From e35eda2d320d6a61c44d01b1b071d7a28de0c81e Mon Sep 17 00:00:00 2001 From: cetin Date: Mon, 5 Feb 2024 15:44:27 +0100 Subject: [PATCH] thesis --- notebooks/thesis_electrons.ipynb | 174 +++++++++++++++--- notebooks/trackinglosses_photons.ipynb | 103 +++++++---- ...ckinglosses_rad_length_endVelo2endUT.ipynb | 87 +++++---- ...it_linear_regression_model.cpython-310.pyc | Bin 0 -> 3393 bytes thesis/emitted_energy.pdf | Bin 114572 -> 114572 bytes thesis/emitted_energy_difference.pdf | Bin 127106 -> 1207 bytes thesis/emitted_energy_endVelo2endT.pdf | Bin 0 -> 114513 bytes thesis/emitted_energy_endVelo2endUT.pdf | Bin 0 -> 114921 bytes 8 files changed, 258 insertions(+), 106 deletions(-) create mode 100644 notebooks/utils/__pycache__/fit_linear_regression_model.cpython-310.pyc create mode 100644 thesis/emitted_energy_endVelo2endT.pdf create mode 100644 thesis/emitted_energy_endVelo2endUT.pdf diff --git a/notebooks/thesis_electrons.ipynb b/notebooks/thesis_electrons.ipynb index e8d1d16..8fd04f0 100644 --- a/notebooks/thesis_electrons.ipynb +++ b/notebooks/thesis_electrons.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 30, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -34,7 +34,7 @@ "50501" ] }, - "execution_count": 31, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -54,26 +54,153 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "50501 * {\n", + " all_endvtx_types_length: int32,\n", + " all_endvtx_types: var * float32,\n", + " all_endvtx_x_length: int32,\n", + " all_endvtx_x: var * float32,\n", + " all_endvtx_y_length: int32,\n", + " all_endvtx_y: var * float32,\n", + " all_endvtx_z_length: int32,\n", + " all_endvtx_z: var * float32,\n", + " brem_photons_pe_length: int32,\n", + " brem_photons_pe: var * float32,\n", + " brem_photons_px_length: int32,\n", + " brem_photons_px: var * float32,\n", + " brem_photons_py_length: int32,\n", + " brem_photons_py: var * float32,\n", + " brem_photons_pz_length: int32,\n", + " brem_photons_pz: var * float32,\n", + " brem_vtx_x_length: int32,\n", + " brem_vtx_x: var * float32,\n", + " brem_vtx_y_length: int32,\n", + " brem_vtx_y: var * float32,\n", + " brem_vtx_z_length: int32,\n", + " brem_vtx_z: var * float32,\n", + " endvtx_type: int32,\n", + " endvtx_x: float64,\n", + " endvtx_y: float64,\n", + " endvtx_z: float64,\n", + " energy: float64,\n", + " eta: float64,\n", + " event_count: int32,\n", + " fromB: bool,\n", + " fromD: bool,\n", + " fromDecay: bool,\n", + " fromHadInt: bool,\n", + " fromPV: bool,\n", + " fromPairProd: bool,\n", + " fromSignal: bool,\n", + " fromStrange: bool,\n", + " ideal_state_770_qop: float64,\n", + " ideal_state_770_tx: float64,\n", + " ideal_state_770_ty: float64,\n", + " ideal_state_770_x: float64,\n", + " ideal_state_770_y: float64,\n", + " ideal_state_770_z: float64,\n", + " ideal_state_9410_qop: float64,\n", + " ideal_state_9410_tx: float64,\n", + " ideal_state_9410_ty: float64,\n", + " ideal_state_9410_x: float64,\n", + " ideal_state_9410_y: float64,\n", + " ideal_state_9410_z: float64,\n", + " isElectron: bool,\n", + " isKaon: bool,\n", + " isMuon: bool,\n", + " isPion: bool,\n", + " isProton: bool,\n", + " lost: bool,\n", + " lost_in_track_fit: bool,\n", + " match_fraction: float32,\n", + " mc_chi2: float32,\n", + " mc_dSlope: float32,\n", + " mc_dSlopeY: float32,\n", + " mc_distX: float32,\n", + " mc_distY: float32,\n", + " mc_teta2: float32,\n", + " mc_zMag: float32,\n", + " mcp_idx: int32,\n", + " mother_id: int32,\n", + " mother_key: int32,\n", + " originvtx_type: int32,\n", + " originvtx_x: float64,\n", + " originvtx_y: float64,\n", + " originvtx_z: float64,\n", + " p: float64,\n", + " p_end_scifi: float64,\n", + " p_end_ut: float64,\n", + " p_end_velo: float64,\n", + " phi: float64,\n", + " pid: int32,\n", + " pt: float64,\n", + " px: float64,\n", + " py: float64,\n", + " pz: float64,\n", + " quality: int32,\n", + " rad_length_frac: float64,\n", + " scifi_hit_pos_x_length: int32,\n", + " scifi_hit_pos_x: var * float32,\n", + " scifi_hit_pos_y_length: int32,\n", + " scifi_hit_pos_y: var * float32,\n", + " scifi_hit_pos_z_length: int32,\n", + " scifi_hit_pos_z: var * float32,\n", + " track_p: float64,\n", + " track_pt: float64,\n", + " tx: float64,\n", + " ty: float64,\n", + " ut_hit_pos_x_length: int32,\n", + " ut_hit_pos_x: var * float32,\n", + " ut_hit_pos_y_length: int32,\n", + " ut_hit_pos_y: var * float32,\n", + " ut_hit_pos_z_length: int32,\n", + " ut_hit_pos_z: var * float32,\n", + " velo_hit_pos_x_length: int32,\n", + " velo_hit_pos_x: var * float32,\n", + " velo_hit_pos_y_length: int32,\n", + " velo_hit_pos_y: var * float32,\n", + " velo_hit_pos_z_length: int32,\n", + " velo_hit_pos_z: var * float32,\n", + " velo_track_idx: int32,\n", + " velo_track_tx: float64,\n", + " velo_track_ty: float64,\n", + " velo_track_x: float64,\n", + " velo_track_y: float64,\n", + " velo_track_z: float64\n", + "}\n" + ] + } + ], "source": [ - "# electrons.type.show()" + "electrons.type.show()" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "found = electrons[~electrons.lost]\n", - "lost = electrons[electrons.lost]\n", + "cut_prop: bool = electrons.p_end_velo > 3e3\n", + "found = electrons[~electrons.lost & cut_prop]\n", + "lost = electrons[electrons.lost & cut_prop]\n", "\n", "eloss_found = (found[\"p\"] - found[\"p_end_scifi\"]) / found[\"p\"]\n", "eloss_lost = (lost[\"p\"] - lost[\"p_end_scifi\"]) / lost[\"p\"]\n", "\n", - "eloss = (electrons[\"p\"] - electrons[\"p_end_scifi\"]) / electrons[\"p\"]" + "eloss = (electrons[\"p\"] - electrons[\"p_end_scifi\"]) / electrons[\"p\"]\n", + "eloss_magnet_found = ak.to_numpy(\n", + " (found[\"p_end_velo\"] - found[\"p_end_scifi\"]) / found[\"p_end_velo\"]\n", + ")\n", + "eloss_magnet_lost = ak.to_numpy(\n", + " (lost[\"p_end_velo\"] - lost[\"p_end_scifi\"]) / lost[\"p_end_velo\"]\n", + ")" ] }, { @@ -88,12 +215,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -105,7 +232,7 @@ "source": [ "nbins = 50\n", "plt.hist(\n", - " ak.to_numpy(eloss_lost),\n", + " ak.to_numpy(eloss_magnet_lost),\n", " bins=nbins,\n", " density=True,\n", " alpha=0.5,\n", @@ -116,7 +243,7 @@ ")\n", "# #2A9D8F another teal color\n", "plt.hist(\n", - " ak.to_numpy(eloss_found),\n", + " ak.to_numpy(eloss_magnet_found),\n", " bins=nbins,\n", " density=True,\n", " alpha=0.5,\n", @@ -126,12 +253,14 @@ " range=[0.001, 1],\n", ")\n", "\n", - "plt.xlabel(r\"$E_\\gamma/E_0$\")\n", + "plt.xlabel(r\"$E_\\gamma/E_{VELO}$\")\n", "plt.ylabel(\"a.u.