{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from pathlib import Path\n", "import numpy as np\n", "\n", "dataDir = Path('/scratch/guenther/MCParticleData')\n", "file = 'bsphiphi500.h5'\n", "zReference = 8520.\n", "zMagnetParams = [5212.38, 406.609, -1102.35, -498.039]\n", "xParams = [18.6195, -5.55793]\n", "xLayers = [0,3,4,7,8,11]\n", "uvLayers = [1,2,5,6,9,10]\n", "\n", "with pd.HDFStore(dataDir/file, mode='r') as eventData:\n", " tmp = []\n", " # event loop\n", " for iEvent in range(0, 500):\n", " hits = eventData[str(iEvent)]\n", " tmp.append(hits.copy())\n", " allHits = pd.concat(tmp, ignore_index=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Hough Histogram Studies\n", "## Occupancy of the Detector\n", "* data contains all x hits of 500 events in the range [-3000,3000]mm\n", "* the first plot shows the coarse distribution of these hits along x\n", "* the occupancy is higher in the central region than at the edges as expected\n", "\n", "## Hough Histogram Binning\n", "* the idea is to adjust the histogram's bin width along x such that every bin contains the same number of hits on average\n", "* two approaches have been tested, one of which is shown below\n", "1. in a **first attempt**, I fitted the (right) flank of the occupancy distribution with a 5th order polynomial to describe the occupancy for most of the range\n", " - to find regions of equal content, i.e. the desired bins, the culumative distribution must be calculated from which the quantiles (i.e. 500 quantiles for 500 bins) can (in theory) be calculated by $x_{Q}=F^{-1}(p)$ where $p$ is the \"probability\" given by $i_{bin}/N_{Bins}$\n", " - for polynomials of order higher than 3 this is, however, not analytically doable\n", " - other functions might be possible, but since there is an easier approach, I didn't look further into this\n", "2. the **second approach** numerically calculates the quantiles for the full occupancy distribution using `pandas.qcut` function\n", " - this function directly gives the bin edges containing an equal amount of x hits\n", " - the bin edges are then enumerated and this enumeration is plotted against the edges, which is shown for different number of bins below\n", " - the resulting distribution is fitted with $f(x)=p_0+\\frac{p_1\\cdot x}{1+|p_2\\cdot x|}$, which is chosen because it's computionally faster than e.g. a Sigmoid\n", " - the fitted function gives a direct mapping $x\\to i_{Bin}$ when downcasted to integer values\n", " - the resulting minimal and maximal width of the bins is shown in the table and the last plot below for different total numbers of bins\n", " - 1000 bins have minimal bin width of 1.625mm which is of the order of the Hough Projection's resolution for high momentum tracks\n", " - the parameters for this scenario are $p_0=505.675291$, $p_1=0.453316164$ and $p_2=5.57027462\\times 10^{-4}$\n", " - to avoid negative bin numbers arising from the imperfection of the parametrisation, the parameter $p_0$ can be shifted by +2.5 for 1000 bins\n", " - also because of the imperfection of the parametrisation, the real number of bins later on will be slightly higher, which is also shown in the table\n", " - the inverse. i.e. the mapping $i_{bin}\\to x$ is $x=\\frac{p_0-i_{Bin}}{p_0\\cdot p_2-p_1-p_2\\cdot i_{Bin}}$ for $i\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NBINSnBinsRealminBinWidthmaxBinWidth
06006102.75072.399902
17007122.37561.944386
28008132.00054.544922
39009161.75049.346866
4100010171.62544.815297
5110011191.37540.286656
6120012211.37536.824951
7130013231.25034.324951
8140014241.12531.924148
9150015271.00030.625244
\n", "" ], "text/plain": [ " NBINS nBinsReal minBinWidth maxBinWidth\n", "0 600 610 2.750 72.399902\n", "1 700 712 2.375 61.944386\n", "2 800 813 2.000 54.544922\n", "3 900 916 1.750 49.346866\n", "4 1000 1017 1.625 44.815297\n", "5 1100 1119 1.375 40.286656\n", "6 1200 1221 1.375 36.824951\n", "7 1300 1323 1.250 34.324951\n", "8 1400 1424 1.125 31.924148\n", "9 1500 1527 1.000 30.625244" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.optimize import curve_fit\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "data = allHits.loc[(allHits['pc'].isin(xLayers)) & (allHits['x']<=3200) & (allHits['x']>=-3200)]['x']\n", "\n", "urax = data.plot.hist(bins=25, title='Integrated SciFi