69OnKy8tTdHS0MjIyFBERIUnKy8tz2hs5MjJSGRkZGj9+vObPn6+wsDDNnTtXgwcPdtQkJCRo1apVeuqpp/T000+refPmWr16teLi4q74ul5eXtq9e7eWLVumEydOKDQ0VF27dtXq1asVEBBQ6QkCAABAzWYz5Z/Ag4qKihQYGKjCwkLL5Rk2m2Rm/Wvd8GNG5Z87NLNsrq8l2R43Tq/La664Dzd9uusDAADgZnelee1qqtRXYwMAAAA1BYEZAAAAsEBgvhmxzRwAAMBVQ2C+idhsksX3xwAAAKASCMwAAACABQIzAAAAYIHADAAAAFggMAMAAAAWCMw3MT4ECAAA8PMRmGsCtpkDAACoNAIzAAAAYIHADAAAAFggMAMAAAAWCMwAAACABQIzAAAAYIHAXIOwzRwAAIDnCMwAAACABQJzTfSCjb2ZAQAArhCBGQAAALBAYK7hbDbxxBkAAMACgRkAAACwQGAGAAAALBCYAQAAAAsEZgAAAMACgRmu+BAgAACAA4EZTvgmQAAAAGcEZlji67QBAEBNR2AGAAAALBCYcWVY0wwAAGooAjMAAABggcAMjzjWNLOTBgAAqCEIzAAAAIAFAjMAAABggcAMAAAAWCAw42dxt08z+zYDAICbCYEZ1wYfCgQAADcJAjOuDgIyAAC4SRGYAQAAAAsEZlxzTns3AwAA3GAIzLju3H1QEAAAoLoiMAMAAAAWCMyoOv/6oCBPnAEAQHVGYEb1cdFOGwRoAABQXRCYUX2xVR0AAKgGCMy4IbBsAwAAVBUCM24sFy3ZIEADAIDrgcCMGxvLNgAAwDVGYMZNgSfOAADgWiEw4+Zy6RNnnkADAICficCMm9alT5z5im4AAFAZBGbg0i9Q4ak0AAC4CIEZNRbrngEAwJUgMAMWLn3ifOmyDkI3AAA3PwIzAAAAYIHADFwN7p5AX9TGumgAAG5cBGbgOmNZBwAANxYCM1BdWARoAjUAAFWHwAxUVxbLOC4XoHlqDQDA1UNgBm4UFt9iWOGXslzumw9ZWw0AwGURmIEa4nLLPC63tpovdgEA1FQEZgDWLrc0pDL7VF+mT5aTAACqEwIzgGvv0q8fv0iFT60r2Kqvwq37LumT0A0AuFoqFZgXLFigyMhI+fn5KSYmRps2bbKsz8rKUkxMjPz8/NSsWTMtWrTIpSY9PV1RUVGy2+2KiorS2rVrPb6uMUZTp05VWFiY/P391aVLF+3Zs6cytwjgRnM1QveVrguvAEtWAODm5HFgXr16tVJSUjR58mTt2LFDHTt2VO/evZWbm+u2PicnR3369FHHjh21Y8cOTZo0SWPHjlV6erqjJjs7W0lJSUpOTtauXbuUnJysIUOGaNu2bR5d9/nnn9fs2bM1b948ffrppwoJCVGPHj108uRJT28TAJxUZk13hUtUPPiiG0+XvVzTtebuxgEANYDHgXn27Nl68MEH9dBDD6l169aaM2eOwsPDtXDhQrf1ixYtUpMmTTRnzhy1bt1aDz30kB544AHNmjXLUTNnzhz16NFDEydOVKtWrTRx4kR1795dc+bMueLrGmM0Z84cTZ48WYMGDVJ0dLT+8pe/6KefftKrr77q6W0CwI3laqw192DZi9N1PenjaozjZ/4FosI+3J3j5n13fVwOH5oFbmzenhSXlJRo+/btevLJJ53aExMTtWXLFrfnZGdnKzEx0amtZ8+eWrJkic6dOycfHx9lZ2dr/PjxLjXlgflKrpuTk6P8/Hyna9ntdnXu3FlbtmzRww8/7DK24uJiFRcXO14XFhZKkoqKiqym4ULN2fI/FDm3Xfr6wp/cnnPFfbjr8xr2cV3v7Wbqozr/nPhZX90+qvPPujrMT3Xo49lA6dFC1z6t+nB3zqXvS46ai/sIDJQKn/n3+4H/+mPhMxWPw905Vn04vZYU+FSh0+sa3YebPq9lH1fU579+7FfSp8P/VjyOSwUG/vsa7lw6DqdrXG4cl/O/lTyngvrL3culynOaMebKT/q5jAcOHz5sJJmPP/7Yqf3ZZ581t99+u9tzWrRoYZ599lmnto8//thIMkeOHDHGGOPj42NWrFjhVLNixQrj6+t7xdct7/Pw4cNONSNHjjSJiYluxzZlyhQjiYODg4ODg4OD4wY7vvnmG6vYelV59IS5nO2Sf5syxri0Xa7+0vYr6fNq1ZSbOHGiUlNTHa9PnDihiIgI5ebmKrD8r2a4rKKiIoWHh+vQoUOqV69eVQ/nhsCcVQ7z5jnmrHKYN88xZ5XDvHmusLBQTZo0UYMGDa7bNT0KzI0aNZKXl5fy8/Od2gsKChQcHOz2nJCQELf13t7eatiwoWVNeZ9Xct2QkBBJUn5+vkJDQ69obHa7XXa73aU9MDCQX9pKqFevHvPmIeascpg3zzFnlcO8eY45qxzmzXO1al2/3ZE9upKvr69iYmKUmZnp1J6ZmamEhAS358THx7vUr1+/XrGxsfLx8bGsKe/zSq4bGRmpkJAQp5qSkhJlZWVVODYAAADgcjxekpGamqrk5GTFxsYqPj5eL730knJzczVq1ChJF5Y5HD58WMuWLZMkjRo1SvPmzVNqaqpGjhyp7OxsLVmyRCtXrnT0OW7cOHXq1EkzZ87UgAED9Oabb2rDhg3avHnzFV/XZrMpJSVFM2bMUIsWLdSiRQvNmDFDtWvX1tChQ3/WJAEAAKAGq8zC5/nz55uIiAjj6+tr2rdvb7KyshzvDR8+3HTu3NmpfuPGjaZdu3bG19fXNG3a1CxcuNClz9dff920bNnS+Pj4mFatWpn09HSPrmuMMefPnzdTpkwxISEhxm63m06dOpndu3df8X2dPXvWTJkyxZw9e/aKzwHzVhnMWeUwb55jziqHefMcc1Y5zJvnqmLObMZczz05AAAAgBvL9VstDQAAANyACMwAAACABQIzAAAAYIHADAAAAFggMF9kwYIFioyMlJ+fn2JiYrRp06aqHtJ189FHH6l///4KCwuTzWbTG2+84fS+MUZTp05VWFiY/P391aVLF+3Zs8eppri4WI8++qgaNWqkOnXq6Ne//rW+++47p5rjx48rOTlZgYGBCgwMVHJysk6cOHGN7+7aSEtLU4cOHRQQEKCgoCANHDhQ+/fvd6ph3pwtXLhQbdq0cWzQHx8fr3fffdfxPvN1eWlpaY5tNMsxb66mTp0qm83mdJR/wZXEnFk5fPiwfve736lhw4aqXbu2/uM//kPbt293vM/cOWvatKnL75rNZtPo0aMlMV8VKS0t1VNPPaXIyEj5+/urWbNmmj59us6fP++oqVZzd93246jmVq1aZXx8fMzixYvN3r17zbhx40ydOnXMwYMHq3po10VGRoaZPHmySU9PN5LM2rVrnd5/7rnnTEBAgElPTze7d+82SUlJJjQ01BQVFTlqRo0aZW677TaTmZlpPv/8c9O1a1fTtm1bU1pa6qjp1auXiY6ONlu2bDFbtmwx0dHRpl+/ftfrNq+qnj17mqVLl5ovv/zS7Ny50/Tt29c0adLEnDp1ylHDvDlbt26deeedd8z+/fvN/v37zaRJk4yPj4/58ssvjTHM1+V88sknpmnTpqZNmzZm3LhxjnbmzdWUKVPMHXfcYfLy8hxHQUGB433mzL0ff/zRREREmBEjRpht27aZnJwcs2HDBvPPf/7TUcPcOSsoKHD6PcvMzDSSzIcffmiMYb4q8swzz5iGDRuat99+2+Tk5JjXX3/d1K1b18yZM8dRU53mjsD8L7/85S/NqFGjnNpatWplnnzyySoaUdW5NDCfP3/ehISEmOeee87RdvbsWRMYGGgWLVpkjDHmxIkTxsfHx6xatcpRc/jwYVOrVi3z97//3RhjzN69e40ks3XrVkdNdna2kWT+8Y9/XOO7uvYKCgqMJMf+4Mzblalfv77585//zHxdxsmTJ02LFi1MZmam6dy5syMwM2/uTZkyxbRt29bte8xZxSZMmGDuvvvuCt9n7i5v3Lhxpnnz5ub8+fPMl4W+ffuaBx54wKlt0KBB5ne/+50xpvr9rrEkQxe+Qnv79u1KTEx0ak9MTNSWLVuqaFTVR05OjvLz853mx263q3Pnzo752b59u86dO+dUExYWpujoaEdNdna2AgMDFRcX56i56667FBgYeFPMc2FhoSSpQYMGkpi3yykrK9OqVat0+vRpxcfHM1+XMXr0aPXt21f33HOPUzvzVrGvv/5aYWFhioyM1H/+53/q22+/lcScWVm3bp1iY2P129/+VkFBQWrXrp0WL17seJ+5s1ZSUqLly5frgQcekM1mY74s3H333Xr//ff11VdfSZJ27dqlzZs3q0+fPpKq3++ax1+NfTM6evSoysrKFBwc7NQeHBys/Pz8KhpV9VE+B+7m5+DBg44aX19f1a9f36Wm/Pz8/HwFBQW59B8UFHTDz7MxRqmpqbr77rsVHR0tiXmryO7duxUfH6+zZ8+qbt26Wrt2raKiohz/4WK+XK1atUqff/65Pv30U5f3+D1zLy4uTsuWLdPtt9+u77//Xs8884wSEhK0Z88e5szCt99+q4ULFyo1NVWTJk3SJ598orFjx8put+v+++9n7i7jjTfe0IkTJzRixAhJ/O/TyoQJE1RYWKhWrVrJy8tLZWVlevbZZ3XfffdJqn5zR2C+iM1mc3ptjHFpq8kqMz+X1rirvxnmecyYMfriiy+0efNml/eYN2ctW7bUzp07deLECaWnp2v48OHKyspyvM98OTt06JDGjRun9evXy8/Pr8I65s1Z7969HX++8847FR8fr+bNm+svf/mL7rrrLknMmTvnz59XbGysZsyYIUlq166