{ "cells": [ { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "import sys\n", "sys.path.append(\"filval/python/\")\n", "import ROOT\n", "# %jsroot on\n", "from IPython.display import display, display_markdown\n", "%load_ext autoreload\n", "%autoreload 2\n", "import random\n", "from utils import ResultSet\n", "from utils import clear, show_value, show_function, normalize_columns, CANVAS, PDG" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "rs = ResultSet(\"DY2LL\", \"/home/caleb/Sources/EGamma/build/output.root\")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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2JfZm+8BudQQAwLrqcn+w+rxtyv1cKq+6mJs55bMuytwCaGeh2Z2IWrkpTbOU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\nLbBUgfjR+CWUsSyBHNhmAnl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ujqkXDEKAAMarlcrlYr2bNSlUwdfWn8YlYUhT/VbrBDLMuy9Lk2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Yxd3KJ8Y4GDuft0n1fxoMkbdJ9/wGLYb9YRZF76Za3k9+necb7e//bmnTPlesLdNRpwKkcf3j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\nlooWNgfqICGEbJTO62AZy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AkTYqB6VputEF55bKjD5/rVLisVjruhAqu1/NMbNmvfSxA4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QhfPBxu0uDtZcbwcD80Z9aefwcEKIkaPzaVzX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\nAQAAAIDsaBgFAAAAALKjYRQAAAAAyI6GUQAAAAAgO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NI0baxDdSVJYgeJyGMx\nxmRZZt93B5WmqVzT/Whjv/vRrfPVr35VrgAA6JI1jYPVo55b0/6oot7MpuxSt8J0mwCAzljTOFhF\nsmv6fRnX3I8uXLpY6c6D/Hq4sv7Pe2N0lX2tJ5ql6U4B6Cl3xZ/+fjX9jno9fb1d/RXY7nEymYzH\nYxXFB4PBZDKZTCaj0cjsHpF9x645Go3sj3ZpmqaTXXEcJ0nyC7/wC26F4XC44kObR8tDIXEQQHus\nVxzcU9Rza9pvhtNRz64wmUwGg4ExJkmS8XgsD8212fKwMq3lHSYOAmiP9YqDVaRpmiSJHQwrY6WL\njDJW2h+Hw+FwOMyyzMVKu0KapsPh0AZTGytXY3+9zVx0b//tbVInFiuQH10vzVzmoMmy49Utu758\noMGlpu0vqs3FWsicBhXT5+udjTafwziO8zy3r+1FX2ZPJElivxHZZ4nD4dDGmDRNB4OBvXU4GAzc\nNy6zGz7tc7bVXOtc9keSJO5YlDiObcdsgDS7QXE8HtsV8jyXjxPdarKFssZbZV1CIXGwbe7+2d+U\nP5787qeb6gnmt/D0+W7n5q9dHNxr1JNrqqiX+emTRkRDFwdtU6YdX3SrIA4CwJ6sXRyswsUCdWNU\n/ag2seI4tu/YCOiGnSZJ4hatQM0bo2ma2k9ooZ0BgI6zwc9+a0rT1AbCPM/diBK71P4oA8nMS659\n0w45WXv+6ucAACAASURBVNURzCajmv2Cl2WZjfruO5593wZ1uaE7LhvsP/ShD334wx9eZSCsJ4qi\nOI4JhQCwJ92IgzOjnvr6p6Ke/TY781uie9OeEyNOSJsRBwGghm7EQaXsIaJ7X6YDuqjnToIxxm5o\n17fRc5VHVH/E6EK7AQC9YMOAfTxo35EPCd07csIy9UKxzw+X9J1k+jte2ZoyCtr+Z1lmH3IaY1zC\nmo3x7iTYXbiAYjfJ8/xDH/rQgo9kCdr/lRUAWqjNcXDOqDc9JlRFPZs4bzssV3NnwDbiXrf8hiNx\nEABqaHMcrM0NglGjW9I0HY1Gcoir5X50s67Jx41m5SGm5o3RBXJ/Rsz8IGcunU7ZCDcCAC3hHoup\nUJftliey1zGXNHHNBm2SRTKVjb4QMztwzV7Z3MDpq7HL75CL5EPF4XBoJ5dJkmQt7o0uCnEQQH+0\nOQ4uJOq5r4Uq6rlRpa6fLm3Q7JatcDFRzTnTecRBAP3R5jhYj3uYpx7p2cuyusWpxr2682CrEVY/\n6gWbNCqO4ziO7Z3y8XhcZakxxr7vOm9XGA6H9n3ZQuMHiGa97si98r+Ka66se63CGVis6YvPeDy2\nFyh7yVLvxLvUj2b3cZltZDgcyktlHMf2R/diBVzH7B7tzNnTRzHZvVy7Ne1rdfW221r2Zuj0ldy1\ntryDahBxEEAndSYOVo96as3pqKfCok0SnNkCcTC8lDgIoP06EwerUPHOdkZV03Vryg3dMdrYGr5d\naYx53/vet4z+NzY/q+UepboMlPBSuZq7jx5FkRuaq2acbXACWrRB9To8Cy+jtHY4A4tV4+LT/qS5\nGqYP6pqH+dWvfvXv/t2/O/1+V6/nxEEAndTPOHjNqFcjLDpdvZ4TBwF0Ut/iYO3O7ykOmuVk2TeZ\nSp+JCQhsPLvmUnnKEr+AY4MjhwFgfusbBQOmD+qahznzrmhXEQcBwOlAHLxm1KsRFruNOAgAzlpH\nhNqd39OG99xzT729hDV8Y3SvS13JKiMCYZZlURTZmemmC1ep+FqGB4mdVH3kYzvHSC51FGf14bRN\naX8PgTkRB7Fsd7/ynfLHk3/1xaZ60nPnn94nf9x67dWmegK0CnEQAFDdt7/97WU0u+/aq7RJLEpc\nuUgZRZGdj2A8Hqsij6bynDIrOwQAAGojDgIA+ow4CAC9de+99y6j2SZvjIZHzJYtnfnk0D42TJIk\njuMGKlgBALB3xEEAQJ8RBwEA1T366KPLaLaNxZfcxDHTS91823apnWNbTmorJ942TLa9ZAtP0Auk\nTtfLql6LXOz58+Vbcpir7Ebgd68lZ4OLz8J19ZQSBwF0EhefhevqKSUOAugkLj4L183iS8aY4XAY\nRVEcx3me28PLsmwwGNjX00tthEuSJM/zOI7tj3I19yYAtE02VZrWrPkc25gfcRBAfxAHMY04CKA/\niINzevjhh5fRbCvuYatfjmsunbn+zDe5Sb9UjBhdCEaM1rCOI0btX/lqCIMtorr67q2jbl/PiYMA\nOoY4uHDdvp4TBwF0DHFw4ZZ3PW9F8aW9Ti4zc33usq/eyb/6ovxv/ga/9+K35H8VFyk/deN97r96\n3ZAtVG/k7le+U/5Xb9f1VD85AfOft4V8RhW7sfDfvZVxk16p+Odyx+Q76vV0yFxGEE3TdHpmrjRN\noyiKokhGcUuttqdLsc19i6LIHojbi3unP4iDAHqi/XEw2aXed0EqEwV/5JpuBRlGXdl0s1s53QVT\nGfVsPCUOVl9KHASwpnoVB+0K7jvj9AqqzelvnatR/8bousxpHc3SdKcA9JHN8LKv0zQdDof2dZIk\ndrYse3WyL+yoB3ulHQwG9puV+qbkrsPye9c8kiQZjUbT749GI1ew1c7t5Wq/uqCVZZnadjq6q6XG\nGNuIO5DxeGx3tBbfbYiDALAn7Y+D9gmf3LXjQqEtem77L9d0K7hoGEWRO157FC7G2WBqfxyPx7bS\nepZlxMFlIA4CaIlexcEkScbjcZZlw+HQBjW1gv22aN9RLZjl3PMtU//G6Mwvzy00maXpTgHoKRs8\njDF5nrvvPHme2y9INpMiSRIbG+SXIjuQ08VOywUh2do8bNyafn88HqvVEjHDl+uhXM3G7MAY0ulG\nbGhcVFBfAeIgAOxV++Ogi01qqI69d1m2plzB5UVOJpPpraaDoysl5JolDi4WcRBAe/QnDmZiehO7\njlzBxj63rd2X/Dq5ygeEDRdfAmTW+aLy8d3relnh9bLRq3e+JZNgKkvtRvVDnr8bm9fdNmcLS2VD\nlwxp2dSU2zYouvXVC8nmGiRJoqLUwrmYZ3YPwc6PI/spnyjaA7Tv7GlQRpIk7hRNH/LnP//5Rx99\n9J577nn3u99d+1gAAA1qfxycfvJn/Mkr7fe9el9BbXRzlYXcO3LvdgWZkwEA6Iy+xUHbjo16eZ7L\n27i2ESMmCrBvDgaDZX+9VWreGF2XvAkAaBUbGGwsdO+Y3WBgvx3ZYJlMJS/MZJ+21bgmq03sfstW\ntvHJ3etMdtMi7B1SG9Lsgz77whgzGo3sCxvVpnc3cy+ub3L4jHP//fe/733vu//++x999NGPf/zj\n1Q92GYiDAFBDe+JgGffFTH4rk52ZZ1SOinRmN21QLbUBt+XjRomDAFBD3+KgTAp0KfNxHNt3pgfT\nJLujZRd7UGE1b4y2PE4DQGsNh8PRaJSI3AQ364qlok44HiRJYlvbazf2FGbk2BYjwraNl/Y+qdrE\nJRLaHc3c3fTdUvm0cHr9hx9++N3vfvfHP/7xKIoavzFKHASAeloSB8tac9/fVJfkwBmzG+bcmnKF\na35jdI1Pf+1056T9w0WJgwBQT0/ioLu9a98xIsypqk1OtLS682H197rK27e1NXVa+ymQFB9IaQ9k\nvtdbVLbaMshdqwzuhZdKX0gC/vwfRD3tb3Dhalx8yu4GhgVuO9YjG3TjQ+0E25ZN7ouiyM4drm6Y\nuhEuLgS6x4DT3Dq2zTRNR6PRdLOWPKVRFNmbpAs44DkQB7FKMsiaJUSZVerSsaDM+sZBFeDc97pE\nJDO64S1yTRkB5Tgg97XQhTkjHjHKzlePgy1BHASAMsRBlxTvvu4FWrDfGe3d1dXHwY7HCQLhKnFj\nVC7ixmhgvy1scOFWc/Gx36CauspdM3LXC+1lW8lTeu+99957772NDxpdC8TBzujSzcQuHQvKrHUc\nrB6/akS62tGT63k9nDcAjSAO7rWpa26yvFNasyp9JuaCBQA0Ik3TBv/Wv2aEq5fQ0f7kQYs4CACN\nW1IcrB6JasSsJUXP1SMOAkDj2h8HlxEoF67mDVc7MWr7H76VVUNuf887rPo4ETkqUA0JnL+WfXtG\npwYOs+KI1ECvlHqdrHi2A+ft+O0PyEXnzj5e1qX5P9mWYHjCwrUtlZ44iHW37GGbnbmeox7i4MK1\n7ZQSBwEgoG0X7Q5o3YjRNfqAJ7M03SkAwJ69//3vd68bn2B0jUIJcRAAsHBrFEqIgwCAgJo3RgEA\nWLFPfOIT9957rx0u2nRfAAAAAABrr/5I1LUYGLwWnVxf9VLOlUBy9yqz8AL57GWrmWC2+IlnP1O2\nlVJxd9Wz4OttVbFBZf4aUPVaqJ6b3xQuPgtnT+nnP//5xseKOmvxKa9FJ1EDiepoOS4+C9fCU9rC\nLk1bi04C6B4uPgvXulR6AABWrz13RQEAAAAA625/vc3WpVoiALRKlmVZliVJUv0qmmWZfcGFt1X4\nOACgBuJgZ/BxAEANxMEWqnljFP1RPSleqp6NXq/9wFYb97zJvT71lYcqNlixKn2gG4GC8rXV61VF\n1RusuK+FNBg4pXe+7UH3+pSYqWCNRFEUx3GSJIPBYDgcpmlqg5yMcGmaun+NMVmW2ZWzLMvz3G61\n6n7v3cw0B3v4eZ6Px2N3yHLNJEnyPDfGyBUAzLTW6fNyHgBjjLn5le7lye9+umzNdh5y+3vYKl2N\ng67/7rure1/FNXsG3Jr26IwxcRzbd1wJdUIhAHRP3+KgC2o2zLmoZ3Yr+KVpOhqNjDHuuBqJgzVT\n6bMsG4/Hi+3KkkSzNN0pAL2TZZmNB2maTiYT943IBQ/5Worj2IbMyWRiw0Z4fbVT9WLZsiybeY1N\n09SG8/F4bGOeWtO+aQvFunjZZsRBANiTrsbBNE2TJLHDf+SXVbtHGddcKHRrDgYDWSHdrjCZTFys\nbDPiIADsSd/ioGXDnN17mqbj8XgymbjboKPRyK5gj0vGwVV+Jaw/x+i6PMOczNJ0pwD0jh02Ih/9\nGRHMbBTJskyGumnySZqNqerBmo1Jbn0bTuyaiz2cMkmSzLzGuq7akDlzzXUJK866dJg4CKANuhoH\nZVyTu3bvB9Z0I2jcSXBfHdcixKxFJw1xEEA79C0OWjKiuTunMkTK27tuhSRJbILFapBKj2sIZIir\nRfWyyWQjKrdu++XTM/c7vesygQYDnQ8I7Fe1sHnbcfdaJQZWz7KXbc5f/12pPt1Bvcz3egKNVJwY\nQX0QrUpsnEwmaZraoGVTA1w8yPPc/o1e5VGefZLmQmCapvablY218lvKZDKxb7bkC4DtzMwBJjaj\nZOZjRgDrrvaVuVXX8Jna38NW6WocdF8IbeK866Qclphlmeqbfcd+Y7RDR13/8zxf3tAeAEBTehUH\n7QhZe4x2/rQkSUajkezkcDi0t26Hw6FrJ8uywWCwyqQEqtIDwOrYvAmVGmBjhn0dHnzhnq3ZiOKe\npNmnizZATm81881G2ASQmWkRSZKMx+NVDm4FAKxeJ+OgG/WjhrfYL3Xu62LZtvILrQ2F4/GYXG8A\n6KT+xMFkN7/edtLd7rRhzi61Xw9trr0cOWvvoi61z1LzN0bth1d2U3zmUjda+JpvAkBLyHwBdZWX\nz9YCTwjlYBOXfOe+bo1Go+m7inYcSjgdYzVmJlZI9nD6eRknDgLog67GQRfgslm58zKF0FVYyq5V\nj3iV3wbbgDgIoA/6FgdlZ1y3wwEu3Z2udDk9LdVwKr07NfbO8fQvx/RSV8zR1TLORJWumaWQsUCB\nOuk1WlBWmY9WL1tckVupzsutwnn6cs3N626TiwKTCcg11a7nr2VfPSk+sK9AD6V6PQxsJU9aq8gr\nmK0naMQsKsPh0F3clDzPZW0+sxswbPh0T/9mbmtns052kxeWcVzXZHedpulgMJDHrthLvQ3261LM\nYSGIg6io3tWyukComj86qxZWOedJm+dX6ZuuxkGbFGnjl92FPSj3HdXFNXuJtodv15RHbbdysbI/\noZA4CKAnehgH3fc720mbD+HCnLpVate3fbbvTHf4/e9//8c//vGFH0LDYcN9NvYxoLoxPL1UrmZ/\nD9wvRLo7RatshLi4VPXmr1ylwByjyvw3RgNbBW53KvXWXPhtx3pacmN0lYccELj4TD9JqzcwpPaG\nDbpmnwMrdPV6ThxERWt9YzS8L26MdlLf4mBZZ2YOI60XCrt6PScOAugk4uD8aypRFN1zzz3f/va3\na2wb1uSI0UxMQJD605OXLVVjj23Ms9OTu7G7K+k7ANQ0cyjE/O2shWv2eR0Pah7EQQA91Mk4WNaZ\n6fcJhRJxEEAP9SoOzrPmtGXcFTWN3xjd61JbutG+lg8D7ZnN89zN3eNUnLmcB4nzW/jolfkrnlcf\nqFhPxUbUwE91LHIwSyAfX6k35iUwjlU2uJCxwBvXH62yWvWxuhXXbMloZaAK4iCqW/bFbZXDNleJ\nIaJAmxEHAQDVLSmVvvniS3siJ02QAc+mVEwmE/u0UG4yqWZVRwAAQH3EQQBAnxEHAaC3PvGJTyyj\n2SZvjIYH0JYtnfnk0K08/YQQAIB2Ig4CAPqMOAgAaFwbiy+5iWOml7r5tu1SW8fKTbkt31TtY1EC\nudhSIHOtenmHionq1bMLAwnXgV7JRHi1Vb0e1iscVD33v2KDgXoU9XLYq+fmB+oyVcziD3Q+UHFr\nlVn2XHwWrqunlDiIAHlBu/LaV8lFj3/roUa6QWY6KuLis3BdPaXEQQCdxMVn4ey8KMs4q03OMWqM\nGQ6HURTFcZznuT28LMsGg4F9Pb3URrgkSez0MfbHNE0Hg4Fdzb0JAC1k/6C3f8FX38S+4OLWScRB\nAL1CHIRCHATQK8TBeTz88MPLaLbhOUbTNJ1MJvZf+06SJO719FJjjH1IOJlM5C+HW428CQCtFUWR\nLRcwGAzsCzcywknT1JUUMLvfDex1z22OLiEOAugP4iCmEQcB9AdxcE7vfve7l9FswyNGrb1OLjNz\nfe6dL0n1rOrAVoEWAmseOXqXe33i2c+UrXb89gfkj3LNhSSSB3pbMWk9TPZEbaUOraLq/S8TmGeg\nXhJl9bNRb/YAqbVpnlmWuUmvXLaX/VG+nhbHsYt/MhbKbavsvd5F0m01HbBHo5ExxmWr2QEdbk23\ngjtqO7hDbmJXc//OXKEniIN9FrjGtvaCtjy1gynar+dx0MU4y96/GwwGxpjhcOiioWqzP4iDADqv\n53HQ7ObCu03cCi4OWqufhWDNqtLXEM3SdKcA9I79RqTCmHtCaANDlmU2NpRxMSOKIvvY0P3o9uIi\nlgx+9qvXXtmAbdtRDydHo5Et4WpbTtN0OBzKNd0Ktjis7dVkMhmPx7KH7njtVrJNLApxEEAbEAft\nj+PxeDgc2i7Zd+why3V6PiBo4YiDANqg53HQrmDjoFpBHnIjj7i6f2N0MkvTnQLQR/biY/8cd/HP\nXvpdtLAP2cJsUJGB0z2Fy/PcxRI3OMWuX6PDLpTK+Gp2n3aG1xyPx3aRXdPFVLN7D1R1TO0CC0Qc\nBNASfY6DsvPqu6XtvG0h21WjtyhDHATQEn2Og/LLoH3tWnBDYt1A2hVrRSo92kyVGp8/qzpQ/10J\npM8HGglkpgdKqAcEEvAr5nrrmuy3HZc/bp8+UbbhubOPz+xGeNfzT3dQfQqCepnvcs1AbwOLZK35\n8K7bloZpvw5loqqA8eNKOBJku5VYR6ORjSvutqP9HqUCnn1qN89XLBfeZAKgfPZoY7AMwGpD968b\nEZPslo5NdyfWcevYM+OCKNBJa5ctHgj3Cy9Yr0