Hit Distribution (X Layers)', figsize=(12,10), fontsize=20, edgecolor='black')\n", "urax.set_xlabel('x [mm]', fontsize=24)\n", "urax.set_ylabel('Count', fontsize=24)\n", "urax.title.set_size(24)\n", "#out_0,equal_bins_0 = pd.qcut(data, q=25, retbins=True)\n", "#urax0 = data.plot.hist(bins=equal_bins_0, title='Integrated SciFi Hit Distribution (X Layers)', figsize=(12,10), fontsize=20, edgecolor='black')\n", "#urax0.set_xlabel('x [mm]', fontsize=24)\n", "#urax0.set_ylabel('Count', fontsize=24)\n", "#urax0.title.set_size(24)\n", "def fit3(x, p0, p1, p2, p3, p4, p5, p6, p7):\n", " return p0 + p1 * x + p2 * x**2 + p3 * x**3 + p4 * x**4 + p5 * x**5 + p6 * x**6 + p7 * x**7\n", "\n", "def fitFastSigmoid(x, p0, p1, p2 ):\n", " return p0 + p1 * x / (1 + abs(x * p2) ) \n", "\n", "def FastSigmoidInverse(y, p0, p1, p2):\n", " return (y - p0) / (p0 * p2 + p1 - p2 * y)#(p0 - y) / (p0 * p2 - p1 - p2 * y)\n", "\n", "NBINS=[600, 700, 800, 900, 1000, 1100, 1200, 1300, 1400, 1500]\n", "SHIFTS = [1.1, 1.5, 1.8, 2.2, 5.5, 4.9, 3.2, 3.6, 3.9, 4.2]\n", "minBinWidths = []\n", "maxBinWidths = []\n", "nBinsReal = []\n", "fig, axes = plt.subplots(nrows=2, ncols=5, figsize=(24, 10))\n", "for i, BINS in enumerate(NBINS):\n", " out,equal_bins = pd.qcut(data, q=BINS, retbins=True)\n", " binWidths = np.array([ abs(equal_bins[i] - equal_bins[i+1]) for i in range(len(equal_bins)-1)])\n", " minBinWidths.append( binWidths.min() )\n", " maxBinWidths.append( binWidths.max() )\n", " #equal_bincenters = np.array([0.5 * ( equal_bins[i] + equal_bins[i+1] ) for i in range(len(equal_bins)-1)] ) \n", " popt, pcov = curve_fit( fitFastSigmoid, xdata=equal_bins[:-1], ydata=np.arange(0, BINS) )\n", " if i<5:\n", " axes[0,i].plot(equal_bins[:-1], np.arange(0, BINS), '.', label='data')\n", " axes[0,i].plot(equal_bins[:-1], fitFastSigmoid(equal_bins[:-1], *popt), label=f'p0={popt[0]}\\np1={popt[1]}\\np2={popt[2]}\\n')\n", " axes[0,i].legend()\n", " else:\n", " axes[1,i-5].plot(equal_bins[:-1], np.arange(0, BINS), '.', label='data')\n", " axes[1,i-5].plot(equal_bins[:-1], fitFastSigmoid(equal_bins[:-1], *popt), label=f'p0={popt[0]}\\np1={popt[1]}\\np2={popt[2]}\\n')\n", " axes[1,i-5].legend()\n", " nBinsReal.append(abs(int(fitFastSigmoid(-3000, popt[0], popt[1], popt[2])) - int(fitFastSigmoid(3000, popt[0], popt[1], popt[2]))))\n", " ###############33\n", " # SHIFT A BIT UPWARDS TO AVOID NEGATIVE INDICES p0+2.5\n", " ################################3#\n", " shift = SHIFTS[i]\n", " print(f'BINS={BINS}')\n", " print(f'shift={shift}')\n", " print(popt)\n", " print(f'at -3000 = {int(fitFastSigmoid(-3000., popt[0]+shift, popt[1], popt[2]))}')\n", " print(f'at 3000 = {int(fitFastSigmoid(3000., popt[0]+shift, popt[1], popt[2]))}')\n", " print(f'at -3000 = {fitFastSigmoid(-3000., popt[0]+shift, popt[1], popt[2])}')\n", " print(f'at 3000 = {fitFastSigmoid(3000., popt[0]+shift, popt[1], popt[2])}')\n", " #print(f'inv at 0 = {FastSigmoidInverse(506, popt[0]+shift, popt[1], popt[2])}')\n", " #print(f'inv at 1016 = {FastSigmoidInverse(1016, popt[0]+shift, popt[1], popt[2])}')\n", " print()\n", "binData = pd.DataFrame({'NBINS':NBINS, 'nBinsReal': nBinsReal,'minBinWidth':minBinWidths, 'maxBinWidth':maxBinWidths})\n", "ax = binData.plot(x='NBINS', y=['minBinWidth', 'maxBinWidth'], logy=True)\n", "binData\n", "#out,equal_bins = pd.qcut(data, q=1000, retbins=True)\n", "#fig, axis = plt.subplots(figsize=(12,10))\n", "#axis.set_title('Mapping Bin Number to x Position', fontsize=24)\n", "#axis.plot(equal_bins[:-1], np.arange(0,1000), '.' )\n", "#axis.set_xlabel('x [mm]', fontsize=24)\n", "#axis.set_ylabel('Bin Number', fontsize=24)\n", "#axis.tick_params(axis='both', which='major', labelsize=20)\n", "#axis.tick_params(axis='both', which='minor', labelsize=16)\n", "#popt, pcov = curve_fit( fitFastSigmoid, xdata=equal_bins[:-1], ydata=np.arange(0, 1000) )\n", "#axis.plot(equal_bins[:-1], fitFastSigmoid(equal_bins[:-1], *popt), label=f'p0={popt[0]}\\np1={popt[1]}\\np2={popt[2]}\\n', color='red', markersize=24)\n", "#axis.legend(fontsize=20)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.6 (conda)", "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": "3.10.6" }, "vscode": { "interpreter": { "hash": "a2eff8b4da8b8eebf5ee2e5f811f31a557e0a202b4d2f04f849b065340a6eda6" } } }, "nbformat": 4, "nbformat_minor": 4 }