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{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import uproot\t\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import colormaps\n", "from mpl_toolkits import mplot3d\n", "import awkward as ak\n", "from scipy.optimize import curve_fit\n", "from scipy import stats\n", "from methods.fit_linear_regression_model import fit_linear_regression_model\n", "import sklearn\n", "import seaborn as sns\n", "import pandas as pd\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def round(n, k):\n", " # function to round number 'n' up/down to nearest 'k'\n", " # use positive k to round up\n", " # use negative k to round down\n", "\n", " return n - n % k" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "41978 8523\n", "49865\n" ] } ], "source": [ "file = uproot.open(\n", " \"tracking_losses_ntuple_B_rad_length_beginVelo2endVelo.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\"\n", ")\n", "\n", "# selektiere nur elektronen von B->K*ee\n", "allcolumns = file.arrays()\n", "found = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost) & (allcolumns.fromB)]\n", "lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost) & (allcolumns.fromB)]\n", "\n", "electrons = allcolumns[\n", " (allcolumns.isElectron)\n", " & (allcolumns.fromB)\n", " & (allcolumns.eta <= 5.0)\n", " & (allcolumns.eta >= 1.5)\n", " & (np.abs(allcolumns.phi) < 3.142)\n", "]\n", "\n", "print(ak.num(found, axis=0), ak.num(lost, axis=0))\n", "print(ak.num(electrons, axis=0))\n", "# ak.count(found, axis=None)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# variables\n", "\n", "eta_a = ak.to_numpy(electrons[\"eta\"])\n", "phi_a = ak.to_numpy(electrons[\"phi\"])\n", "rad_length_frac_a = ak.to_numpy(electrons[\"rad_length_frac\"])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(\n", " rad_length_frac_a,\n", " bins=100,\n", " density=True,\n", " alpha=0.5,\n", " color=\"blue\",\n", " histtype=\"bar\",\n", " range=[0, 1],\n", ")\n", "plt.xlim(0, 1)\n", "# plt.yscale(\"log\")\n", "plt.title(\"radiation length fraction beginVelo2endVelo\")\n", "plt.xlabel(f\"$x/X_0$\")\n", "plt.ylabel(\"a.u.\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame({\n", " \"phi\": phi_a * 90.0 / np.pi,\n", " \"eta\": eta_a,\n", " \"rad_length_frac\": rad_length_frac_a,\n", "})\n", "df = df.round({\"phi\": 0, \"eta\": 1, \"rad_length_frac\": 4})" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "df_pivoted = df.pivot_table(\n", " index=\"eta\",\n", " columns=\"phi\",\n", " values=\"rad_length_frac\",\n", " margins=False,\n", " fill_value=0,\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th>phi</th>\n", " <th>-90.0</th>\n", " <th>-89.0</th>\n", " <th>-88.0</th>\n", " <th>-87.0</th>\n", " <th>-86.0</th>\n", " <th>-85.0</th>\n", " <th>-84.0</th>\n", " <th>-83.0</th>\n", " <th>-82.0</th>\n", " <th>-81.0</th>\n", " <th>...</th>\n", " <th>81.0</th>\n", " <th>82.0</th>\n", " <th>83.0</th>\n", " <th>84.0</th>\n", " <th>85.0</th>\n", " <th>86.0</th>\n", " <th>87.0</th>\n", " <th>88.0</th>\n", " <th>89.0</th>\n", " <th>90.0</th>\n", " </tr>\n", " <tr>\n", " <th>eta</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1.5</th>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>...</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>1.6</th>\n", " <td>0.000000</td>\n", " <td>0.355900</td>\n", " 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</tr>\n", " <tr>\n", " <th>1.8</th>\n", " <td>0.141700</td>\n", " <td>0.420150</td>\n", " <td>0.311400</td>\n", " <td>0.370620</td>\n", " <td>0.000000</td>\n", " <td>0.162100</td>\n", " <td>0.186800</td>\n", " <td>0.159033</td>\n", " <td>0.121133</td>\n", " <td>0.222767</td>\n", " <td>...