d9uzZo4ULF+r+++931DF37i1ZskS9e/dWWFiYUzvz5Wr16tVavny5Xn31Vd1xxx3auXOnUlJSFBYWpuHDhzvqqsvcsSRDUqNGjeTl5eXyN42CggKXv9nUROWfLLean5CQEJWUlOj48eOWNd9//71L/z/88MMNPc+PPvqo1q1bpw8//FCNGzd2tDNv7vn6+uoXv/iFYmNjlZaWprZt2+rFF19kviqwfft2FRQUKCYmRt7e3vL29lZWVpbmzp0rb29vxz0xb9bq1KmjO++8U19//TW/axZCQ0MVFRXl1Na6dWvl5uZK4r9rVg4ePKgNGzbooYcecrQxXxX7wx/+oCeffFL/+Z//qTvvvFPJyckaP3680tLSJFW/uSMw68L/gcfExCgzM9OpPTMzUwkJCVU0quojMjJSISEhTvNTUlKirKwsx/zExMTIx8fHqSYvL09ffvmloyY+Pl6FhYX65JNPHDXbtm1TYWHhDTnPxhiNGTNGa9as0QcffKDIyEin95m3K2OMUXFxMfNVge7du2v37t3auXOn44iNjdWwYcO0c+dONWvWjHm7AsXFxdq3b59CQ0P5XbPwq1/9ymV7zK+++koRERGS+O+alaVLlyooKEh9+/Z1tDFfFfvpp59Uq5ZzDPXy8nJsK1ft5u6KPx54kyvfVm7JkiVm7969JiUlxdSpU8ccOHCgqod2XZw8edLs2LHD7Nixw0gys2fPNjt27HBsq/fcc8+ZwMBAs2bNGrN7925z3333ud3apXHjxmbDhg3m888/N926dXO7tUubNm1Mdna2yc7ONnfeeecNuy3O73//exMYGGg2btzotKXQTz/95Khh3pxNnDjRfPTRRyYnJ8d88cUXZtKkSaZWrVpm/fr1xhjm60pdvEuGMcybO4899pjZuHGj+fbbb83WrVtNv379TEBAgOO/6cyZe5988onx9vY2zz77rPn666/NihUrTO3atc3y5csdNcydq7KyMtOkSRMzYcIEl/eYL/eGDx9ubrvtNse2cmvWrDGNGjUyTzzxhKOmOs0dgfki8+fPNxEREcbX19e0b9/esT1YTfDhhx8aSS7H8OHDjTEXtneZMmWKCQkJMXa73XTq1Mns3r3bqY8zZ86YMWPGmAYNGhh/f3/Tr18/k5ub61Rz7NgxM2zYMBMQEGACAgLMsGHDzPHjx6/TXV5d7uZLklm6dKmjhnlz9sADDzj+N3brrbea7t27O8KyMczXlbo0MDNvrsr3a/Xx8TFhYWFm0KBBZs+ePY73mbOKvfXWWyY6OtrY7XbTqlUr89JLLzm9z9y5eu+994wks3//fpf3mC/3ioqKzLhx40yTJk2Mn5+fadasmZk8ebIpLi521FSnubMZY8yVP48GAAAAahbWMAMAAAAWCMwAAACABQIzAAAAYIHADAAAAFggMAMAAAAWCMwAAACABQIzAAAAYIHADAAAAFggMAMAAAAWCMwAAACABQIzAAAAYIHADAAAAFj4/12xU+16st2RAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -277,12 +338,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -330,14 +391,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -345,20 +406,16 @@ } ], "source": [ - "fig, ((ax0, ax1, ax2)) = plt.subplots(nrows=1, ncols=3, figsize=(20,10))\n", + "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", - "ax0.hist(ak.ravel(tracked[\"velo_track_x\"]), 300, density=True, histtype='bar', color=\"blue\", label=\"tracked\")\n", + "ax0.hist([ak.ravel(tracked[\"velo_track_x\"]), ak.ravel(lost[\"velo_track_x\"])], bins=150, density=True, histtype='bar', color=colors, label=labels)\n", "ax0.legend()\n", "ax0.set_title('velo track x')\n", "\n", - "ax1.hist(ak.ravel(tracked[\"velo_track_y\"]), 300, density=True, histtype='bar', color=\"blue\", label=\"tracked\")\n", + "ax1.hist([ak.ravel(tracked[\"velo_track_y\"]), ak.ravel(lost[\"velo_track_y\"])],bins=150, density=True, histtype='bar', color=colors, label=labels)\n", "ax1.legend()\n", "ax1.set_title('velo