From f8540caebc680e26af438a24bd16470ecc838c17 Mon Sep 17 00:00:00 2001 From: cetin Date: Thu, 28 Sep 2023 12:12:21 +0200 Subject: [PATCH] andre talk --- B_tasks.ipynb | 18 ++++++++++++++---- D_tasks.ipynb | 11 +++++++++-- electron_lost_found.ipynb | 38 +++++++++++++++++++------------------- 3 files changed, 42 insertions(+), 25 deletions(-) diff --git a/B_tasks.ipynb b/B_tasks.ipynb index 0b39c1c..b0a4b16 100644 --- a/B_tasks.ipynb +++ b/B_tasks.ipynb @@ -88,6 +88,10 @@ ], "source": [ "#finden wir die elektronen die keine bremsstrahlung gemacht haben mit hoher effizienz?\n", + "#von energie der photonen ab,machen\n", + "#scan ab welcher energie der photonen die effizienz abfällt\n", + "#abhängigkeit vom ort der emission untersuchen\n", + "\n", "nobrem_found = found[found[\"brem_photons_pe_length\"]==0]\n", "nobrem_lost = lost[lost[\"brem_photons_pe_length\"]==0]\n", "\n", @@ -169,6 +173,8 @@ } ], "source": [ + "#in abhängigkeit von der energie der elektronen\n", + "\n", "plt.hist(energyloss_lost, bins=200, density=True, alpha=0.5, histtype='bar', color=\"darkorange\", label=\"lost\")\n", "plt.hist(energyloss_found, bins=100, density=True, alpha=0.5, histtype='bar', color=\"blue\", label=\"found\")\n", "plt.xticks(np.arange(0,1.1,0.1), minor=True,)\n", @@ -228,6 +234,7 @@ "source": [ "scifi_found = found[found[\"scifi_hit_pos_x_length\"]>3]\n", "scifi_lost = lost[lost[\"scifi_hit_pos_x_length\"]>3]\n", + "#should be fulfilled by all candidates\n", "\n", "scifi_x_found = scifi_found[\"scifi_hit_pos_x\"]\n", "scifi_z_found = scifi_found[\"scifi_hit_pos_z\"]\n", @@ -262,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -307,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -337,6 +344,9 @@ "ax1.set_ylabel(\"normed\")\n", "ax1.set_title(\"fitparameter b der scifi track\")\n", "ax1.legend()\n", + "#evtl multiple scattering candidates (lost); findet man einen gewissen endvtx_type (mult scattering)\n", + "#steiler velo winkel (eta)? vertex type? evtl bremsstrahlung?\n", + "\n", "\n", "ax2.hist(scifi_fitpars_found[:,2], bins=500, density=True, alpha=0.5, histtype='bar', color=\"blue\", label=r\"$c_x$ found\")\n", "ax2.hist(scifi_fitpars_lost[:,2], bins=500, density=True, alpha=0.5, histtype='bar', color=\"darkorange\", label=r\"$c_x$ lost\")\n", @@ -365,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -469,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { diff --git a/D_tasks.ipynb b/D_tasks.ipynb index fde883c..53b4285 100644 --- a/D_tasks.ipynb +++ b/D_tasks.ipynb @@ -92,6 +92,9 @@ ], "source": [ "#finden wir die elektronen die keine bremsstrahlung gemacht haben mit hoher effizienz?\n", + "\n", + "#statistics\n", + "\n", "nobrem_found = found[found[\"brem_photons_pe_length\"]==0]\n", "nobrem_lost = lost[lost[\"brem_photons_pe_length\"]==0]\n", "\n", @@ -192,6 +195,8 @@ "-> lost electrons lose slightly more energy than found electrons. This is however nowhere near as extreme as for the B decay\n", "\"\"\"\n", "\n", + "#check if pt near 1 have small eta; perhaps exclude pt with eta outside range; or 2d plot\n", + "\n", "plt.show()" ] }, @@ -608,7 +613,7 @@ "\n", "\n", "\n", - "print(\"percentage of e with shared tracks: \", np.round((ak.num(shared,axis=0)*2)/(ak.num(alltracks,axis=0))*100,4))" + "print(\"percentage of e with shared