</td>\n", " <td>0.159050</td>\n", " <td>0.128229</td>\n", " <td>0.148540</td>\n", " <td>0.147600</td>\n", " <td>0.213700</td>\n", " <td>0.396150</td>\n", " <td>0.000000</td>\n", " <td>0.417850</td>\n", " <td>0.216000</td>\n", " <td>0.116000</td>\n", " </tr>\n", " <tr>\n", " <th>1.9</th>\n", " <td>0.135300</td>\n", " <td>0.000000</td>\n", " <td>0.164100</td>\n", " <td>0.388667</td>\n", " <td>0.399800</td>\n", " <td>0.243000</td>\n", " <td>0.165000</td>\n", " <td>0.143320</td>\n", " <td>0.200000</td>\n", " <td>0.000000</td>\n", " <td>...</td>\n", " <td>0.157660</td>\n", " <td>0.189700</td>\n", " <td>0.159575</td>\n", " <td>0.180275</td>\n", " <td>0.193267</td>\n", " <td>0.321533</td>\n", " <td>0.484200</td>\n", " <td>0.376680</td>\n", " <td>0.431967</td>\n", " <td>0.368800</td>\n", " </tr>\n", " <tr>\n", " <th>2.0</th>\n", " <td>0.353400</td>\n", " <td>0.308690</td>\n", " <td>0.303800</td>\n", " <td>0.396450</td>\n", " <td>0.436400</td>\n", " <td>0.269900</td>\n", " <td>0.170950</td>\n", " <td>0.177560</td>\n", " <td>0.151720</td>\n", " <td>0.162122</td>\n", " <td>...</td>\n", " <td>0.152460</td>\n", " <td>0.158525</td>\n", " <td>0.185100</td>\n", " <td>0.173757</td>\n", " <td>0.251557</td>\n", " <td>0.274000</td>\n", " <td>0.420800</td>\n", " <td>0.393471</td>\n", " <td>0.451720</td>\n", " <td>0.210150</td>\n", " </tr>\n", " <tr>\n", " <th>2.1</th>\n", " <td>0.158200</td>\n", " <td>0.232540</td>\n", " <td>0.174500</td>\n", " <td>0.259733</td>\n", " <td>0.258775</td>\n", " <td>0.205350</td>\n", " <td>0.186400</td>\n", " <td>0.167020</td>\n", " <td>0.168629</td>\n", " <td>0.163200</td>\n", " <td>...</td>\n", " <td>0.183743</td>\n", " <td>0.185325</td>\n", " <td>0.192740</td>\n", " <td>0.239333</td>\n", " <td>0.207709</td>\n", " <td>0.304762</td>\n", " <td>0.496100</td>\n", " <td>0.302591</td>\n", " <td>0.418425</td>\n", " <td>0.300133</td>\n", " </tr>\n", " <tr>\n", " <th>2.2</th>\n", " <td>0.220000</td>\n", " <td>0.225210</td>\n", " <td>0.355058</td>\n", " <td>0.344350</td>\n", " <td>0.291310</td>\n", " <td>0.198650</td>\n", " <td>0.197100</td>\n", " <td>0.194667</td>\n", " <td>0.158688</td>\n", " <td>0.167200</td>\n", " <td>...</td>\n", " <td>0.179700</td>\n", " <td>0.180930</td>\n", " <td>0.190475</td>\n", " <td>0.179700</td>\n", " <td>0.197150</td>\n", " <td>0.340950</td>\n", " <td>0.189017</td>\n", " <td>0.288957</td>\n", " <td>0.287525</td>\n", " <td>0.371600</td>\n", " </tr>\n", " <tr>\n", " <th>2.3</th>\n", " <td>0.338300</td>\n", " <td>0.249837</td>\n", " <td>0.300908</td>\n", " <td>0.230829</td>\n", " <td>0.376617</td>\n", " <td>0.163367</td>\n", " <td>0.192200</td>\n", " <td>0.163618</td>\n", " <td>0.150042</td>\n", " <td>0.178250</td>\n", " <td>...</td>\n", " <td>0.181967</td>\n", " <td>0.188125</td>\n", " <td>0.184033</td>\n", " <td>0.213550</td>\n", " <td>0.218757</td>\n", " <td>0.164600</td>\n", " <td>0.316006</td>\n", " <td>0.378400</td>\n", " <td>0.296345</td>\n", " <td>0.267340</td>\n", " </tr>\n", " <tr>\n", " <th>2.4</th>\n", " <td>0.299714</td>\n", " <td>0.245888</td>\n", " <td>0.354560</td>\n", " <td>0.263557</td>\n", " <td>0.330100</td>\n", " <td>0.240408</td>\n", " <td>0.202240</td>\n", " <td>0.182417</td>\n", " <td>0.175910</td>\n", " <td>0.164650</td>\n", " <td>...</td>\n", " <td>0.182113</td>\n", " <td>0.200911</td>\n", " <td>0.197689</td>\n", " <td>0.209911</td>\n", " <td>0.300017</td>\n", " <td>0.327933</td>\n", " <td>0.281250</td>\n", " <td>0.398044</td>\n", " <td>0.257986</td>\n", " <td>0.277720</td>\n", " </tr>\n", " <tr>\n", " <th>2.5</th>\n", " <td>0.220817</td>\n", " <td>0.310787</td>\n", " <td>0.407230</td>\n", " <td>0.271920</td>\n", " <td>0.355700</td>\n", " <td>0.243955</td>\n", " <td>0.222678</td>\n", " <td>0.227625</td>\n", " <td>0.181771</td>\n", " <td>0.177013</td>\n", " <td>...