track y')\n", "\n", - "ax2.hist(ak.ravel(tracked[\"velo_track_z\"]), 200, density=True, histtype='bar', color=\"blue\", label=\"tracked\")\n", - "ax2.legend()\n", - "ax2.set_title('velo track z')\n", - "\n", "plt.show()" ] }, @@ -371,22 +428,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5, 1.0, 'velo x')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -396,13 +443,23 @@ } ], "source": [ + "\"\"\"\n", + "#cut experimentation\n", + "\n", + "zcut = (ak.any(tracked[\"velo_hit_pos_z\"]<200, axis=-1) & ak.any(tracked[\"velo_hit_pos_z\"]>-200, axis=-1))\n", + "zlc = (ak.any(lost[\"velo_hit_pos_z\"]<200, axis=-1) & ak.any(lost[\"velo_hit_pos_z\"]>-200, axis=-1))\n", + "ztr = tracked[zcut]\n", + "zlo = lost[zlc]\n", + "\n", "colors = ['blue', 'darkorange']\n", "labels = [\"tracked\", \"lost\"]\n", - "n_bins=50\n", + "n_bins=200\n", "\n", - "plt.hist([ak.ravel(tracked[\"velo_hit_pos_x\"]),ak.ravel(lost[\"velo_hit_pos_x\"])], n_bins, density=True, histtype='bar', color=colors, label=labels)\n", + "plt.hist([ak.ravel(ztr[\"velo_hit_pos_z\"]),ak.ravel(zlo[\"velo_hit_pos_z\"])], bins=n_bins, density=True, histtype='bar', color=colors, label=labels)\n", "plt.legend()\n", - "plt.title('velo x')" + "plt.title('velo z')\n", + "plt.show()\n", + "\"\"\"" ] }, { @@ -414,151 +471,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'all_endvtx_types_length': 11,\n", - " 'all_endvtx_types': [101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 101.0,\n", - " 0.0],\n", - " 'all_endvtx_x_length': 11,\n", - " 'all_endvtx_x': [-5.370299816131592,\n", - " -6.995699882507324,\n", - " -20.013700485229492,\n", - " -26.470500946044922,\n", - " -82.10430145263672,\n", - " -146.57949829101562,\n", - " -894.7764282226562,\n", - " -1237.57470703125,\n", - " -1244.2630615234375,\n", - " -1245.8055419921875,\n", - " -1321.20361328125],\n", - " 'all_endvtx_y_length': 11,\n", - " 'all_endvtx_y': [-7.805699825286865,\n", - " -10.154500007629395,\n", - " -28.963199615478516,\n", - " -38.28559875488281,\n", - " -118.39790344238281,\n", - " -210.52830505371094,\n", - " -888.7171020507812,\n", - " -1131.568359375,\n", - " -1136.3031005859375,\n", - " -1137.3917236328125,\n", - " -1181.4761962890625],\n", - " 'all_endvtx_z_length': 11,\n", - " 'all_endvtx_z': [161.9427032470703,\n", - " 