\")\n", "# plt.title(r'$B\\rightarrow K^\\ast ee$, $p>5$GeV, photons w/ brem_vtx_z$<9500$mm')\n", "plt.legend(title=\"LHCb Simulation\")\n", - "\n", - "plt.savefig(\"/work/cetin/Projektpraktikum/thesis/emitted_energy.pdf\", format=\"PDF\")" + "plt.show()\n", + "# plt.savefig(\n", + "# \"/work/cetin/Projektpraktikum/thesis/emitted_energy_endVelo2endT.pdf\",\n", + "# format=\"PDF\")" ] }, { @@ -186,12 +315,15 @@ ], "source": [ "fig = plt.figure()\n", - "plt.hist(\n", - " array[\"z_mag_x_fringe\"], bins=50, range=[5150, 5300], color=\"#2A9D8F\", density=True\n", - ")\n", + "plt.hist(array[\"z_mag_x_fringe\"],\n", + " bins=50,\n", + " range=[5150, 5300],\n", + " color=\"#2A9D8F\",\n", + " density=True)\n", "plt.xlabel(r\"z$_{Mag}$ [mm]\")\n", "plt.ylabel(\"Number of Tracks (normalised)\")\n", - "mplhep.lhcb.text(\"Simulation\")" + "mplhep.lhcb.text(\"Simulation\")\n", + "mplhep." ] }, { diff --git a/notebooks/trackinglosses_photons.ipynb b/notebooks/trackinglosses_photons.ipynb index 4467edc..8484de9 100644 --- a/notebooks/trackinglosses_photons.ipynb +++ b/notebooks/trackinglosses_photons.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -21,11 +21,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "file = uproot.open(\"/work/cetin/Projektpraktikum/trackinglosses_B_photon_cuts.root\")\n", + "file = uproot.open(\n", + " \"/work/cetin/Projektpraktikum/trackinglosses_B_photon_cuts.root\")\n", "\n", "# selektiere nur elektronen von B->K*ee\n", "allcolumns = []\n", @@ -35,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -71,7 +72,7 @@ "" ] }, - "execution_count": 18, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -82,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -121,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -135,11 +136,14 @@ "for jelec in range(ak.num(allcolumns[jcut], axis=0)):\n", " energy_emissions.begin_record()\n", " energy_emissions.field(\"lost\").boolean(\n", - " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"lost\"])\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"lost\"]\n", + " )\n", " energy_emissions.field(\"rad_length_frac\").real(\n", - " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"rad_length_frac\"])\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"rad_length_frac\"]\n", + " )\n", " energy_emissions.field(\"energy\").real(\n", - " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"energy\"])\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"energy\"]\n", + " )\n", "\n", " tmp_velo = 0\n", " tmp_richut = 0\n", @@ -149,26 +153,34 @@ " tmp_neither_length = 0\n", "\n", " for jphoton in range(\n", - " ak.num(\n", - " allcolumns[jcut][jelec][Cuts[str(jcut)] + \"Cut_\" +\n", - " \"brem_photons_pe\"],\n", - " axis=0,\n", - " )):\n", - " if (allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_vtx_z\",\n", - " jphoton] <= 770):\n", - " tmp_velo += allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" +\n", - " \"brem_photons_pe\", jphoton]\n", + " ak.num(\n", + " allcolumns[jcut][jelec][Cuts[str(jcut)] + \"Cut_\" + \"brem_photons_pe\"],\n", + " axis=0,\n", + " )\n", + " ):\n", + " if (\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_vtx_z\", jphoton]\n", + " <= 770\n", + " ):\n", + " tmp_velo += allcolumns[jcut][\n", + " jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_photons_pe\", jphoton\n", + " ]\n", " tmp_velo_length += 1\n", - " elif (allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_vtx_z\",\n", - " jphoton]\n", - " > 