</td>\n", " <td>0.186971</td>\n", " <td>0.210333</td>\n", " <td>0.198900</td>\n", " <td>0.233993</td>\n", " <td>0.235725</td>\n", " <td>0.309443</td>\n", " <td>0.324073</td>\n", " <td>0.338838</td>\n", " <td>0.239044</td>\n", " <td>0.244100</td>\n", " </tr>\n", " <tr>\n", " <th>2.6</th>\n", " <td>0.289325</td>\n", " <td>0.340494</td>\n", " <td>0.396958</td>\n", " <td>0.356700</td>\n", " <td>0.326283</td>\n", " <td>0.234962</td>\n", " <td>0.207600</td>\n", " <td>0.213810</td>\n", " <td>0.189312</td>\n", " <td>0.183936</td>\n", " <td>...</td>\n", " <td>0.202918</td>\n", " <td>0.204109</td>\n", " <td>0.231210</td>\n", " <td>0.205230</td>\n", " <td>0.258256</td>\n", " <td>0.365645</td>\n", " <td>0.380542</td>\n", " <td>0.456878</td>\n", " <td>0.311717</td>\n", " <td>0.340000</td>\n", " </tr>\n", " <tr>\n", " <th>2.7</th>\n", " <td>0.377340</td>\n", " <td>0.309629</td>\n", " <td>0.408500</td>\n", " <td>0.395922</td>\n", " <td>0.457153</td>\n", " <td>0.245200</td>\n", " <td>0.208144</td>\n", " <td>0.227821</td>\n", " <td>0.204533</td>\n", " <td>0.200750</td>\n", " <td>...</td>\n", " <td>0.207200</td>\n", " <td>0.206678</td>\n", " <td>0.231667</td>\n", " <td>0.214758</td>\n", " <td>0.258890</td>\n", " <td>0.398944</td>\n", " <td>0.473256</td>\n", " <td>0.495275</td>\n", " <td>0.437533</td>\n", " <td>0.433650</td>\n", " </tr>\n", " <tr>\n", " <th>2.8</th>\n", " <td>0.406600</td>\n", " <td>0.422255</td>\n", " <td>0.336575</td>\n", " <td>0.463889</td>\n", " <td>0.405786</td>\n", " <td>0.275860</td>\n", " <td>0.226343</td>\n", " <td>0.227864</td>\n", " <td>0.228122</td>\n", " <td>0.200971</td>\n", " <td>...</td>\n", " <td>0.212292</td>\n", " <td>0.210667</td>\n", " <td>0.233809</td>\n", " <td>0.218453</td>\n", " <td>0.285085</td>\n", " <td>0.461650</td>\n", " <td>0.429129</td>\n", " <td>0.402710</td>\n", " <td>0.501223</td>\n", " <td>0.449325</td>\n", " </tr>\n", " <tr>\n", " <th>2.9</th>\n", " <td>0.304183</td>\n", " <td>0.299586</td>\n", " <td>0.437578</td>\n", " <td>0.310589</td>\n", " <td>0.414592</td>\n", " <td>0.250408</td>\n", " <td>0.234600</td>\n", " <td>0.220500</td>\n", " <td>0.217856</td>\n", " <td>0.228570</td>\n", " <td>...</td>\n", " <td>0.245578</td>\n", " <td>0.240820</td>\n", " <td>0.224706</td>\n", " <td>0.230070</td>\n", " <td>0.255575</td>\n", " <td>0.248833</td>\n", " <td>0.352486</td>\n", " <td>0.193442</td>\n", " <td>0.296429</td>\n", " <td>0.450613</td>\n", " </tr>\n", " <tr>\n", " <th>3.0</th>\n", " <td>0.177300</td>\n", " <td>0.208607</td>\n", " <td>0.246791</td>\n", " <td>0.234960</td>\n", " <td>0.247550</td>\n", " <td>0.242510</td>\n", " <td>0.243250</td>\n", " <td>0.238464</td>\n", " <td>0.220591</td>\n", " <td>0.235342</td>\n", " <td>...</td>\n", " <td>0.242127</td>\n", " <td>0.230633</td>\n", " <td>0.234608</td>\n", " <td>0.220050</td>\n", " <td>0.246807</td>\n", " <td>0.214400</td>\n", " <td>0.207507</td>\n", " <td>0.253059</td>\n", " <td>0.225075</td>\n", " <td>0.279833</td>\n", " </tr>\n", " <tr>\n", " <th>3.1</th>\n", " <td>0.176850</td>\n", " <td>0.174825</td>\n", " <td>0.200000</td>\n", " <td>0.216220</td>\n", " <td>0.238011</td>\n", " <td>0.223344</td>\n", " <td>0.236530</td>\n", " <td>0.227418</td>\n", " <td>0.238523</td>\n", " <td>0.241125</td>\n", " <td>...</td>\n", " <td>0.234573</td>\n", " <td>0.251121</td>\n", " <td>0.221583</td>\n", " <td>0.218742</td>\n", " <td>0.230860</td>\n", " <td>0.193880</td>\n", " <td>0.212775</td>\n", " <td>0.199833</td>\n", " <td>0.201575</td>\n", " <td>0.223025</td>\n", " </tr>\n", " <tr>\n", " <th>3.2</th>\n", " <td>0.207217</td>\n", " <td>0.190643</td>\n", " <td>0.215775</td>\n", " <td>0.195622</td>\n", " <td>0.211843</td>\n", " <td>0.222592</td>\n", " <td>0.206457</td>\n", " <td>0.208845</td>\n", " <td>0.220572</td>\n", " <td>0.213885</td>\n", " <td>...