186.9705047607422,\n", - " 387.3406982421875,\n", - " 486.6791076660156,\n", - " 1340.39501953125,\n", - " 2322.552490234375,\n", - " 9494.216796875,\n", - " 12068.0263671875,\n", - " 12118.072265625,\n", - " 12129.564453125,\n", - " 12655.4697265625],\n", - " 'brem_photons_pe_length': 10,\n", - " 'brem_photons_pe': [3264.454345703125,\n", - " 4453.86376953125,\n", - " 178.029052734375,\n", - " 14471.001953125,\n", - " 1095.5640869140625,\n", - " 3793.752685546875,\n", - " 357.2669982910156,\n", - " 825.275634765625,\n", - " 8990.57421875,\n", - " 3479.052490234375],\n", - " 'brem_photons_px_length': 10,\n", - " 'brem_photons_px': [-210.4199981689453,\n", - " -287.5400085449219,\n", - " -11.5,\n", - " -934.47998046875,\n", - " -71.08999633789062,\n", - " -248.42999267578125,\n", - " -46.75,\n", - " -108.80000305175781,\n", - " -1188.0799560546875,\n", - " -461.8500061035156],\n", - " 'brem_photons_py_length': 10,\n", - " 'brem_photons_py': [-304.42999267578125,\n", - " -415.2699890136719,\n", - 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"execution_count": 16, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -689,40 +642,121 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'all_endvtx_types_length': 3,\n", - " 'all_endvtx_types': [101.0, 101.0, 0.0],\n", - " 'all_endvtx_x_length': 3,\n", - " 'all_endvtx_x': [1643.8668212890625, 2936.032470703125, 3191.061767578125],\n", - " 'all_endvtx_y_length': 3,\n", - " 'all_endvtx_y': [-922.9655151367188, -1172.96728515625, -1219.758056640625],\n", - " 'all_endvtx_z_length': 3,\n", - " 'all_endvtx_z': [9210.24609375, 12095.1630859375, 12668.1044921875],\n", - " 'brem_photons_pe_length': 2,\n", - " 'brem_photons_pe': [307.6462097167969, 144.2554931640625],\n", - " 'brem_photons_px_length': 2,\n", - " 'brem_photons_px': [123.86000061035156, 58.97999954223633],\n", - " 'brem_photons_py_length': 2,\n", - " 'brem_photons_py': [-24.309999465942383, -11.199999809265137],\n", - 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" 1426.3865966796875,\n", - " 1634.8421630859375,\n", - " 1665.6279296875,\n", - " 1696.6456298828125,\n", - " 1727.5711669921875],\n", - " 'scifi_hit_pos_y_length': 12,\n", - " 'scifi_hit_pos_y': [-799.5249633789062,\n", - " -806.191650390625,\n", - " -812.8439331054688,\n", - " -819.4522094726562,\n", - " -861.0640258789062,\n", - " -867.190673828125,\n", - " -873.3914794921875,\n", - " -879.5537109375,\n", - " -921.186279296875,\n", - " -927.24951171875,\n", - " -933.3619384765625,\n", - " -939.46533203125],\n", - " 