Machine Learning Kurs im Rahmen der Studierendentage im SS 2023
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Test Histogramm Fitting in pyROOT"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import math\n",
"#import ROOT\n",
"from ROOT import TCanvas, TFile, TProfile, TNtuple, TH1D, TH2D, TF1 \n",
"from ROOT import gROOT, gBenchmark, gRandom, gSystem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Read data previously used from text file and put it in a numpy array"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = np.genfromtxt('D0Mass.txt', dtype='d')\n",
"print(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create histogramm and draw"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"d0 = TH1D( 'd0', 'D0 Mass ', 200, 1700. , 2000. )\n",
"for x in data :\n",
" d0.Fill(x)\n",
"c = TCanvas( 'myC', 'Dynamic Filling Example',700, 500 )\n",
"d0.Draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To display the notebook draw the canvas."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# %jsroot on\n",
"c.Draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"perform Fit"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"func = TF1(\"func\", 'gaus', 1840. , 1880.)\n",
"myfit = d0.Fit(func,\"S\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"c.Draw()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}