</td>\n", " <td>0.255383</td>\n", " <td>0.226518</td>\n", " <td>0.242144</td>\n", " <td>0.234206</td>\n", " <td>0.246940</td>\n", " <td>0.251643</td>\n", " <td>0.234863</td>\n", " <td>0.194550</td>\n", " <td>0.191622</td>\n", " <td>0.224000</td>\n", " </tr>\n", " <tr>\n", " <th>3.3</th>\n", " <td>0.212500</td>\n", " <td>0.178411</td>\n", " <td>0.200142</td>\n", " <td>0.205387</td>\n", " <td>0.247040</td>\n", " <td>0.214215</td>\n", " <td>0.205026</td>\n", " <td>0.204368</td>\n", " <td>0.234333</td>\n", " <td>0.206138</td>\n", " <td>...</td>\n", " <td>0.242873</td>\n", " <td>0.233411</td>\n", " <td>0.231791</td>\n", " <td>0.228750</td>\n", " <td>0.225615</td>\n", " <td>0.243327</td>\n", " <td>0.239650</td>\n", " <td>0.197650</td>\n", " <td>0.220333</td>\n", " <td>0.227175</td>\n", " </tr>\n", " <tr>\n", " <th>3.4</th>\n", " <td>0.203900</td>\n", " <td>0.229470</td>\n", " <td>0.212793</td>\n", " <td>0.225382</td>\n", " <td>0.197680</td>\n", " <td>0.207650</td>\n", " <td>0.190145</td>\n", " <td>0.184869</td>\n", " <td>0.207871</td>\n", " <td>0.206950</td>\n", " <td>...</td>\n", " <td>0.246590</td>\n", " <td>0.192967</td>\n", " <td>0.190444</td>\n", " <td>0.211069</td>\n", " <td>0.248655</td>\n", " <td>0.218693</td>\n", " <td>0.251355</td>\n", " <td>0.221371</td>\n", " <td>0.222414</td>\n", " <td>0.201875</td>\n", " </tr>\n", " <tr>\n", " <th>3.5</th>\n", " <td>0.209767</td>\n", " <td>0.209209</td>\n", " <td>0.214618</td>\n", " <td>0.193182</td>\n", " <td>0.223942</td>\n", " <td>0.226656</td>\n", " <td>0.224200</td>\n", " <td>0.184867</td>\n", " <td>0.235280</td>\n", " <td>0.194992</td>\n", " <td>...</td>\n", " <td>0.231978</td>\n", " <td>0.235050</td>\n", " <td>0.226567</td>\n", " <td>0.215307</td>\n", " <td>0.216286</td>\n", " <td>0.228554</td>\n", " <td>0.227711</td>\n", " <td>0.227467</td>\n", " <td>0.241487</td>\n", " <td>0.225700</td>\n", " </tr>\n", " <tr>\n", " <th>3.6</th>\n", " <td>0.203100</td>\n", " <td>0.199025</td>\n", " <td>0.162311</td>\n", " <td>0.218986</td>\n", " <td>0.214600</td>\n", " <td>0.202833</td>\n", " <td>0.237267</td>\n", " <td>0.190858</td>\n", " <td>0.205893</td>\n", " <td>0.208320</td>\n", " <td>...</td>\n", " <td>0.216200</td>\n", " <td>0.196613</td>\n", " <td>0.239618</td>\n", " <td>0.216460</td>\n", " <td>0.215436</td>\n", " <td>0.214009</td>\n", " <td>0.223700</td>\n", " <td>0.205814</td>\n", " <td>0.204694</td>\n", " <td>0.224175</td>\n", " </tr>\n", " <tr>\n", " <th>3.7</th>\n", " <td>0.254600</td>\n", " <td>0.220037</td>\n", " <td>0.224288</td>\n", " <td>0.228317</td>\n", " <td>0.203760</td>\n", " <td>0.202433</td>\n", " <td>0.130050</td>\n", " <td>0.174056</td>\n", " <td>0.218980</td>\n", " <td>0.186362</td>\n", " <td>...</td>\n", " <td>0.199267</td>\n", " <td>0.214478</td>\n", " <td>0.197508</td>\n", " <td>0.253433</td>\n", " <td>0.221809</td>\n", " <td>0.165333</td>\n", " <td>0.235983</td>\n", " <td>0.210500</td>\n", " <td>0.209729</td>\n", " <td>0.225800</td>\n", " </tr>\n", " <tr>\n", " <th>3.8</th>\n", " <td>0.189386</td>\n", " <td>0.212550</td>\n", " <td>0.212787</td>\n", " <td>0.218413</td>\n", " <td>0.180314</td>\n", " <td>0.182820</td>\n", " <td>0.195475</td>\n", " <td>0.191514</td>\n", " <td>0.187533</td>\n", " <td>0.206857</td>\n", " <td>...</td>\n", " <td>0.212150</td>\n", " <td>0.189386</td>\n", " <td>0.240175</td>\n", " <td>0.226765</td>\n", " <td>0.200056</td>\n", " <td>0.213332</td>\n", " <td>0.218785</td>\n", " <td>0.229146</td>\n", " <td>0.201712</td>\n", " <td>0.208350</td>\n", " </tr>\n", " <tr>\n", " <th>3.9</th>\n", " <td>0.152200</td>\n", " <td>0.173320</td>\n", " <td>0.202150</td>\n", " <td>0.224311</td>\n", " <td>0.203382</td>\n", " <td>0.180042</td>\n", " <td>0.179955</td>\n", " <td>0.224317</td>\n", " <td>0.201767</td>\n", " <td>0.182942</td>\n", " <td>...</td>\n", " <td>0.217258</td>\n", " <td>0.201900</td>\n", " <td>0.195956</td>\n", " <td>0.234673</td>\n", " <td>0.187436</td>\n", " <td>0.227500</td>\n", " <td>0.218291</td>\n", " <td>0.201937</td>\n", " <td>0.212855</td>\n", " <td>0.172500</td>\n", " </tr>\n", " <tr>\n", " <th>4.0</th>\n", " <td>0.174950</td>\n", " <td>0.188591</td>\n", " <td>0.202700</td>\n", " <td>0.200275</td>\n", " <td>0.226100</td>\n", " <td>0.202900</td>\n", " <td>0.208282</td>\n", " <td>0.218286</td>\n", " <td>0.244600</td>\n", " <td>0.171700</td>\n", " <td>...</td>\n", " <td>0.175250</td>\n", " <td>0.243971</td>\n", " <td>0.205017</td>\n", " <td>0.199178</td>\n", " <td>0.194200</td>\n", " <td>0.166775</td>\n", " <td>0.186650</td>\n", " <td>0.200456</td>\n", " <td>0.179150</td>\n", " <td>0.193475</td>\n", " </tr>\n", " <tr>\n", " <th>4.1</th>\n", " <td>0.188150</td>\n", " <td>0.182111</td>\n", " <td>0.192187</td>\n", " <td>0.182120</td>\n", " <td>0.160708</td>\n", " <td>0.180787</td>\n", " <td>0.218877</td>\n", " <td>0.195705</td>\n", " <td>0.173257</td>\n", " <td>0.224460</td>\n", " <td>...</td>\n", " <td>0.199680</td>\n", " <td>0.186400</td>\n", " <td>0.223425</td>\n", " <td>0.223700</td>\n", " <td>0.198700</td>\n", " <td>0.211793</td>\n", " <td>0.210700</td>\n", " <td>0.168300</td>\n", " <td>0.200883</td>\n", " <td>0.202600</td>\n", " </tr>\n", " <tr>\n", " <th>4.2</th>\n", " <td>0.204350</td>\n", " <td>0.204967</td>\n", " <td>0.157154</td>\n", " <td>0.230100</td>\n", " <td>0.194117</td>\n", " <td>0.193585</td>\n", " <td>0.167480</td>\n", " <td>0.154408</td>\n", " <td>0.174150</td>\n", " <td>0.241283</td>\n", " <td>...</td>\n", " <td>0.134962</td>\n", " <td>0.201320</td>\n", " <td>0.212757</td>\n", " <td>0.143350</td>\n", " <td>0.162450</td>\n", " <td>0.185694</td>\n", " <td>0.196530</td>\n", " <td>0.181363</td>\n", " <td>0.124100</td>\n", " <td>0.154300</td>\n", " </tr>\n", " <tr>\n", " <th>4.3</th>\n", " <td>0.111900</td>\n", " <td>0.163650</td>\n", " <td>0.242429</td>\n", " <td>0.170043</td>\n", " <td>0.233867</td>\n", " <td>0.242429</td>\n", " <td>0.106900</td>\n", " <td>0.234722</td>\n", " <td>0.199713</td>\n", " <td>0.170850</td>\n", " <td>...</td>\n", " <td>0.199612</td>\n", " <td>0.204267</td>\n", " <td>0.162320</td>\n", " <td>0.177400</td>\n", " <td>0.182486</td>\n", " <td>0.168967</td>\n", " <td>0.240900</td>\n", " <td>0.198540</td>\n", " <td>0.211260</td>\n", " <td>0.154700</td>\n", " </tr>\n", " <tr>\n", " <th>4.4</th>\n", " <td>0.065600</td>\n", " <td>0.179157</td>\n", " <td>0.210950</td>\n", " <td>0.198383</td>\n", " <td>0.000000</td>\n", " <td>0.248883</td>\n", " <td>0.156400</td>\n", " <td>0.232300</td>\n", " <td>0.203975</td>\n", " <td>0.224718</td>\n", " <td>...</td>\n", " <td>0.256600</td>\n", " <td>0.106900</td>\n", " <td>0.213975</td>\n", " <td>0.193763</td>\n", " <td>0.180425</td>\n", " <td>0.098260</td>\n", " <td>0.176700</td>\n", " <td>0.130213</td>\n", " <td>0.205100</td>\n", " <td>0.233800</td>\n", " </tr>\n", " <tr>\n", " <th>4.5</th>\n", " <td>0.000000</td>\n", " <td>0.193960</td>\n", " <td>0.220067</td>\n", " <td>0.188533</td>\n", " <td>0.244800</td>\n", " <td>0.140017</td>\n", " <td>0.218725</td>\n", " <td>0.214050</td>\n", " <td>0.199425</td>\n", " <td>0.169800</td>\n", " <td>...</td>\n", " <td>0.237283</td>\n", " <td>0.173557</td>\n", " <td>0.187260</td>\n", " <td>0.238050</td>\n", " <td>0.184175</td>\n", " <td>0.165300</td>\n", " <td>0.247133</td>\n", " <td>0.185775</td>\n", " <td>0.235250</td>\n", " <td>0.209500</td>\n", " </tr>\n", " <tr>\n", " <th>4.6</th>\n", " <td>0.229400</td>\n", " <td>0.155000</td>\n", " <td>0.116629</td>\n", " <td>0.205517</td>\n", " <td>0.221433</td>\n", " <td>0.203664</td>\n", " <td>0.148467</td>\n", " <td>0.273050</td>\n", " <td>0.160400</td>\n", " <td>0.176225</td>\n", " <td>...