IkuqfPcdD4d0XlIdse2l1ku2OI6nUYANBmfY6D\ndh17C9j+aGOifd/1Mzxmdhm6P2IUANpABo/pmOHCTCBiyXgjR5fYFmxoVINQkiQZDAYyhtXotpl6\nJCgfGE6HQLehnQHHrWmTJlwUdw9FXZy2fyVMJpNGnhMCAJaKOGiMGY1GbmV5yPZNN/xnng4DANqp\n53EwSRI7qdp4PLaJ/+6+cBzHbtCM/HdluDEKAKuQ7M5InSRJFEX2UZ6LKMPh0C6a3jDPc5tt4YZS\npruliuQMWTNzLtwXrdp9doFQ9k09MDQid8OtaR+Bytgvh8DYuJgkiRxEM8+TTABAy/U8DppZiYfu\nAGVABAB0EnFQdsnsTquapqmNg/a1u89br8P1rLrY04qtvppVrywkGbBeEnTFreqVNVdk0r3KE6yY\nm6/yvtWaamnZmoHVAqp/KIH09sBprNjDQJl7tVW9eQDqdWOpAhcfFVTUj9VV3HDOy6CtLZjnuW0k\n2c2CV/FMrZntVtq17D1Qt4Istmtvhto2VbnexR5Ib3He0JRAiAzl5v/sb3prfvfTC+/YnNrfw5Yg\nDk7HQbetfVMOJs12y/XaFlR93oUcSG9x3gA0gjio4qAxZjAYyO+D0y2EO7y863nH4wSBcKm4McqN\nUW6MlmnJxcd9DZunkeqh+ppr1o76pjWndO1w3tAUboz2XEsuPm2Lg/NoySldO5w3AI1oycWnbXGw\nnd8HKb4EAJ21kMz06qHrmmuSJwgAWKW2xUEAAFapbXGwnYGy+zdG5ZwLThvu3K8LVYW83rjFwGjE\nwADPwFbzD6UMCIz9DAxU3Lj+qFwkC8qHh4hWH2pakWyw+oDcQDfmL3OvyLFCga0Ci44cvUv+KM82\nAIU4uEZUzF1Infem9iVjh9pXgBqAOX/V+8UP8Hzhr7z2W9hDAD7iIAAgoPs3Rol5AIA+Iw4CAPqM\nOAgACOj+jVEAaMTM4QkAAPQEcRAA0GfEwXXRiulgl6cl892uteq52BVL9Fx57avkoo2nf1i2lUwk\nD2RzB5L9A+nh1fdVsXxExcM3wXJD6ljkudp54ptl7SsVi1ap1Y7f/oB7HchMVznsJ579TNmaskG1\nWsVCT4GzXf1Dr/hbhAB3IX37I//potr883f8Ky7Oq0EcxFqbP1F92Q2iD4iDa404CABz6nwc3Nd0\nBwAAAAAAAABg1bgxCgAAAAAAAKB3mGMUM1QsLy5zpU2wvrys2L7tp4RXz5GvuEhSWXLVy6aXUVnw\nFRsMF5eXx6IL1j9dvFYnKpAMKD+XKy+drdLD8JoyOV1l2VcsHK8+r8CHLvelzoas2xuYjkB1ifR5\nAOsrMCdJRdVLz3ux4/BBb6vm6qTLvx/qqfgHQ/VGqifg3/m2B93rU195aP5uAAAAYOG6P2I0mqXp\nTgEAPFmWqXfSNE3TVK2Tpun0mggjDgIA+ow4CAAI6P6N0cksTXcKAFDIsmwwGMg7nlEUZVmWZZn7\n6mLXMcYMBgN1wxRhxEEAQJ8RBwEAAR0v0kcVwoULFA2XAolmKtM5kDpdtprxc+tUDrhcpBIPA4XX\nKx5LoPNKxTrpeunNr/RaeeGvyrZauIofRMUWlECyv/ogZOa7zJ03xmxcuFi2ldw1VYYXbtlVCJMk\nyfPcGDMej5MkMcbYYaH2PmmSJEmSpGkaRZFbgWt7dZwrrEz1tH29obja10vbf839H5Q/PvPwR8t6\nJeNsg1MEYL10vhpvtxEHAWBOnY+D3R8xCgBosyzLVFDMsszeADXGJEniRpK6N82s1HsAAAAAAPak\n+eJLdliQHRNUcalNopxOpXTDi5bTUwDANfz5O/7V/I3kee6u8PLGqBPHsbx5uu6IgwCAPiMOAgCu\n+f1uugTFojR8Y9QedpIkg8HA5UiGl0ZRFMexmUqLsNPPjcfjlXW+w2TCuKwtbozZuOdNxesnz5e1\noArWS6pBmQgfTjmXVCa1175IpQ/UolX7qp77X7GHgcz0wBmQufPV21edD5S5l1S59sBhBshuq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DH18gAX+Qcd9vnLfeee+VQ7//6b0C+wJ5+jzo7/6ydQ2YRBzc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\nXR65SKkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rs.draw()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def