tracks: \", np.round((ak.num(shared,axis=0)*2)/(ak.num(alltracks,axis=0))*100,4)) #error for percentage" ] }, { @@ -734,7 +739,9 @@ "print(\"\\nvelo tx: \" ,cshared[idx,:,\"velo_track_tx\"])\n", "print(\"velo ty: \" ,cshared[idx,:,\"velo_track_ty\"])\n", "\n", - "print(\"percentage of e with shared tracks: \", np.round((ak.num(cshared,axis=0)*2)/(ak.num(conv,axis=0))*100,4))\n" + "print(\"percentage of e with shared tracks: \", np.round((ak.num(cshared,axis=0)*2)/(ak.num(conv,axis=0))*100,4))\n", + "\n", + "#constrain z pos of brem vtx; only interested in conversions in velo z<770\n" ] }, { diff --git a/electron_lost_found.ipynb b/electron_lost_found.ipynb index e7e754b..a5be022 100644 --- a/electron_lost_found.ipynb +++ b/electron_lost_found.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -22,12 +22,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [], "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", + "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", "#look at particles only from Signal\n", "allcolumns = file.arrays()\n", @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -69,12 +69,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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bbbMdvyartpO9zdnt1eeoDvWqfFdNhkg1J3Ie8laLiMjfv/OL3Nj8uhBdhEX+JByJE0mhVsxHGYd/7JTUIABSJz0rhURy363GtjwjfRJeLbSn9X1ZVz0xNecKlAvmTMXgrx62IizyjWxwrVS2xD2GWkntrzIP5OW38sy7Vn/rx62V1Maxsyus69U+axX6MY42Vn79KP3541bnVKOOYV4Pf8zWSvc4ESIFdIua8+hLsD7z90b30/o8oCIvzEgJn5p3qUiPPi+rPkaoPuoyfwdqNqhrrms8BKJTokQH+H2o/h5Q+ye65qoq0iMQsdHQ9dg6cmaMeniU2tbXdL3a9u+lwPmpaxC471zvPXUfWRE1gfu1QW13tz5OlHoRVkSTKwKqWO+JsGNb0VnUvEiv9MybynHOlM5S4AAAAAAAAAAAoKyQEgoAAAAltVv6Sp+Ew5H3pDS8GQAAAADiKqc5EymhYiC8GciXI5VPnFRSumjvIrVfF7g2+qh8e46IiLStVKFtZpFvNc5EizAXkE5BpUKQr777KhERufmdy7P7Aimv3PW3c9cxSpFsZ+FoNabQYuopF1r4XqT4Kbd64vGQLukJbRbJfbca1bKmIOHNG6uPSs25AuUivzmTK1VGlJQ3YUWYrbZJ9pFvse44j++tfZznhfXRmxSqOLjxHTmQEsfiSm8VZ5w69U2UtDlafeZvIy3QcarpsWrbT+20Prerz50h6ZdERJpUTqi6TGojKy1TIH+UPkf/ddEFs1WapGfU7nvV9uOOcej0Svpcza+6/liNYti3qPGPUU2eyG36BcK3HDA29/BbuYt07FFNapyua2OkFjPTOWmueyJuAevO4xEJpirT9+5iYxwucVLPacVOgxb3M9VnpavK99hR3uvdTcMVRW//N8MlPfOmcpwzEWEBAACAkmqXvuIl/LU0rauFAAAAACCucpozEWERAxEWQG/hiKQQ6RRNkWmzVD2uIzp0pMcstfpeR45k6nJXLmrN7goUz3YV6Nb7UxOhkLtegSLlgULgjsLpOuplf2M1Wt6F2hPmjy+RSIpCFiknOgLdlZ6VQiK571YjW56TPoMHJdr3ntb3ZHP1kak5V6Bc7H3OFGfVaCFXc+a7qjQsEkSLsnI4LErDukauVdB6nEmv6tX7/ZXqevV3nNXVur8kVkwXqxC1fxyrGLMrMqBTe39lfLNVlFv3oaIK/OiA5rBIBJHwCBDdVkcuGMXG/aLNgYLU13R9XCQYaaCCB9zRCpox5pquu8a/lVvh//ybh2e399ysIj3uUk/wx12njhEYm7qmriLXgbYWaz7jH7NB7YtyL8Z5f4Td/9bn0zHG/oaQ57kK2IsE7/M496vr/RT3veu6BikpRI8eLj3zpnKcM/WIottjxoyRioqKLn8uvvhiERGpr6/v8tjEiRMDfezatUsuueQSqampkYEDB8oZZ5whmzZtch0OAAAARdQufQvyBygnzJkAAAB6r3KaM/WIlFBr1qyR9vb27H+//PLL8nd/93fypS99KbtvypQpsmTJkux/V1ZWBvq49NJL5Ze//KXcc889MnToUJk3b56cdtppsnbtWunbN50vDlA6rtXyeuV5497bmu1VWx25oGovhNeMiHO8HL+WhYhI29D1EY6X6WOWsUp9lvG07ar9sszxlukG4SvkK6d0RGS06Z26psSyvZ9r8nLHmDRkQnZ7dWBM6jpuz/xt1sFwRLJILnqj7ePqV/2Q1zUxiUZ6FPI1Cevbur+s/Y73ZtEiM/xjGp8n5n4x2hSDa3xRxlaK6wug3PSMOdMGY7vY8j2263lJnIfVh7U/bkRDPuOwju2KBrEiRMLOK+7q6TBJR5Zo/ortuNdejanZterdWumuZFeqqwiAQB96lbr+gVG39xn1IOrU9ijVJFvPQn2vH5Pb7HOMqmcxTkU56PoS/jnOVuc60zE0kez8SUREruj4q3b6uuyutbeqPuYZfbjqLDRZq/2V5nq1nekjUC/COoamr29Dx191qt/16uExRhfrXTvVOM5Vuxc2uPuoyRyz2Xg80FafY5z3pr7vVPvsdYryXnFFFVn1hqyoibDPrSgRbGGfHcWI5CpFHaKwYyZRjwPIT4/4weKAAw4I/PdNN90kH/vYx+T444/P7quqqpIRI0Y4n9/S0iKLFy+Wu+66S046qeND9Wc/+5mMGjVKHnnkETnllFOcz9u1a5fs2rUr+9+tra3OdgAAAMhfRz7WZBeQpDUfK1AozJkAAAB6r3KaM/W4GhZtbW0ycuRImTt3rlx55ZUi0hHefN9990llZaV85CMfkeOPP15uuOEGGTZsmIiI/OY3v5ETTzxR3nnnHdl///2zfX32s5+VM888U6691r2ydv78+cZjSdawCFlhGlhB7sgHH2XVe96rOeOsdFWP61z1gVXL+a5MDRub9bw4fed5rrFXA0cdjyFwbZPIta9FuO96sGCExcLQ/emrI4F48ovEidSf5uw7z/dgQd/fcVg1XpKOdil2PQ7qf3RITy5WkVw+1v23/7Eg+Vi37/+p1JwrUEy9b86Enk+v5PVXZusIgCjfuf0V2Op5gelYg/qPkAgRfwW6yF5WzoetKNYrzK2aJT0xf76OEnBdA33eehW99bywaxBSw6I5/N4438sVvFg89+LcAwsdz71FHU8HXpyltv3ahToyY7m67y5QbfX9U6e2/efq2hjNjugPEXHXEGlQ+9RK9zoVEaGjYRodUR/LVdvAmPV1Ua+bH2lj1fmI9bomEdmQhEKOIyw6K4naPFH0xM+ZniA986ZynDP1iBoW2n333Sfvvvuu1NfXZ/dNnTpVli5dKr/5zW/klltukTVr1sjnP//57EqfrVu3SmVlZeCLt4jI8OHDZevWreaxrrjiCmlpacn+2bhxY0HOCQAAAACSwpwJAAAAPVWPSAmlLV68WKZOnSojR47M7jvrrNxP4ePGjZO6ujoZPXq0/OpXv5Lp06ebfXmeJxUVFebjVVVVUlVVlczAAQAA4NS+u6/s2Z1sOLKXcH9AT8KcCQAAoHcppzlTj/rBYsOGDfLII4/IihUr9tqutrZWRo8eLa+91hF+NWLECGlra5Pt27cHVgxt27ZNJk2aVNAxh3OlnVD7thtpKULT9CSRzsLqI6Rvc2wh5xpLlOfF6TvPc837eXkqaHqmCPddmql0OpPfWZndXl3xbNe2S3Nt24bm0tzo9FCThnT0sXq2ChlepPqYpdLj6ALiaUkh5Upppc470v4eLen72fosTvC9ksj7O9+i1cbzlhWjgHjMMTvTDkZJg1ioc4kyftd+inIDKIzeOWcqBis9i7Vfp8XxFTItkCtFiFX81Tq2K4VRnOLalijnp9s84tgXpXC343mx/9nMPLd5096bdeGPT1/DAx2Pq2OIiEh9btP1FSCQCkv3rYtx+6l+HjHaJn3fhRVLth7X+/X4/PtUjX+a+j7XqK5Bjdrvv0Zz1D59yeflUiAtrtDXRr+2/jjU9XxCPaxfi4U6pVKmvS5GPqNBjbPefbwmx7Vp1qmy9Gs12tj/iONxpUmNo8l6D2XOe0aU+YUac5PdKtBvl23XPaHHptN+6dfH9b4x0izpVFhmEXXXPW9dI33N/dcoSmqoOAW/LUl/vgK9T49KCbVkyRIZNmyYnHrqqXtt9/bbb8vGjRultrZWRETGjx8v++yzj6xatSrbZsuWLfLyyy+XyZdvAACA9Grf3a8gf4ByxJwJAACg9ymnOVOPKbq9Z88eGTt2rMycOVNuuumm7P73339f5s+fLzNmzJDa2lpZv369XHnllfLGG2/IH//4Rxk0qKMYyTe+8Q154IEHpKGhQYYMGSKXXXaZvP3227J27Vrp2zda+Itf5CQdBeQcyzPMgq35ruKMsyLX9fjejhdW/NQaW5znhZ1rEgWzoxzbaoOSmZl7r1Quas1ut63MFRh66JwTRERkasW/5dq+PSbXVhfoBoAeIz3F40Ry360GbnldKhIuIOe1vic7av8mNecKFEN5zJnCVuSK43HreUnTK471Sl2rMGtYlEPSwlb1Fvt6WVwFurUohX/VqvZpapV8o78yW/dhRKrU1ee2/eLGjY5V+CISLNZtRTxkjlNzjPvhZkfRZBGRaZn2jxvdXqG2x6jt9WrbjyqwSszots2O1es6okAfT9PHnqEfyJyXOu/at9Zlt7c8Oza3f0Ju/xfkQRER+bdd38zuu7nqO9nt/5R/cg5jpGzObq+tcL3H1P83eUbtvlltH+voeJnaXq+2A0XbVUSDX9x7nnq4Rm2bxcQdUSFmMXj1XgkUkg+LyonSt+t5mhGN4EfJjFH7AhERYRE8OiLF+kwK68P6zNX7wz5HilX42j+Oq2j33iRRsDzOOVpFyl19lPLftLiRe3uTnnlTOc6Z0vkzisMjjzwib7zxhvzjP/5jYH/fvn3lpZdekp/+9Kfy7rvvSm1trZxwwgly7733Zr94i4gsXLhQ+vXrJ1/+8pdl586dcuKJJ0pDQ0PkL94AAAAojPbdfaQi8XysPSqQGEgEcyYAAIDeqZzmTD0mwiIN0hVhAQAp4ozwMiKKdFvNVcNBt52i9i/ribU24kRv5RuNpY6xv6qtYkbd5dl3KKLJ0is9K4VEct+t+m9cLxUJj8drbZUPRo1JzbkC5YI5U28RViMh7graONEdYc439rvqXVis8VirnF0r9aOs4tbCVoVbK9lfczyu+7IiUnQb/zu1tdI9bBW98f39FrWta0PoCIV5DZmNerWzIbfpjAwQyZ6XriOxXj18nNpuNPrz2zSq89b9BWo2uOYXVlSCZkXd+MdUxwtEWDSo/fW57TH+2NTjgfsuSgSC6/HXjP1aWK0Waw7meC/oSKLmKBFI/pj0vWZEHZnv77BohThRGpawz44o1znOMeLWKkJy0jNvKsc5U4+JsAAAAEDv1L67bwFWC7EiHAAAAEDvUE5zJn6wAAAAQEnt3t1XKj4sjy/fAAAAABBXOc2Z+MEC3RC36LbVplCSKBpeoHH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" ] @@ -119,17 +119,17 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[1.63e+03], [5.54e+03], [8.37e+03], ..., [3.25e+03], [1.15e+03], [682]]\n", - "[1.31e+04, 8.74e+03, 8.91e+03, 5.32e+03, ..., 5.4e+03, 1.66e+04, 2.5e+04]\n", - "5537.449\n", - "8742.293591347812\n" + "[[4.09e+04], [8.66e+03], [8.07e+04], ..., [5.63e+03], [6.29e+03], [2.26e+03]]\n", + "[4.62e+04, 