</td>\n", " <td>0.000000</td>\n", " <td>0.178225</td>\n", " <td>0.225750</td>\n", " <td>0.185767</td>\n", " <td>0.120300</td>\n", " <td>0.137700</td>\n", " <td>0.137350</td>\n", " <td>0.183275</td>\n", " <td>0.197100</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>4.7</th>\n", " <td>0.184300</td>\n", " <td>0.232700</td>\n", " <td>0.159950</td>\n", " <td>0.144400</td>\n", " <td>0.161300</td>\n", " <td>0.134360</td>\n", " <td>0.206125</td>\n", " <td>0.149975</td>\n", " <td>0.000000</td>\n", " <td>0.186340</td>\n", " <td>...</td>\n", " <td>0.000000</td>\n", " <td>0.059500</td>\n", " <td>0.165750</td>\n", " <td>0.237600</td>\n", " <td>0.190820</td>\n", " <td>0.058800</td>\n", " <td>0.225250</td>\n", " <td>0.261800</td>\n", " <td>0.103200</td>\n", " <td>0.075550</td>\n", " </tr>\n", " <tr>\n", " <th>4.8</th>\n", " <td>0.000000</td>\n", " <td>0.107667</td>\n", " <td>0.096550</td>\n", " <td>0.181325</td>\n", " <td>0.161300</td>\n", " <td>0.281700</td>\n", " <td>0.250350</td>\n", " <td>0.105450</td>\n", " <td>0.133400</td>\n", " <td>0.189200</td>\n", " <td>...</td>\n", " <td>0.199300</td>\n", " <td>0.069200</td>\n", " <td>0.282200</td>\n", " <td>0.265200</td>\n", " <td>0.163650</td>\n", " <td>0.075500</td>\n", " <td>0.108400</td>\n", " <td>0.202933</td>\n", " <td>0.067500</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>4.9</th>\n", " <td>0.078100</td>\n", " <td>0.099600</td>\n", " <td>0.086867</td>\n", " <td>0.078340</td>\n", " <td>0.077900</td>\n", " <td>0.089733</td>\n", " <td>0.080800</td>\n", " <td>0.141067</td>\n", " <td>0.153975</td>\n", " <td>0.000000</td>\n", " <td>...</td>\n", " <td>0.000000</td>\n", " <td>0.123550</td>\n", " <td>0.000000</td>\n", " <td>0.135033</td>\n", " <td>0.195800</td>\n", " <td>0.000000</td>\n", " <td>0.082100</td>\n", " <td>0.072100</td>\n", " <td>0.078550</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>5.0</th>\n", " <td>0.000000</td>\n", " <td>0.075250</td>\n", " <td>0.067500</td>\n", " <td>0.070600</td>\n", " <td>0.000000</td>\n", " <td>0.057800</td>\n", " <td>0.326000</td>\n", " <td>0.074800</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>...</td>\n", " <td>0.072700</td>\n", " <td>0.078500</td>\n", " <td>0.072767</td>\n", " <td>0.030700</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.084400</td>\n", " <td>0.070900</td>\n", " <td>0.000000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>36 rows × 181 columns</p>\n", "</div>" ], "text/plain": [ "phi -90.0 -89.0 -88.0 -87.0 -86.0 -85.0 -84.0 \\\n", "eta \n", "1.5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "1.6 0.000000 0.355900 0.000000 0.526900 0.000000 0.000000 0.000000 \n", "1.7 0.000000 0.253200 0.378900 0.459800 0.169100 0.179750 0.187200 \n", "1.8 0.141700 0.420150 0.311400 0.370620 0.000000 0.162100 0.186800 \n", "1.9 0.135300 0.000000 0.164100 0.388667 0.399800 0.243000 0.165000 \n", "2.0 0.353400 0.308690 0.303800 0.396450 0.436400 0.269900 0.170950 \n", "2.1 0.158200 0.232540 0.174500 0.259733 0.258775 0.205350 0.186400 \n", "2.2 0.220000 0.225210 0.355058 0.344350 0.291310 0.198650 0.197100 \n", "2.3 0.338300 0.249837 0.300908 0.230829 0.376617 0.163367 0.192200 \n", "2.4 0.299714 0.245888 0.354560 0.263557 0.330100 0.240408 0.202240 \n", "2.5 0.220817 0.310787 0.407230 0.271920 0.355700 0.243955 0.222678 \n", "2.6 0.289325 0.340494 0.396958 0.356700 0.326283 0.234962 0.207600 \n", "2.7 0.377340 0.309629 0.408500 0.395922 0.457153 0.245200 0.208144 \n", "2.8 0.406600 0.422255 0.336575 0.463889 0.405786 0.275860 0.226343 \n", "2.9 0.304183 0.299586 0.437578 0.310589 0.414592 0.250408 0.234600 \n", "3.0 0.177300 0.208607 