'scifi_hit_pos_z_length': 12,\n", - " 'scifi_hit_pos_z': [7823.22021484375,\n", - " 7892.99658203125,\n", - " 7963.17333984375,\n", - " 8032.94970703125,\n", - " 8504.9990234375,\n", - " 8574.77734375,\n", - " 8644.955078125,\n", - " 8714.7333984375,\n", - " 9189.7822265625,\n", - " 9259.560546875,\n", - " 9329.7392578125,\n", - " 9399.517578125],\n", + " 'originvtx_x': 2.0515,\n", + " 'originvtx_y': 3.2886,\n", + " 'originvtx_z': 274.9101,\n", + " 'p': 29081.353203972474,\n", + " 'phi': 1.0233963963123476,\n", + " 'pid': -11,\n", + " 'pt': 357.96571302290954,\n", + " 'px': 186.31,\n", + " 'py': 305.66,\n", + " 'pz': 29079.15,\n", + " 'scifi_hit_pos_x_length': 14,\n", + " 'scifi_hit_pos_x': [318.9319152832031,\n", + " 319.0018005371094,\n", + " 326.48492431640625,\n", + " 334.115234375,\n", + " 341.7547302246094,\n", + " 394.4944763183594,\n", + " 402.4299011230469,\n", + " 410.4289855957031,\n", + " 418.4099426269531,\n", + " 418.48443603515625,\n", + " 473.574462890625,\n", + " 481.76190185546875,\n", + " 490.01873779296875,\n", + " 498.2296142578125],\n", + " 'scifi_hit_pos_y_length': 14,\n", + " 'scifi_hit_pos_y': [80.01691436767578,\n", + " 80.02347564697266,\n", + " 80.7192153930664,\n", + " 81.43529510498047,\n", + " 82.16500854492188,\n", + " 87.20552062988281,\n", + " 87.95372772216797,\n", + " 88.69703674316406,\n", + " 89.43233489990234,\n", + " 89.43923950195312,\n", + " 94.46824645996094,\n", + " 95.19052124023438,\n", + " 95.90748596191406,\n", + " 96.623779296875],\n", + " 'scifi_hit_pos_z_length': 14,\n", + " 'scifi_hit_pos_z': [7826.2109375,\n", + " 7826.86083984375,\n", + " 7896.1904296875,\n", + " 7966.3935546875,\n", + " 8036.1962890625,\n", + " 8508.4130859375,\n", + " 8578.216796875,\n", + " 8648.419921875,\n", + " 8718.171875,\n", + " 8718.822265625,\n", + " 9193.439453125,\n", + " 9263.2421875,\n", + " 9333.4453125,\n", + " 9403.2490234375],\n", " 'track_p': nan,\n", " 'track_pt': nan,\n", - " 'tx': -0.005722014480070013,\n", - " 'ty': -0.09997931418569497,\n", - " 'ut_hit_pos_x_length': 4,\n", - " 'ut_hit_pos_x': [-4.739322185516357,\n", - " -4.502962589263916,\n", - " -3.4144935607910156,\n", - " -3.0408475399017334],\n", - " 'ut_hit_pos_y_length': 4,\n", - " 