9.36e+03, 1.34e+05, 5.63e+04, ..., 2.01e+04, 6.94e+03, 7.83e+03]\n", + "8657.132\n", + "9355.866625028413\n" ] } ], @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -179,12 +179,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -220,12 +220,12 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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jzW677dbozczDDz/c4OYqbuDAgUaSeeGFF5K2//KXvzSSzD//+c+k7ZdccomJxWJm9erVxphdDwcOOOCApD9A/utf/zKSzAMPPODYL2OMueiii0zLli3NRx99lLT91ltvNZISN8h+2tlnn33MwQcf3OAPnyeeeKLp2LFj4lqKn/dzzz03qdzGjRtNSUmJ+fGPf5y0fdmyZUZS0kOI//73v6ZJkybmd7/7XWLbli1bTJs2bTzdaFnV1dWZ7777zkyZMsW0adPGbN++3Riz4w/Uksy1116bVD5+42v9Y3B9tbW15rvvvjNDhgwxp5xyStJrTg8h4oO1uJtvvtlIMmvXrjXGGPN///d/RpJ5/fXXHdv9/PPPG9TfmPjn/5BDDkkctzHGfPjhh6Zp06bmpz/9aWLbqFGjjCTz0EMPJdUxfPhw06tXr8Tvs2bNsi130003GUlm0aJFiW0tWrSwPY9nnnmmKSkpMR9//HHS9mHDhpnmzZsnHj7F+299uGGMMQ899FBisNuY4447znTu3NlUVVUlbR87dqwpLS01Gzdu9NWOn++Q+HfkhAkTksr6ue7i/Xr00UcT2z799FNTXFzc4IEaAAAIV/2xxaZNmxITLqw+/vhjU1JSYkaMGGGMMeaLL74wksz06dMbrb93795J98ONid8///a3v03avmbNGlNWVmauueaaxLb64zmv+27evNlUVFSYI488Muk+sr4xY8Y4juEkmcrKysQ9V9zhhx9u2rVrZzZv3pzYVltba/bff3/TuXPnRHte76Od+B2/uLXz8ccfm+LiYvOzn/0sqdzmzZtNhw4dzBlnnJHYFr+3vvvuu5PKPvXUU0aSmTlzZtL2adOmOY4jVq5cmdgWH6fdd999jR57fU7jl/ikxWeeeSap/EUXXdTgIYRdnV9//bVp0aKF+f3vf5/Y7vQQwstYY+zYsWa33XZr9FgaG4fbid+XX3nllUnb4w8B5syZk9jWrVs3U1pamjSO3rJli2ndurW56KKLEtu8jmeWL19uex79/E0m3v+bb745qY5LL73UlJaWNvr5TGX84taOn+8fp7+L+LnuJk6caJo1a2bWr1+f2Pbggw82eDAEwBnLMSFrVq9erc8++0znnHOOmjTZdSm2bNlSp556ql555RV9++23KdU9ePBglZeXJ35v37692rVrlwjR/Oabb7R8+XL96Ec/UmlpaaJceXm5TjrpJNf6X375ZW3cuFGjRo1SbW1t4mf79u06/vjjtXz5cn3zzTdp7fvtt99q6dKlOuOMMxLL36SiVatWOvroo5O2vfjii9pvv/30/e9/P2n76NGjZYzRiy++mLT9hBNOUFFRUeL3Pn36SFKDkNf6nnzySQ0ePFidOnVKOtZhw4ZJkpYuXeqrnf/85z969913NXLkSElKqnP48OFau3Ztg2VrTj311KTfX3nlFdXU1OiMM85I2n744Yc3CDfv2bOnTjzxRN1xxx2JJZTmzZunL7/8UmPHjm302KUd5/mYY45RZWWlioqK1LRpU02YMEFffvmlNmzYkHQO6vfntNNOU3Fxw7Q9s2bN0iGHHKLS0lIVFxeradOmeuGFFxqE2zv5f//v/yX9Xv8cH3TQQWrWrJkuvPBC3XfffZ5C6b0aMWJE0vJp3bp104ABA7R48eKkcrFYrMHnsE+fPknX24svvqgWLVrotNNOSyoXX0bIy7JoL774ooYMGaIuXbo0qOPbb79tEG7rdu7sbN26VS+88IJOOeUUNW/evME1u3Xr1gZLjrm1k8r3T/3PgZ/rbtCgQTrwwAOTlo+aNWuWYrGYLrzwQsdjBwAA4Vu2bJm2bNnSYGnMLl266Oijj07cE7Vu3Vp77LGHbrnlFt12221auXJl0jKsqXjyyScVi8V09tlnJ92TdOjQQQceeGDSMjip7vvyyy+rurpal156aVp53Y4++mi1atUq8fs333yjf/7znzrttNPUsmXLxPaioiKdc845+uSTTxqMK1K5F0xl/OLWzrPPPqva2lqde+65SfWVlpZq4MCBtufd673gWWed1WDfs846S+3atUu6F/zjH/+otm3b6sc//rHjscd5Gb8sXbpU5eXlOv7441378/XXX+vaa6/VnnvuqeLiYhUXF6tly5b65ptvPI2JvIw1vv/97+urr77SWWedpb/+9a/64osvXOv1Kn4txJ1xxhkqLi5uMCY66KCD1LVr18TvpaWl2nvvvRuMifyMZ+pL5W8ydtfn1q1bE+NbO6mMX9za8fv9Y/d3ET/X3SWXXCJJ+vOf/5zYNmPGDB1wwAE66qijHI8dwC48hEDWfPnll5Kkjh07NnitU6dO2r59uzZt2pRS3W3atGmwraSkRFu2bJEkbdq0Sdu3b1eHDh0alLPbVt/69esl7fiDXdOmTZN+brrpJhljtHHjxrT23bRpk+rq6tS5c2fPx23H7vx++eWXjuc9/rpV/fNZUlIiSYnz6WT9+vV64oknGhxn7969JanBzZxbO/Fzd/XVVzeo89JLL7Wts/5xxo+tffv2Dfprt+3yyy/X+++/r+eee06SdPvtt6t///465JBDGj32f/3rXzr22GMl7bhR+cc//qHly5fruuuuSzomp/4UFxc3OB+33XabLrnkEvXr108LFizQK6+8ouXLl+v44493fS/i3M7xHnvsoeeff17t2rXTmDFjtMcee2iPPfbQ73//e0/1N8bp81b/emvevHnSw8F4P7du3Zr4/csvv1SHDh0aDEbbtWun4uLiBnXaycTn4Msvv1Rtba3++Mc/Nrhmhw8fLin1z4Gf7x+vnwO7606SLrvsMr3wwgtavXq1vvvuO/35z3/Waaed5un7EgAAhMdtTBV/PRaL6YUXXtBxxx2