0.246791 0.234960 0.247550 0.242510 0.243250 \n", "3.1 0.176850 0.174825 0.200000 0.216220 0.238011 0.223344 0.236530 \n", "3.2 0.207217 0.190643 0.215775 0.195622 0.211843 0.222592 0.206457 \n", "3.3 0.212500 0.178411 0.200142 0.205387 0.247040 0.214215 0.205026 \n", "3.4 0.203900 0.229470 0.212793 0.225382 0.197680 0.207650 0.190145 \n", "3.5 0.209767 0.209209 0.214618 0.193182 0.223942 0.226656 0.224200 \n", "3.6 0.203100 0.199025 0.162311 0.218986 0.214600 0.202833 0.237267 \n", "3.7 0.254600 0.220037 0.224288 0.228317 0.203760 0.202433 0.130050 \n", "3.8 0.189386 0.212550 0.212787 0.218413 0.180314 0.182820 0.195475 \n", "3.9 0.152200 0.173320 0.202150 0.224311 0.203382 0.180042 0.179955 \n", "4.0 0.174950 0.188591 0.202700 0.200275 0.226100 0.202900 0.208282 \n", "4.1 0.188150 0.182111 0.192187 0.182120 0.160708 0.180787 0.218877 \n", "4.2 0.204350 0.204967 0.157154 0.230100 0.194117 0.193585 0.167480 \n", "4.3 0.111900 0.163650 0.242429 0.170043 0.233867 0.242429 0.106900 \n", "4.4 0.065600 0.179157 0.210950 0.198383 0.000000 0.248883 0.156400 \n", "4.5 0.000000 0.193960 0.220067 0.188533 0.244800 0.140017 0.218725 \n", "4.6 0.229400 0.155000 0.116629 0.205517 0.221433 0.203664 0.148467 \n", "4.7 0.184300 0.232700 0.159950 0.144400 0.161300 0.134360 0.206125 \n", "4.8 0.000000 0.107667 0.096550 0.181325 0.161300 0.281700 0.250350 \n", "4.9 0.078100 0.099600 0.086867 0.078340 0.077900 0.089733 0.080800 \n", "5.0 0.000000 0.075250 0.067500 0.070600 0.000000 0.057800 0.326000 \n", "\n", "phi -83.0 -82.0 -81.0 ... 81.0 82.0 83.0 \\\n", "eta ... \n", "1.5 0.000000 0.000000 0.000000 ... 0.000000 0.000000 0.000000 \n", "1.6 0.000000 0.000000 0.000000 ... 0.000000 0.000000 0.000000 \n", "1.7 0.000000 0.228125 0.177800 ... 0.124700 0.000000 0.000000 \n", "1.8 0.159033 0.121133 0.222767 ... 0.159050 0.128229 0.148540 \n", "1.9 0.143320 0.200000 0.000000 ... 0.157660 0.189700 0.159575 \n", "2.0 0.177560 0.151720 0.162122 ... 0.152460 0.158525 0.185100 \n", "2.1 0.167020 0.168629 0.163200 ... 0.183743 0.185325 0.192740 \n", "2.2 0.194667 0.158688 0.167200 ... 0.179700 0.180930 0.190475 \n", "2.3 0.163618 0.150042 0.178250 ... 0.181967 0.188125 0.184033 \n", "2.4 0.182417 0.175910 0.164650 ... 0.182113 0.200911 0.197689 \n", "2.5 0.227625 0.181771 0.177013 ... 0.186971 0.210333 0.198900 \n", "2.6 0.213810 0.189312 0.183936 ... 0.202918 0.204109 0.231210 \n", "2.7 0.227821 0.204533 0.200750 ... 0.207200 0.206678 0.231667 \n", "2.8 0.227864 0.228122 0.200971 ... 0.212292 0.210667 0.233809 \n", "2.9 0.220500 0.217856 0.228570 ... 0.245578 0.240820 0.224706 \n", "3.0 0.238464 0.220591 0.235342 ... 0.242127 0.230633 0.234608 \n", "3.1 0.227418 0.238523 0.241125 ... 0.234573 0.251121 0.221583 \n", "3.2 0.208845 0.220572 0.213885 ... 0.255383 0.226518 0.242144 \n", "3.3 0.204368 0.234333 0.206138 ... 0.242873 0.233411 0.231791 \n", "3.4 0.184869 0.207871 0.206950 ... 0.246590 0.192967 0.190444 \n", "3.5 0.184867 0.235280 0.194992 ... 0.231978 0.235050 0.226567 \n", "3.6 0.190858 0.205893 0.208320 ... 0.216200 0.196613 0.239618 \n", "3.7 0.174056 0.218980 0.186362 ... 0.199267 0.214478 0.197508 \n", "3.8 0.191514 0.187533 0.206857 ... 0.212150 0.189386 0.240175 \n", "3.9 0.224317 0.201767 0.182942 ... 0.217258 0.201900 0.195956 \n", "4.0 0.218286 0.244600 0.171700 ... 0.175250 0.243971 0.205017 \n", "4.1 0.195705 0.173257 0.224460 ... 0.199680 0.186400 0.223425 \n", "4.2 0.154408 0.174150 0.241283 ... 0.134962 0.201320 0.212757 \n", "4.3 0.234722 0.199713 0.170850 ... 0.199612 0.204267 0.162320 \n", "4.4 0.232300 0.203975 0.224718 ... 0.256600 0.106900 0.213975 \n", "4.5 0.214050 0.199425 0.169800 ... 0.237283 0.173557 0.187260 \n", "4.6 0.273050 0.160400 0.176225 ... 