'ut_hit_pos_y': [-228.3432159423828,\n", - " -235.0196075439453,\n", - " -257.5648498535156,\n", - " -263.3006591796875],\n", - " 'ut_hit_pos_z_length': 4,\n", - " 'ut_hit_pos_z': [2313.153564453125,\n", - " 2376.846435546875,\n", - " 2593.153564453125,\n", - " 2648.153564453125],\n", - " 'velo_hit_pos_x_length': 6,\n", - " 'velo_hit_pos_x': [-0.7800574898719788,\n", - " -0.9077054858207703,\n", - " -1.0252660512924194,\n", - " -1.2704850435256958,\n", - " -1.606397032737732,\n", - " -2.0029914379119873],\n", - " 'velo_hit_pos_y_length': 6,\n", - " 'velo_hit_pos_y': [-13.436500549316406,\n", - " -15.927563667297363,\n", - " -18.418764114379883,\n", - " -23.419601440429688,\n", - " -31.038658142089844,\n", - " -40.98640441894531],\n", - " 'velo_hit_pos_z_length': 6,\n", - " 'velo_hit_pos_z': [211.85899353027344,\n", - " 236.85899353027344,\n", - " 261.8590087890625,\n", - " 311.8590087890625,\n", - " 388.1409912109375,\n", - " 488.1409912109375],\n", - " 'velo_track_idx': 48,\n", - " 'velo_track_tx': -0.004504487384110689,\n", - " 'velo_track_ty': -0.09966171532869339,\n", - " 'velo_track_x': -3.2919559478759766,\n", - " 'velo_track_y': -69.08153533935547,\n", + " 'tx': 0.006406996077945882,\n", + " 'ty': 0.010511311369142497,\n", + " 'ut_hit_pos_x_length': 1,\n", + " 'ut_hit_pos_x': [18.778499603271484],\n", + " 'ut_hit_pos_y_length': 1,\n", + " 'ut_hit_pos_y': [28.70115089416504],\n", + " 'ut_hit_pos_z_length': 1,\n", + " 'ut_hit_pos_z': [2656.846435546875],\n", + " 'velo_hit_pos_x_length': 7,\n", + " 'velo_hit_pos_x': [2.854548931121826,\n", + " 3.509722948074341,\n", + " 3.51033353805542,\n", + " 4.1682586669921875,\n", + " 4.498462200164795,\n", + " 4.829562187194824,\n", + " 5.159660339355469],\n", + " 'velo_hit_pos_y_length': 7,\n", + " 'velo_hit_pos_y': [4.599350929260254,\n", + " 5.652358055114746,\n", + " 5.653395175933838,\n", + " 6.704652309417725,\n", + " 7.232755661010742,\n", + " 7.76396369934082,\n", + " 8.293058395385742],\n", + " 'velo_hit_pos_z_length': 7,\n", + " 'velo_hit_pos_z': [399.3590087890625,\n", + " 499.2929992675781,\n", + " 499.39300537109375,\n", + " 599.3590087890625,\n", + " 649.3590087890625,\n", + " 699.3590087890625,\n", + " 749.3590087890625],\n", + " 'velo_track_idx': 15,\n", + " 'velo_track_tx': 0.00676701357588172,\n", + " 'velo_track_ty': 0.010344970971345901,\n", + " 'velo_track_x': 5.312163352966309,\n", + " 'velo_track_y': 8.497286796569824,\n", " 'velo_track_z': 770.0}" ] }, - "execution_count": 12, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -873,7 +907,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -978,9 +1012,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nvar=\"energy\"\\n#plt.hist(tracked[var], bins=1000, label=\"tracked\",edgecolor=\"blue\", fill=False, density=True)\\n#plt.hist(lost[var], bins=1000, label=\"lost\",edgecolor=\"darkorange\", fill=False, density=True)\\nplt.hist([tracked[var], lost[var]],bins=1000,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlim([0,40000])\\nplt.xlabel(var+\" [MeV]\")\\nplt.ylabel(\"scaled\")\\nplt.legend()\\nplt.show()\\n\\nvar=\"eta\"\\nplt.hist(tracked[var], bins=100, label=\"tracked\", edgecolor=\"blue\", fill=False, density=True)\\nplt.hist(lost[var], bins=100, label=\"lost\", edgecolor=\"orange\", fill=False, density=True)\\n#plt.hist([tracked[var], lost[var]],bins=150,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlabel(var)\\nplt.ylabel(\"scaled\")\\nplt.legend()\\nplt.show()\\n\\nvar=\"p\"\\n#plt.hist(tracked[var], bins=100, label=\"tracked\")\\n#plt.hist(lost[var], bins=100, label=\"lost\")\\nplt.hist([tracked[var], lost[var]],bins=200,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlabel(var+f\" [MeV/$c^2$]\")\\nplt.ylabel(\"scaled\")\\nplt.xlim([0,150000])\\nplt.legend()\\nplt.show()\\n\\nvar=\"pt\"\\n#plt.hist(tracked[var], bins=200, label=\"tracked\",density=True)\\n#plt.hist(lost[var], bins=200, label=\"lost\", density=True)\\nplt.hist([tracked[var], lost[var]],bins=200,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlabel(f\"p transversal [MeV/$c^2$]\")\\nplt.ylabel(\"counts\")\\nplt.xlim([0,6000])\\nplt.legend()\\nplt.show()\\n\\nvar=\"tx\"\\n#plt.hist(tracked[var], bins=100, label=\"tracked\")\\n#plt.hist(lost[var], bins=100, label=\"lost\")\\nplt.hist([tracked[var], lost[var]],bins=100,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlabel(f\"tx [MeV/$c^2$]\")\\nplt.ylabel(\"counts\")\\n#plt.xlim([0,6000])\\nplt.legend()\\nplt.show()\\n\\nvar=\"ty\"\\n#plt.hist(tracked[var], bins=100, label=\"tracked\")\\n#plt.hist(lost[var], bins=100, label=\"lost\")\\nplt.hist([tracked[var], lost[var]],bins=100,label=[\"tracked\", \"lost\"], density=True)\\nplt.title(var)\\nplt.xlabel(f\"ty [MeV/$c^2$]\")\\nplt.ylabel(\"counts\")\\n#plt.xlim([0,6000])\\nplt.legend()\\nplt.show()\\n'" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "var=\"energy\"\n",