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cetin 2024-04-15 10:12:54 +02:00
parent 4c513f4faa
commit 685fb6c8a5
12 changed files with 1233 additions and 225 deletions
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notebooks/thesis_efficiencies.ipynb
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notebooks/thesis_electrons.ipynb
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notebooks/trackinglosses_energy.ipynb
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notebooks/trackinglosses_rad_length_endVelo2endUT.ipynb
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@ -515,14 +515,135 @@
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"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></th>\n",
" <th>phi</th>\n",
" <th>eta</th>\n",
" <th>rad_length_frac</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-87.0</td>\n",
" <td>7.0</td>\n",
" <td>0.1286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>72.0</td>\n",
" <td>5.6</td>\n",
" <td>0.1478</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>55.0</td>\n",
" <td>5.0</td>\n",
" <td>0.1660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>55.0</td>\n",
" <td>5.0</td>\n",
" <td>0.1660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>11.0</td>\n",
" <td>8.4</td>\n",
" <td>0.1065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48285</th>\n",
" <td>-81.0</td>\n",
" <td>7.7</td>\n",
" <td>0.1921</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48286</th>\n",
" <td>35.0</td>\n",
" <td>7.6</td>\n",
" <td>0.2407</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48287</th>\n",
" <td>63.0</td>\n",
" <td>7.2</td>\n",
" <td>0.2418</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48288</th>\n",
" <td>13.0</td>\n",
" <td>6.2</td>\n",
" <td>0.1719</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48289</th>\n",
" <td>0.0</td>\n",
" <td>4.8</td>\n",
" <td>0.1334</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>48290 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" phi eta rad_length_frac\n",
"0 -87.0 7.0 0.1286\n",
"1 72.0 5.6 0.1478\n",
"2 55.0 5.0 0.1660\n",
"3 55.0 5.0 0.1660\n",
"4 11.0 8.4 0.1065\n",
"... ... ... ...\n",
"48285 -81.0 7.7 0.1921\n",
"48286 35.0 7.6 0.2407\n",
"48287 63.0 7.2 0.2418\n",
"48288 13.0 6.2 0.1719\n",
"48289 0.0 4.8 0.1334\n",
"\n",
"[48290 rows x 3 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"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})"
"df = df.round({\"phi\": 0, \"eta\": 1, \"rad_length_frac\": 4})\n",
"df"
]
},
{
@ -956,38 +1077,40 @@
],
"source": [
"fig = plt.figure(figsize=(15, 7))\n",
"ax = sns.heatmap(df_pivoted,\n",
" robust=True,\n",
" square=False,\n",
" cmap=colormaps[\"rainbow\"],\n",
" xticklabels=False,\n",
" yticklabels=False,\n",
" vmax=0.7,\n",
" cbar_kws={\n",
" 'label': r'$x/X_0$',\n",
" 'pad': 0.005,\n",
" 'shrink': 1,\n",
" 'ticks': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7],\n",
" 'aspect': 15\n",
" })\n",
"ax = sns.heatmap(\n",
" df_pivoted,\n",
" robust=True,\n",
" square=False,\n",
" cmap=colormaps[\"rainbow\"],\n",
" xticklabels=False,\n",
" yticklabels=False,\n",
" vmax=0.7,\n",
" cbar_kws={\n",
" \"label\": r\"$x/X_0$\",\n",
" \"pad\": 0.005,\n",
" \"shrink\": 1,\n",
" \"ticks\": [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7],\n",
" \"aspect\": 15,\n",
" },\n",
")\n",
"# ax.set_yticks([5, 15, 25, 35], [2, 3, 4, 5])\n",
"ax.set_yticks([0, 20, 40, 60], [2, 3, 4, 5])\n",
"ax.set_xticks([39, 89, 139],\n",
" [-100, 0, 100]) # ([79, 179, 279], [-100, 0, 100])\n",
"ax.set_xticks([39, 89, 139], [-100, 0, 100]) # ([79, 179, 279], [-100, 0, 100])\n",
"ax.set_xlabel(f\"$\\phi$ [deg]\")\n",
"ax.set_ylabel(f\"$\\eta$\")\n",
"ax.patch.set_edgecolor('black')\n",
"ax.patch.set_edgecolor(\"black\")\n",
"\n",
"ax.patch.set_linewidth(2)\n",
"# ax.set_yticklabels([])\n",
"ax.invert_yaxis()\n",
"# ax.set_title(\"EndVELO to EndUT $x/X_0$\", size=35)\n",
"mplhep.lhcb.text(\n",
" \"Simulation \\qquad \\qquad \\qquad EndVELO to EndUT $x/X_0$\", loc=0)\n",
" \"Simulation \\qquad \\qquad \\qquad EndVELO to EndUT $x/X_0$\", loc=0\n",
")\n",
"# plt.show()\n",
"plt.savefig(\n",
" \"/work/cetin/Projektpraktikum/thesis/rad_length_frac_eta_phi_2.pdf\",\n",
" format=\"PDF\")"
" \"/work/cetin/Projektpraktikum/thesis/rad_length_frac_eta_phi_2.pdf\", format=\"PDF\"\n",
")"
]
},
{

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