0.000000 0.178225 0.225750 \n", "4.7 0.149975 0.000000 0.186340 ... 0.000000 0.059500 0.165750 \n", "4.8 0.105450 0.133400 0.189200 ... 0.199300 0.069200 0.282200 \n", "4.9 0.141067 0.153975 0.000000 ... 0.000000 0.123550 0.000000 \n", "5.0 0.074800 0.000000 0.000000 ... 0.072700 0.078500 0.072767 \n", "\n", "phi 84.0 85.0 86.0 87.0 88.0 89.0 90.0 \n", "eta \n", "1.5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "1.6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "1.7 0.140200 0.177500 0.475900 0.275300 0.000000 0.244850 0.000000 \n", "1.8 0.147600 0.213700 0.396150 0.000000 0.417850 0.216000 0.116000 \n", "1.9 0.180275 0.193267 0.321533 0.484200 0.376680 0.431967 0.368800 \n", "2.0 0.173757 0.251557 0.274000 0.420800 0.393471 0.451720 0.210150 \n", "2.1 0.239333 0.207709 0.304762 0.496100 0.302591 0.418425 0.300133 \n", "2.2 0.179700 0.197150 0.340950 0.189017 0.288957 0.287525 0.371600 \n", "2.3 0.213550 0.218757 0.164600 0.316006 0.378400 0.296345 0.267340 \n", "2.4 0.209911 0.300017 0.327933 0.281250 0.398044 0.257986 0.277720 \n", "2.5 0.233993 0.235725 0.309443 0.324073 0.338838 0.239044 0.244100 \n", "2.6 0.205230 0.258256 0.365645 0.380542 0.456878 0.311717 0.340000 \n", "2.7 0.214758 0.258890 0.398944 0.473256 0.495275 0.437533 0.433650 \n", "2.8 0.218453 0.285085 0.461650 0.429129 0.402710 0.501223 0.449325 \n", "2.9 0.230070 0.255575 0.248833 0.352486 0.193442 0.296429 0.450613 \n", "3.0 0.220050 0.246807 0.214400 0.207507 0.253059 0.225075 0.279833 \n", "3.1 0.218742 0.230860 0.193880 0.212775 0.199833 0.201575 0.223025 \n", "3.2 0.234206 0.246940 0.251643 0.234863 0.194550 0.191622 0.224000 \n", "3.3 0.228750 0.225615 0.243327 0.239650 0.197650 0.220333 0.227175 \n", "3.4 0.211069 0.248655 0.218693 0.251355 0.221371 0.222414 0.201875 \n", "3.5 0.215307 0.216286 0.228554 0.227711 0.227467 0.241487 0.225700 \n", "3.6 0.216460 0.215436 0.214009 0.223700 0.205814 0.204694 0.224175 \n", "3.7 0.253433 0.221809 0.165333 0.235983 0.210500 0.209729 0.225800 \n", "3.8 0.226765 0.200056 0.213332 0.218785 0.229146 0.201712 0.208350 \n", "3.9 0.234673 0.187436 0.227500 0.218291 0.201937 0.212855 0.172500 \n", "4.0 0.199178 0.194200 0.166775 0.186650 0.200456 0.179150 0.193475 \n", "4.1 0.223700 0.198700 0.211793 0.210700 0.168300 0.200883 0.202600 \n", "4.2 0.143350 0.162450 0.185694 0.196530 0.181363 0.124100 0.154300 \n", "4.3 0.177400 0.182486 0.168967 0.240900 0.198540 0.211260 0.154700 \n", "4.4 0.193763 0.180425 0.098260 0.176700 0.130213 0.205100 0.233800 \n", "4.5 0.238050 0.184175 0.165300 0.247133 0.185775 0.235250 0.209500 \n", "4.6 0.185767 0.120300 0.137700 0.137350 0.183275 0.197100 0.000000 \n", "4.7 0.237600 0.190820 0.058800 0.225250 0.261800 0.103200 0.075550 \n", "4.8 0.265200 0.163650 0.075500 0.108400 0.202933 0.067500 0.000000 \n", "4.9 0.135033 0.195800 0.000000 0.082100 0.072100 0.078550 0.000000 \n", "5.0 0.030700 0.000000 0.000000 0.000000 0.084400 0.070900 0.000000 \n", "\n", "[36 rows x 181 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pivoted" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.heatmap(\n", " df_pivoted,\n", " robust=True,\n", " square=False,\n", " cmap=colormaps[\"rainbow\"],\n", " xticklabels=False,\n", " yticklabels=False,\n", " vmax=0.8,\n", ")\n", "ax.set_yticks([5, 15, 25, 35], [2, 3, 4, 5])\n", "ax.set_xticks([39, 89, 139], [-100, 0, 100])\n", "# ax.set_xticks([79, 179, 279], [-100, 0, 100])\n", "ax.set_xlabel(f\"$\\phi$ [deg]\")\n", "ax.set_ylabel(f\"$\\eta$\")\n", "\n", "# ax.set_yticklabels([])\n", "ax.invert_yaxis()\n", "ax.set_title(\"LHCb VELO $x/X_0$\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tuner", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2}
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