save_fig(fig, name=None, save=True):\n", " CANVAS.Clear()\n", " CANVAS.SetCanvasSize(960,720)\n", " fig.SetStats(1)\n", " fig.SetLineWidth(3)\n", " fig.Draw(\"COLZ\")\n", " if save:\n", " if name is None:\n", " name = fig.GetName().split(\":\")[1]\n", " CANVAS.SaveAs(\"figures/\"+name+\".png\")\n", " else:\n", " CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:ROOT.TCanvas.Print] png file figures/dz_first_hit_B1.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_first_hit_B1.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_first_hit_B1.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dz_first_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_first_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_first_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dz_first_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_first_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_first_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dz_second_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_second_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_second_hit_B2.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dz_second_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_second_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_second_hit_B3.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dz_second_hit_B4.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_second_hit_B4.png has been created\n", "INFO:ROOT.TCanvas.Print] png file figures/dphi_vs_eta_second_hit_B4.png has been created\n" ] } ], "source": [ "save_fig(rs.dz_v_eta_first_hits_in_B1.ProjectionY(), \"dz_first_hit_B1\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B1.ProjectionY(), \"dphi_first_hit_B1\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B1, \"dphi_vs_eta_first_hit_B1\")\n", "\n", "save_fig(rs.dz_v_eta_first_hits_in_B2.ProjectionY(), \"dz_first_hit_B2\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B2.ProjectionY(), \"dphi_first_hit_B2\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B2, \"dphi_vs_eta_first_hit_B2\")\n", "\n", "save_fig(rs.dz_v_eta_first_hits_in_B3.ProjectionY(), \"dz_first_hit_B3\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B3.ProjectionY(), \"dphi_first_hit_B3\")\n", "save_fig(rs.dphi_v_eta_first_hits_in_B3, \"dphi_vs_eta_first_