770) and (allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" +\n", - " \"brem_vtx_z\", jphoton] <= 2700):\n", - " tmp_richut += allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" +\n", - " \"brem_photons_pe\", jphoton]\n", + " elif (\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_vtx_z\", jphoton]\n", + " > 770\n", + " ) and (\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_vtx_z\", jphoton]\n", + " <= 2700\n", + " ):\n", + " tmp_richut += allcolumns[jcut][\n", + " jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_photons_pe\", jphoton\n", + " ]\n", " tmp_richut_length += 1\n", " else:\n", - " tmp_neither += allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" +\n", - " \"brem_photons_pe\", jphoton]\n", + " tmp_neither += allcolumns[jcut][\n", + " jelec, Cuts[str(jcut)] + \"Cut_\" + \"brem_photons_pe\", jphoton\n", + " ]\n", " tmp_neither_length += 1\n", "\n", " energy_emissions.field(\"velo_length\").integer(tmp_velo_length)\n", @@ -180,12 +192,16 @@ " energy_emissions.field(\"neither_length\").integer(tmp_neither_length)\n", " energy_emissions.field(\"downstream\").real(tmp_neither)\n", "\n", - " energy_emissions.field(\"photon_length\").integer(tmp_richut_length +\n", - " tmp_velo_length)\n", + " energy_emissions.field(\"photon_length\").integer(tmp_richut_length + tmp_velo_length)\n", "\n", - " if ((tmp_velo == 0) and (tmp_richut == 0)\n", - " or (allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"energy\"] -\n", - " tmp_velo < 3000)):\n", + " if (\n", + " (tmp_velo == 0)\n", + " and (tmp_richut == 0)\n", + " or (\n", + " allcolumns[jcut][jelec, Cuts[str(jcut)] + \"Cut_\" + \"energy\"] - tmp_velo\n", + " < 3000\n", + " )\n", + " ):\n", " energy_emissions.field(\"quality\").integer(0)\n", " else:\n", " energy_emissions.field(\"quality\").integer(1)\n", @@ -198,18 +214,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -259,20 +284,20 @@ " density=True,\n", " alpha=0.5,\n", " histtype=\"bar\",\n", - " color=\"#107E7D\",\n", + " color=\"#2A9D8F\", # \"#107E7D\",\n", " label=\"found\",\n", " range=[-xlim, xlim],\n", ")\n", "# plt.xlim(-20000, 20000)\n", "# plt.yscale(\"log\")\n", "# plt.title(\"emitted energy difference\")\n", - "plt.xlabel(r\"$E_{VELO} - E_{RICH1+UT}$ [MeV]\")\n", + "plt.xlabel(r\"$\\Delta E_{VELO} - \\Delta E_{RICH1+UT}$ [MeV]\")\n", "plt.ylabel(\"a.u.\")\n", "plt.legend(title=\"LHCb Simulation\")\n", "plt.show()\n", - "# plt.savefig(\n", - "# \"/work/cetin/Projektpraktikum/thesis/emitted_energy_difference.pdf\",\n", - "# format=\"PDF\")" + "plt.savefig(\n", + " \"/work/cetin/Projektpraktikum/thesis/emitted_energy_difference.pdf\", format=\"PDF\"\n", + ")" ] }, { diff --git a/notebooks/trackinglosses_rad_length_endVelo2endUT.ipynb b/notebooks/trackinglosses_rad_length_endVelo2endUT.ipynb index 540e455..5177bcf 100644 --- a/notebooks/trackinglosses_rad_length_endVelo2endUT.ipynb +++ b/notebooks/trackinglosses_rad_length_endVelo2endUT.ipynb @@ -2,19 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/auto/work/cetin\n" - ] - } - ], + "outputs": [], "source": [ - "%cd ..