Initial

notebooks/plot_temperature_effects.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "imports",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pyprojroot import here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "load",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(here() / 'data/base/data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "plot",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "# Separate room temp and cryogenic\n",
+    "room_temp = data[data['Temperature (K)'] > 200]\n",
+    "cryo = data[data['Temperature (K)'] <= 200]\n",
+    "\n",
+    "# Box plot comparison\n",
+    "box_data = [room_temp['Entanglement Fidelity'], cryo['Entanglement Fidelity']]\n",
+    "bp = ax1.boxplot(box_data, labels=['Room Temp', 'Cryogenic'],\n",
+    "                  patch_artist=True, notch=True)\n",
+    "bp['boxes'][0].set_facecolor('coral')\n",
+    "bp['boxes'][1].set_facecolor('steelblue')\n",
+    "ax1.set_ylabel('Entanglement Fidelity', fontsize=12)\n",
+    "ax1.set_title('Fidelity: Room Temperature vs Cryogenic', fontsize=13)\n",
+    "ax1.grid(True, alpha=0.3, axis='y')\n",
+    "\n",
+    "# Dark counts comparison\n",
+    "box_data2 = [room_temp['Dark Count Rate A (Hz)'], cryo['Dark Count Rate A (Hz)']]\n",
+    "bp2 = ax2.boxplot(box_data2, labels=['Room Temp', 'Cryogenic'],\n",
+    "                   patch_artist=True, notch=True)\n",
+    "bp2['boxes'][0].set_facecolor('coral')\n",
+    "bp2['boxes'][1].set_facecolor('steelblue')\n",
+    "ax2.set_ylabel('Dark Count Rate (Hz)', fontsize=12)\n",
+    "ax2.set_title('Dark Counts: Room Temperature vs Cryogenic', fontsize=13)\n",
+    "ax2.grid(True, alpha=0.3, axis='y')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(here() / 'output/plots/temperature_effects.png', dpi=300, bbox_inches='tight')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}