nm2++WYcccojatm2ryy67TJs3b06p7fXr18sYo/bt2ze4J3nllVca/cOt133ja+UHPSbatGmTjDGh3wumMn7xei942GGHNajzwQcfbFBf8+bNVVFRkbTtyy+/VHFxsVq3bp203W48VFJSoosuukjz5s3TV199pc8//1wPPfSQfvrTnyb65sTr+OXLL7/0PD4bMWKEZsyYoZ/+9Kd69tln9a9//UvLly9X27ZtPY2JvIw1zjnnHN1999366KOPdOqpp6pdu3bq169fYkyYjvr3z/H7b7frLd7P+ufNzzVcXyp/k0nnc+Bn/OLlc+Dn+8fp7yJer7v27dvrxz/+sf70pz+prq5Ob775pv72t795mpwIYIeG02yBDIn/T2Xt2rUNXvvss8/UpEmTxGyV0tLSBomipIY3bF61atVKsVhM69ata/Ca3bb6vve970naMQPk8MMPty1j9z8uP/vW1dWpqKhIn3zyiWt/GmM3Y6hNmzaO593ax3R973vfU58+fXTDDTfYvh6/OfJTnySNGzdOP/rRj2zL9OrVK+n3+scfv+7iN0JW69ataxANcfTRR2v//ffXjBkz1LJlS61YsUJz5sxx7ev8+fPVtGlTPfnkk0k3uY899phjf3bffffE9tra2gY3jXPmzNGgQYM0c+bMpO2pDhyd/OAHP9APfvAD1dXV6dVXX9Uf//hHXXHFFWrfvr3OPPPMlOt1+rzZ3WC7adOmjf75z3/KGJP0Hm/YsEG1tbWeruFMfA5atWqVmFE3ZswY2zI9evTwVWcq3z+NfQ7crjtpx2Dv2muv1e23367DDz9c69atczweAACQOW5jKuv9TLdu3XTXXXdJkt577z099NBDmjRpkrZt26ZZs2b5bvt73/ueYrGY/va3v9n+MbqxP1B73TceER70mKhVq1Zq0qRJ6PeCqYxfvNb5f//3f+rWrZtreafxYG1trTZu3Jj0IMJpLHzJJZfoxhtv1N13362tW7eqtrZWF198sWvbXscvbdq00b/+9a8G+9fvT1VVlZ588klNnDhRv/zlLxPba2pqHCcBpuq8887Teeedp2+++UYvvfSSJk6cqBNPPFHvvfeep/PuZN26dbb336mOidK5hv38TSYd6fz9pLE6/Xz/OH0OvFx3cZdffrnuv/9+/fWvf9XChQsTiawBeMNDCGRNr169tPvuu2vevHm6+uqrE/9T+Oabb7RgwQL1799fzZs3lyR1795dGzZs0Pr16xP/c9q2bZueffbZlNpu0aKFvv/97+uRRx7RLbfckvgj8ebNm/XEE0+47n/EEUdot91207///W/fT7797Dtw4EA9/PDDuuGGGxxvILxGJVgNGTJE06ZN04oVK5Jm9M+ePVuxWEyDBw/2XFdjTjzxRD399NPaY489Arl56dWrl/baay+98cYbmjp1akp19OvXTyUlJXrwwQeTBgKvvPKKPvroowYPIaQds8AvvvhiVVVVqX379jr99NNd24nFYiouLk5aXmrLli26//77k8rFQzcffPDBpPfi//7v/1RbW9ugzvo3U2+++aaWLVvWIAQ3CEVFRerXr5/22WcfzZ07VytWrNCZZ56Z0jUnSQ888ICuuuqqxGf9o48+0ssvv6xzzz3Xd9+GDBmihx56SI899phOOeWUxPbZs2cnXo+rP2PIWsejjz6qzz77LOmB2OzZs9W8eXPHG2Q/mjdvrsGDB2vlypXq06ePmjVrlnad6Xz/xPm57qQdD4IvvPBCzZgxQy+//LIOOuggHXHEEakdAAAACEz//v1VVlamOXPmJN2jfvLJJ3rxxRcbLF0Zt/fee+tXv/qVFixYoBUrViS2O9032TnxxBN144036tNPP22wrE9Q+w4YMECVlZWaNWuWzjzzTMclmaz3p2VlZa7tt2jRQv369dMjjzyiW2+9NbHP9u3bNWfOHHXu3Fl77723r2OyE8T4pb7jjjtOxcXF+u9//9tgmSWvBg4cqJtvvlkPPvhgYpkZacdEKjsdO3bU6aefrjvuuEPbtm3TSSedlLRUkBOv45eBAwfqoYce0jPPPJNYuteuP7FYTMaYBnX+5S9/UV1dnWt/UtGiRQsNGzZM27Zt0w9/+EOtWrVK3bp1S3lMNHfuXPX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xb4kgBP13h6jUAQBOwhwz5QIeQgAAACCyKioqkh5COBk2bFji3wcccID69++vPfbYQ/fdd5+uuuqqMLsIAAAAAGgEDyFyjJ/ZAqnOLPATEeBXkHkZfLdtMzvdb76AVNpzqsPbTPyG9SW9npTPwft+qb6XQVxTXqIq7N4jv1EM8WvMU59b+TgHHvJp2PU5qQ7Hc5Ba/+2iKZjFAyCT6kKY1VOX5qyeFi1a6IADDtD7778fUI8AAPkqE6sBRFHK49AApPp3h0J9rwDkviiOmTKJnBAAAADIOzU1NXrnnXfUsWPHbHcFAAAAAAoakRAAAABIS62aqDbgWT212u6r/NVXX62TTjpJXbt21YYNG3T99derurpao0aNCrRfAAAAAOBXFMZM2eTrIcTjjz/uu4GhQ4eqrKzM936wl81wwyBCIYNYhinVcxDEufMTihrEElh2Zfwu8eO2FJSTIMJc/Syl5LUur9vd2vOzrJVzAvD0k3e79c/xfFmWkMrG8mYAYFWnYtUFPLfFb2jxJ598orPOOktffPGF2rZtq8MPP1yvvPKKunXrFmi/ADeMmYDcU6jL+oS5PHGQ/CwbZS3D0k0AoiQKY6Zs8nXkP/zhD31VHovF9P7776tnz56+9gMAAAD8mD9/fra7AEhizAQAAADU5/vxy7p169SuXTtPZcvLy313KB9k82l7IMmjfSQOjuJsAqfEwUH0Ncgkzn5nc4Tdn8bqTjUCJIjIEbfE2klaNYxu8JuI3PY8zXDdLaltt0TR1jacohvc2gCAKAknyVruhBYD9TFmAoDgeIluj+LfJgDAqtDHTL4SU48aNcpXmPDZZ5+tiooK350CAAAAgFzEmAkAAABIFjPG+Fo86vXXX9dBBx0UUnfCVV1drcrKSlVVVXGjHzI/+QmyyW90gNvMfrfcB2Eef9BRMG6RB6muxelUh59rJlPRRomIBoeIGudcETZ1+c0ZsTPqgXwPAKyidi8T78+dVf9PzSuaBlr3t9Xf6cLKxyNzrIAfjJkA5JpczJ8Qm7Lr32ZC9voBIHqidD/DmGkHX5EQknTIIYeob9++mjlzpqqqqsLoEwAAAADkLMZMAAAAwC6+H0L84x//0CGHHKJf/vKX6tixo84++2wtXrw4jL4BAAAgB9SpSLUB/wS9XiqQSYyZAAAAYFXoYybfyzHFbdmyRQ899JDuuece/e1vf1P37t11/vnna9SoUercuXPQ/QxElEJxkLoglzbKdMip0/I9qS5XFPSyS0HwU3dYZeuX9yPVZbSCWJopqe15O7eNsN8vV0KkAQQravcy8f7MrDpFZQGHFm+p/k6XVD4amWMFUsGYqbBx74ZM4VoDgGRRup9hzLSD70iIuLKyMo0aNUpLlizRe++9p7POOkt/+tOf1KNHDw0fPjzIPgIAACDC6lQcyg+Q6xgzAQAAQGLMlHIkRH1ff/215s6dq/Hjx+urr75SXV1dENUGyu9TsFRnE4SZIDjTdQQtrATNXhIqZzPBsZ1A3mMfs+991+2SYNpLYuqEVrvKOvUzaT+X8p76sTOSQCNTuzac+DkHft/XIKNdAOSnKM3osfbn91U/VllFs0Dr3lK9TZdXPhiZYwWCkI9jJqCQRXHMnQmpjon8rgBQSOcUQLCidD/DmGmHtB+XLF26VHfffbcWLFigoqIinXHGGfrJT34SRN8AAAAAIOcxZgIAAEAhS+khxJo1a3Tvvffq3nvv1QcffKABAwboj3/8o8444wy1aNEi6D6GLugn7V5miNvNLE+a/e1jzXunsinPrp+3699+1qP3ch7Dmsngp71UoybSYfde+c1rYFfeb16JdPmty+46j8Xc604+Fpvj9vMZG+nenmsd1ogTaz8t25O0avy601zLdTCiQdFG+wcAUVQXQlK0XEqyBtjJtzETgIYK9Z7dy3Gnem7CyosIANlW6GMm3w8hhg4dqsWLF6tt27Y699xzdf7556tXr15h9A0AAAAAcg5jJgAAAGAX3w8hysrKtGDBAp144okqKsqdpy0AAAAIR6HP6gHqY8wEAAAAq0IfMwWWmDoXRCkpSa7IlaRQqS5F5GVppiTxZXY2ZWZJJz/hp0En4XZdlijERNiBJKa2S4Tms/+BJNl246E+AIiL2r1MvD+3VJ0TSpK1X1TeH5ljBQpF1L5nCl2ujMeiKKxzx3sS7ri3UM8pgGBF6X6GMdMOTdLZ+W9/+5vOPvts9e/fX59++qkk6f7779ff//73QDoHAACA6KtTkWoD/smlWT1AYxgzAQAAoNDHTCklppakBQsW6JxzztHIkSO1cuVK1dTUSJI2b96sqVOn6umnnw6sk2FxS+yci20HMYMgm7P5U6036KRXfmbXO9Xntl/QUQVBR2TY7rfJ+l6Gc200KLMzUXpSAudW9sfqltzdd+TCzvq87GeXdNypb0mRNEQ/AACQt/JhzITsYlZ46uzGR0Gcz0J7T+zOnZexp69zPjm18TcAIHekHAlx/fXXa9asWfrzn/+spk2bJrYPGDBAK1asCKRzAAAAiL46FYfyA+Q6xkwAAACQGDOl3NPVq1frqKOOarC9oqJCX331VTp9yhi72cp+19tP9cm8n/J+8h0EMRs+6FkGfvITOEUH2JUPK0qjMX6uGbv9krZZj89y3E75JhJlPbTtdm34rc82ksPP58Yh70Gqn4Pk/ez7FGvtFslhz08eEdcyjvkemMkDIL8UepI1wEk+jJkQHaybnzrOV7D8jEnTuW553wDkk0IfM6UcCdGxY0f95z//abD973//u3r27JlWpwAAAAAg1zFmAgAAANKIhLjooot0+eWX6+6771YsFtNnn32mZcuW6eqrr9aECROC7GPoUp3J7rTdz6x2L4Lez0/0hp8oDKf9/MzK97M+vt8ZFW5rWTrV7Tyb3Xuf4teE0/5eZsnHcyP4bdutrBdBR1YkylqOKSnng8c+SPWiZ1yvAw/Xid3nt5X75z9pv3j5gHNoAEBU1alJCLN6Up4rA0RGPo2ZkH3MCodfqa7c4Gc8H5tieWGi9xUMHMekE7jOAeSnQh8zpfwQ4pprrlFVVZUGDx6srVu36qijjlJJSYmuvvpqjR07Nsg+AgAAAEDOYcwEAAAApPEQQpJuuOEGXXfddfr3v/+t7du3a7/99lPLli2D6hsAAAByQK2KVBvwrJ6g6wOyhTETAAAACn3MlHYK7ebNm+vQQw8Noi+Rk3Ji56SEyplt24sglneyC510WubI7Vj8Jlp2Cyl1bc/HEkCS/RJKjufQadkemzpSTog+wvvSYE5CDeW2OQdJSxU5cXgv3N5vxwTfcdYlkeZarlGH9vx8fp2WXhtk+kmSFrMEEwAAUH6PmQpZqkvdIHX5eM6jPvZ3LWtdWc7HUkr59B4CANz5fgixZcsWvfDCCzrxxBMlSePGjVNNTU3i9aKiIv3mN79RaWlpcL0EAABAZNWpWHXpz22pV2ddoPUBmcSYCQAAAFZRGDPNnDlTM2fO1IcffihJ6t27tyZMmKBhw4Y57rN06VJdddVVWrVqlTp16qRrrrlGF198se+++j7y2bNn68knn0zcUM+YMUO9e/dWWVmZJOndd99Vp06ddOWVV/ruTNSkmuzYbx1hte2YJDnN/bz0z0/bmZrtkYlIAadZ+W7RFG5lJZ8JxV3qS/U9dkrY7ZqAfZN90jEvbbv2w8Gu/VJPoG3ftuWXABLPAwCA/FNIY6ZCxv1f5uXjOc/mMQUx9ndtw5K4OilqAgCQcZ07d9aNN96oPffcU5J033336eSTT9bKlSvVu3fvBuU/+OADDR8+XBdccIHmzJmjf/zjH7r00kvVtm1bnXrqqb7a9v0QYu7cuQ1ulufNm6eePXtKkubMmaPbb7+dG2oAAIACsV1Fqgt4PdLtObS+KVAfYyYAAABYhTlmqq6uTtpeUlKikpKSBuVPOumkpN9vuOEGzZw5U6+88ortQ4hZs2apa9eumj59uiRp33331auvvqpbb701/IcQ7733nvbee+/E76WlpWrSpEni9+9///saM2aM32ojKdWZ0qm24aVeuz55qcPPTIYwIwnC6nMQ/OaKsK3Dw0wSO2FdX9a2/dZldyzOdTT+vvk5F479seZf8BOF4VCH42fMLa+ERT7OxAKAVNSFcEMddH1AJhXSmAmAf5ke6zoJehzqljsSAApZmGOmLl26JG2fOHGiJk2a1Pi+dXV6+OGH9c0336h///62ZZYtW6Zjjz02adtxxx2nu+66S999952aNm3qua++H0JUVVWpuHjXbp9//nnS69u3b09a7xQAAAAACgljJgAAAGTKmjVrVFFRkfjdLgoi7q233lL//v21detWtWzZUo8++qj2228/27Lr1q1T+/btk7a1b99etbW1+uKLL9SxY0fPffT9EKJz5856++231atXL9vX33zzTXXu3NlvtQAAAMhRdWoSwqyeJu6FgIhizAQAAACrMMdMFRUVSQ8hGtOrVy+9/vrr+uqrr7RgwQKNGjVKS5cudXwQEUtKjioZY2y3u/H9EGL48OGaMGGCTjjhBJWWlia9tmXLFk2ePFknnHCC32ojKdNhg34TRbvt56dMquGgnpZVskmSnM7yPL4SFc+1JDh2W2JprOXfKS7HFOaySr76YU2Q7fKd4GtprFYOx2dpz+398XuO3EJ6Y62DTZ6e1M7Ghm04Lc0EAAAQV0hjJquoLDEDf3jfMi+K59ntOvAybg9iGV4AQLiaNWuWSEx96KGHavny5fr973+vP/3pTw3KdujQQevWrUvatmHDBhUXF6tNmza+2vX9EGL8+PF66KGH1KtXL40dO1Z77723YrGY3n33Xc2YMUO1tbUaP36832oBAACQo2pVpKKAZ/XUkhMCOYwxEwAAAKyiOmYyxjguE9q/f3898cQTSdsWLVqkQw891Fc+CCmFhxDt27fXyy+/rEsuuUS//OUvk0Iwhg4dqjvuuKPBWlH5zC3pb6pRDJmejZJqG56iMKyz8ls33BZm9ICvBNNJM9ztIzniZVJ931JNXN1Ym+nu59SPIK/BdK5zP7NwbCNwnCIXPER1kFgNAACkolDHTNwn5Sbet+hz+7tDEJzGhfHtftvmugKA6Bk/fryGDRumLl26aPPmzZo/f76WLFmihQsXSpLGjRunTz/9VLNnz5YkXXzxxZoxY4auuuoqXXDBBVq2bJnuuusuPfDAA77b9v0QQpJ69OihhQsXauPGjfrPf/4jSdpzzz3VunVrlz0BAACQb+pUrLrUbisbrRPIZYyZAAAAEBeFMdP69et1zjnnaO3ataqsrFSfPn20cOFCDR06VJK0du1affzxx4nyPXr00NNPP60rr7xSt99+uzp16qQ//OEPOvXUU3331VdP33zzTe2///5q0mRH0ovWrVvr+9//vmP5VatWqVevXiouzt9BZPzpvtOMbp7+px4d4IeXqAK3We1ueQF2SC26wW72SFKujBCvE9eIAAu3iAXH82yJKkg+XzZlPbTXWB/87pfEoZ8xp78F7Cxvd0wAAAB2GDOhEJFXIhhuf1fI5nnmPQaA3HfXXXc1+vq9997bYNvAgQO1YsWKtNtu4qfwwQcfrC+//NJz+f79+yc9PQEAAED+2a4i1QX8s52cEMhRjJkAAABQX6GPmXxNtzHG6Ne//rWaN2/uqfy2bdtS6hQAAAByR/wmOOg6gVzEmAkAAAD1FfqYyddDiKOOOkqrV6/2XL5///4qKyvz3alM87OcjpOgwxGDqM9PEmS/7bkuz+Oj7kydO7d2Ug0vTbU9pyV+7BJhO9WbtKSTQ33x7bFYo91p2A8/58MlqbffJNxuZRyXT3Lsk922xpeQAgAASEW+jplQeLI5Hs60IP4mEPQyw35eD7qffsdvAAC48fUQYsmSJSF1AwAAALmqVkVqEvAsnNocmtUDWDFmAgAAQH2FPmYi+5lSn8nul9sMAi+zGuzK+02KHdYslSBmS3iZlZFqFIbbfn5mlcTmWdoYYSnrEsXg1Lek7daEyZboBbf32y1RtJf33c/75un93nkO7I7Da91unKNBbJKIe4mgAAAAAJDz0Q12whw7Z/N8+Yl+SLXu2JSUqwAAgIcQAAAASM+O9U2Dva3MpfVNAQAAAKAxhT5m4iFECJxmw9vNTvAyI8HPupCpzmT30ie7mSJ+Z5Kk2qcg6rDb7iUqwra+kZZzNMLyeorvt2MUg0ufvWz3I9UZNG7n0brN71qpdhEsSSznPNa6YQSI8znf9e98nOUFAAAAIFnU7/uDyCthJ51VC1zHYwAAeMBDCAAAAKRlx6yeYGfh5NKsHgAAAABoTKGPmZpkuwMAAAAAAAAAACA/BRYJsXHjRv3lL39R06ZNdeWVVwZVbU5yS46bVNZHMmSnMk5LBzkn7G1cOn0Kcr+kOqzH4mOJIj/9SXVpoCCOz6k+65JBbvs5STeRt9/23Op14nYeHa9ny/JVSUszxby3DQBIT6HP6gG8YswEFIZUx4gpj5ctSaPNhNT6E/RSywCAZIU+ZgosEuK0005TixYt9Je//EWS9Pbbb+u6664LqnoAAABE1PadN9RB/mzPoRtqwCvGTAAAAIWp0MdMMWOMCaKiww47TMuXL9fBBx+slStXSlLSv6OgurpalZWVqqqqUkVFhWt5Pwmmk/YLKZlUptrzNEti57nxE2HhpY1UE3X7ifpINTGytbyX9uzK+I1OSTUawe08DjL9Ev9erOPd67N5v50+H1Z2iantXm/Qnl2iboc2/GAWD4Bc5/deJlP9Ob1qhppWlAVa93fVW/Rw5djIHCsQhHwaM2V6zAMELV+v4WyuYAAAURGlcRNjph0CW46pXbt2+uyzzxSzrB+zdevWoKoHAABARNWqSLGAZ+HU5tCsHsArxkwAAACFqdDHTIE9hPjd736nUaNGacOGDXrwwQe1cOFC7bPPPkFVHwq7tfKtnHI7uM0yD3q2gVtERpizFBz7l+iHh5nsVq2899nX2plO0Qg2/feSz8H1PfYSAZI0cz/F98gh30GcU2SFbbSI5ZiWxP65a7t2/dtXrgsP0UFu+Sj89b/x1+vXF+8fs3gAAEBU5OKYyQn3WMimMPPyOZXJtCDzSnipi880ACBMvnNCnHPOOfr2228bbN9777311FNP6bbbbtPbb7+tQw89VHPnzg2kkwAAAIiuHWuSFgf8kzuzeoD6GDMBAADAqtDHTL4fQsybN09ff/114veLLrpImzZtkiQ1a9ZMp59+uiZMmKAxY8aoefPmwfUUAAAAAHIAYyYAAABgF9/LMdXPY/3AAw/o2muvVatWrSRJGzZsULdu3XJibdMgl01KWmLGwxI/fpZScloWymvf/PKydE6qddgtY+RpSSq75NBellJq1XC7p3PUKrXlhazbk8rEz52HJZqcz0fjSZ7dlnyy7Y/qJZt2qDuxfa798bm16fheWfrhmOja4b2IG6yFu+reaE2yTTgxAGRKnYrUJOBZOLk0qweoL5/GTEAUBb10UKaXIvK7PFKQS0IDALKj0MdMviMh6qt/gy1J27ZtS7daAAAAAMgLjJkAAABQyAJLTG0Vs2aQzRNuMwuCTrTsh5d6g0xqtUPjs/IdIwJsyjvNjHfrh68kytY+W6MAPCUl38Xu0vaX0Mz7bBYvHM+dTRJr+8Ti9sckKSkCwTaCxSGawq2fjmVcEsEnHes8y34jrNEPAIBsKPRZPUAq8nHMhMISdES+nzaDbi8bx+LGz2oMbnVE5ZgAoJAV+pgppUiIefPmacWKFfruu+8kcQMNAABQyGpVFMoPkMsYMwEAACCu0MdMviMhjjzySE2cOFGbN29W06ZNVVtbq/Hjx+vII4/UIYccorZt24bRz5wVlRkVbm377Wfas/gd1vl3zk/gPZrCTVIbTrkRHLanGxGTzvVgd9xeIlFSeb1h3TZRJA7vla/jskZkzLPsN7JhTgjHSI8RzOoBAADRwpgp86Iy7iok2TjPqbbpFhHgL7o9PKmOs5P2m+wvjx8AAJng+yHESy+9JEl6//339dprr2nFihV67bXX9Otf/1pfffUVM3wAAAAKzHYVqy7gVT63h7NqKJARjJkAAABgVehjppR7utdee2mvvfbSmWeemdj2wQcf6NVXX9XKlSsD6Vw2eJlBk+osG7v9kmYsuKzB76kNh9nibmtI+p354WdNSj/ny0tZu3PneCwOOSYSNtlHWzhFRdi97oXbzBtf19RcSz9H2NfhNoPG8f22RqjMbdgPx2gRt+tnrkOUg5VN9EP9NndhRg8AwNm0adM0fvx4XX755Zo+fXq2u4MClq9jpihixjcaE0RexEDzK1iiFWJTgm3bTEivawAAhCHQxyU9evRQjx49dPrppwdZLQAAACKsTkWKRSTJ2vLly3XnnXeqT58+gfYHCApjJgAAgMITpTFTNqSUmBoAAADIhOrq6qSfmpoax7Jff/21Ro4cqT//+c9q1apVBnsJAAAAAHCSOwtHZUjQYbxBJAj2xWUJJslfUq4guC7B5LSsj4ckyG5tuC2bZF2O12lJJPc63Je1cl2+aq77fn6W1LIr42nJLYdjtb1mHJaysltKycuyY0llrAmrd75HhNgDQHTVqUkIs3p2zJXp0qVL0vaJEydq0qRJtvuMGTNGJ5xwgo455hhdf/31gfYHAPIVSb0zz8uSSdZlmgAAuS/MMVMu4CEEAAAAImvNmjWqqKhI/F5SUmJbbv78+VqxYoWWL1+eqa4BAAAAADwo6IcQqSYLTnVGup82/PA7E98usXMQM15SPe5k7hEItompPURN2PXPS3SAnSCiHxzP1wjv9flNKO7ndbv6/F4zifellX0EhTUSxSl5NbOxACD6alUkBTyrp3ZnfRUVFUkPIeysWbNGl19+uRYtWqTS0tJA+wEAucjPfbvf++1AEzTnkCD/DpBUhzUx9QT7f2tC42NBAED0hTlmygUF/RACAAAAue+1117Thg0b1Ldv38S2uro6vfTSS5oxY4ZqampUVJQ7N+gAAAAAkE8K+iFEEDPE42VSnYXgZxa6075+ZuJ7adupH3bt+K3DtWxr++120Q1J/ZnnsJ9djolN7hEDjsft0L90ObU3yPRrtG23aJGk/RyO26kfSdELM3b+d+Rk27JOOTTi74sZYd3mEPFgKWONBgEARF+dihUL+Layzkd9Q4YM0VtvvZW07bzzztM+++yja6+9lgcQAApOmLPkmYG/S6ZWMwAA5L5sj5myLXd6CgAAgEjariLVBRwKvN1HfeXl5dp///2TtrVo0UJt2rRpsB0AAAAAMi3bY6Zsy50U2gAAAAAAAAAAIKcQCZECt2WJggitTHWZJqelg5yW7XGr11eyaQ/t2Sbz8rCfa4LmEQ02NSyTqNv9mNwSPqezlJVbe1ZLYv+0lDnetU27tm21crhOXK47p+vLuhyW9b2I/ztpKalNDks+AQByVl0ISdbSnSW0ZMmSYDoCAMh5UUum7dSPpPGWQ8JqAEBuiuKYKZOIhAAAAAAAAAAAAKEgEsIjxyS8drPyU4x+8BKNYDcT3S3Kwakdt+Oo36eUZ4208h5VkGpERtDn2U8ybcc67BJJe4mgcIhM8BN1E7R43V6ifGIjG+5nusV2vb5p0q7XfV67AIBoKvRZPQCQLhIShysT5zTo95DoBwDIL4U+ZopEJMS0adN02GGHqby8XO3atdMPf/hDrV69OqmMMUaTJk1Sp06dVFZWpkGDBmnVqlVZ6jEAAAAAZBbjJgAAAOSiSERCLF26VGPGjNFhhx2m2tpaXXfddTr22GP173//Wy1atJAk3Xzzzbrtttt07733au+999b111+voUOHavXq1SovLw+9jynnRvCxn+N6+04zKhJr6zusJ2mZZW7Xp3RmatiWt6z1H4vZl7Vu91xvPYlj2eSv//G8BV7KukZT+Mi3kbRfzD4fQlIdHs6jXR1O7+dgLZQkLWltySmxySHSo5Xd9WXfB7tID0nSXJu8H69Psq0DAJAfatVEJvBZPZGYKwNESi6Mm9zY3bMSBVC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" ] @@ -237,13 +237,13 @@ "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", - "a0 = ax0.hist2d(e_ph_found/(1e3), energy_found/(1e3), density=False, bins=200, cmap=plt.cm.jet, cmin=0, range=[[0,50],[0,50]])\n", + "a0 = ax0.hist2d(e_ph_found/(1e3), energy_found/(1e3), density=False, bins=200, cmap=plt.cm.jet, cmin=1, range=[[0,50],[0,50]])\n", "ax0.set_xlabel(r\"$E_\\gamma$ [GeV]\")\n", "ax0.set_ylabel(r\"$E_e$ [GeV]\")\n", "ax0.set_title(\"found electron energy against photon energy\")\n", "plt.colorbar(a0[3],ax=ax0)\n", "\n", - "a1 = ax1.hist2d(e_ph_lost/(1e3), energy_lost/(1e3), density=False, bins=200, cmap=plt.cm.jet, cmin=0, range= [[0,50],[0,50]])\n", + "a1 = ax1.hist2d(e_ph_lost/(1e3), energy_lost/(1e3), density=False, bins=200, cmap=plt.cm.jet, cmin=1, range= [[0,50],[0,50]])\n", "ax1.set_xlabel(r\"$E_\\gamma$ [GeV]\")\n", "ax1.set_ylabel(r\"$E_e$ [GeV]\")\n", "ax1.set_title(\"lost electron energy against photon energy\")\n",