\n", + "\n", "import uproot\t\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -23,16 +15,20 @@ "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", + "from utils.fit_linear_regression_model import fit_linear_regression_model\n", "import sklearn\n", "import seaborn as sns\n", "import pandas as pd\n", + "import mplhep\n", + "mplhep.style.use([\"LHCbTex2\"])\n", + "\n", + "plt.rcParams[\"savefig.dpi\"] = 600\n", "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -87,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -124,14 +120,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -144,7 +140,7 @@ " bins=100,\n", " density=True,\n", " alpha=0.5,\n", - " color=\"darkorange\",\n", + " color=\"#F05342\",\n", " histtype=\"bar\",\n", " label=\"lost\",\n", " range=[0, 1],\n", @@ -154,7 +150,7 @@ " bins=100,\n", " density=True,\n", " alpha=0.5,\n", - " color=\"blue\",\n", + " color=\"#2A9D8F\",\n", " histtype=\"bar\",\n", " label=\"found\",\n", " range=[0, 1],\n", @@ -272,14 +268,16 @@ " y = found[\"ideal_state_9410_y\"]\n", " qop = found[\"ideal_state_9410_qop\"]\n", "\n", - "data = ak.zip({\n", - " \"rad_length_frac\": rad_length_frac,\n", - " \"x\": x,\n", - " \"y\": y,\n", - " \"tx\": slopex,\n", - " \"ty\": slopey,\n", - " \"qop\": qop,\n", - "})\n", + "data = ak.zip(\n", + " {\n", + " \"rad_length_frac\": rad_length_frac,\n", + " \"x\": x,\n", + " \"y\": y,\n", + " \"tx\": slopex,\n", + " \"ty\": slopey,\n", + " \"qop\": qop,\n", + " }\n", + ")\n", "lin_reg, features, xx0_test, xx0_predicted = fit_linear_regression_model(\n", " data,\n", " \"rad_length_frac\",\n", @@ -476,16 +474,14 @@ " y = lost[\"ideal_state_9410_y\"]\n", " qop = lost[\"ideal_state_9410_qop\"]\n", "\n", - "data = ak.zip(\n", - " {\n", - " \"rad_length_frac\": rad_length_frac,\n", - " \"x\": x,\n", - " \"y\": y,\n", - " \"tx\": slopex,\n", - " \"ty\": slopey,\n", - " \"qop\": qop,\n", - " }\n", - ")\n", + "data = ak.zip({\n", + " \"rad_length_frac\": rad_length_frac,\n", + " \"x\": x,\n", + " \"y\": y,\n", + " \"tx\": slopex,\n", + " \"ty\": slopey,\n", + " \"qop\": qop,\n", + "})\n", "lin_reg, features, xx0_test, xx0_predicted = fit_linear_regression_model(\n", " data,\n", " \"rad_length_frac\",\n", @@ -530,13 +526,11 @@ "metadata": {}, "outputs": [], "source": [ - "df = pd.DataFrame(\n", - " {\n", - " \"phi\": phi_a * 90.0 / np.pi,\n", - " \"eta\": eta_a * 2.0,\n", - " \"rad_length_frac\": rad_length_frac_a,\n", - " }\n", - ")\n", + "df = pd.DataFrame({\n", + " \"phi\": phi_a * 90.0 / np.pi,\n", + " \"eta\": eta_a * 2.0,\n", + " \"rad_length_frac\": rad_length_frac_a,\n", + "})\n", "df = df.round({\"phi\": 0, \"eta\": 1, \"rad_length_frac\": 4})" ] }, @@ -982,7 +976,8 @@ ")\n", "# ax.set_yticks([5, 15, 25, 35], [2, 3, 4, 5])\n", "ax.set_yticks([10, 30, 50, 70], [2, 3, 4, 5])\n", - "ax.set_xticks([39, 89, 139], [-100, 0, 100]) # ([79, 179, 279], [-100, 0, 100])\n", + "ax.set_xticks([39, 89, 139],\n", + " [-100, 0, 100]) # ([79, 179, 279], [-100, 0, 100])\n", "ax.set_xlabel(f\"$\\phi$ [deg]\")\n", "ax.set_ylabel(f\"$\\eta$\")\n", "\n", diff --git a/notebooks/utils/__pycache__/fit_linear_regression_model.cpython-310.pyc b/notebooks/utils/__pycache__/fit_linear_regression_model.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e44f40e1d76904232c26c710672ca93de5c01b52 GIT binary patch literal 3393 zcma)8&2QYs73a)yxgXkHt+cz6o#ZfZ579P;WCXd?u-pc)g$7Lo!wS-Xu}jd)S(#dr z!_3UumB77J0j!G-J+?&w`52(Lp8E&%U*NTe!uJ+!oYd)i!_|H`X;2a~d^4Q)F>ikF 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