hit_B3\")\n", "\n", "\n", "save_fig(rs.dz_v_eta_second_hits_in_B2.ProjectionY(), \"dz_second_hit_B2\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B2.ProjectionY(), \"dphi_second_hit_B2\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B2, \"dphi_vs_eta_second_hit_B2\")\n", "\n", "save_fig(rs.dz_v_eta_second_hits_in_B3.ProjectionY(), \"dz_second_hit_B3\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B3.ProjectionY(), \"dphi_second_hit_B3\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B3, \"dphi_vs_eta_second_hit_B3\")\n", "\n", "save_fig(rs.dz_v_eta_second_hits_in_B4.ProjectionY(), \"dz_second_hit_B4\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B4.ProjectionY(), \"dphi_second_hit_B4\")\n", "save_fig(rs.dphi_v_eta_second_hits_in_B4, \"dphi_vs_eta_second_hit_B4\")" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "def plot_even_odd(even, odd):\n", " proj_even = even.ProjectionY()\n", " proj_even.SetStats(0)\n", " proj_even.Draw(\"HIST E\")\n", " proj_odd = odd.ProjectionY()\n", " proj_odd.SetLineColor(ROOT.kRed)\n", " proj_odd.Draw(\"HIST SAME E\")\n", " CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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NZlOWZSpNTgNl9NYlV3ugO0bz6O6oHiKcwsHPDgDApIw2jN1qtYrFG/HmcrksyzIGzVjX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\nAADIIEADAECG/x+N/bxHsYGW4AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_even_odd(rs.dphi_v_eta_first_hits_in_B1_even_ladder, rs.dphi_v_eta_first_hits_in_B1_odd_ladder)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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ssFr3lrI2IN345LnpY3vO3NGt6jgn40mHIwRo4FoEaDiPv9Gc45zzx628x4X7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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_even_odd(rs.dphi_v_eta_first_hits_in_B2_even_ladder, rs.dphi_v_eta_first_hits_in_B2_odd_ladder)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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6oAGARbpADzR37JjzxzB2AACQQIAGAIAEAjQAACQQoAEAIIEADQAACQxjNyHP82s3AQCA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\nAEggQAMAQAIBGgAAEvw/tr5IIWvzGaIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_even_odd(rs.dphi_v_eta_first_hits_in_B3_even_ladder, rs.dphi_v_eta_first_hits_in_B3_odd_ladder)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }