diff --git a/ production-quality-visualizations.ipynb b/ production-quality-visualizations.ipynb
new file mode 100644
index 00000000..cc6d59f8
--- /dev/null
+++ b/ production-quality-visualizations.ipynb
@@ -0,0 +1,144 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "authorship_tag": "ABX9TyPj2Z1VnTjcNfSxiHOBkLfq",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 515
+ },
+ "id": "iLGcomC4yKUf",
+ "outputId": "fe04563e-5e5b-40f7-b2b9-d86d67e0bace"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.ticker as mticker\n",
+ "import seaborn as sns\n",
+ "import warnings\n",
+ "\n",
+ "\n",
+ "warnings.filterwarnings(\"ignore\", message=\"Blended transforms not yet supported\")\n",
+ "\n",
+ "np.random.seed(42)\n",
+ "n = 500\n",
+ "\n",
+ "df = pd.DataFrame({\n",
+ " \"timestamp\": pd.date_range(\"2024-01-01\", periods=n, freq=\"30min\"),\n",
+ " \"speed_kmh\": np.clip(np.random.normal(80, 25, n), 0, 160),\n",
+ " \"rpm\": np.clip(np.random.normal(2800, 600, n), 500, 6000),\n",
+ " \"fuel_consumption\": np.clip(np.random.normal(8.5, 2.1, n), 2, 18),\n",
+ " \"engine_temp_c\": np.clip(np.random.normal(90, 10, n), 60, 120),\n",
+ " \"vehicle_id\": np.random.choice([\"V01\", \"V02\", \"V03\"], n),\n",
+ "})\n",
+ "SUBTITLE_COLOR = \"#888780\"\n",
+ "ANNO_COLOR = \"#5F5E5A\"\n",
+ "df[\"anomaly\"] = (df[\"rpm\"] > 4500) | (df[\"engine_temp_c\"] > 108)\n",
+ "fig, axes = plt.subplots(2, 2, figsize=(8, 5))\n",
+ "fig.suptitle(\"Fleet telemetry — weekly diagnostic report\", fontsize=15, fontweight=\"medium\", y=0.98, color=\"#2C2C2A\")\n",
+ "fig.patch.set_facecolor(\"white\")\n",
+ "plt.subplots_adjust(hspace=0.42, wspace=0.32)\n",
+ "\n",
+ "ax1= axes[0,0]\n",
+ "ax1.plot(df[\"timestamp\"], df[\"speed_kmh\"], color=\"#B4B2A9\", linewidth=0.9, zorder=1)\n",
+ "anomalies = df[df[\"anomaly\"]]\n",
+ "ax1.scatter(anomalies[\"timestamp\"], anomalies[\"speed_kmh\"],\n",
+ " color=\"#E24B4A\", s=22, zorder=3, label=\"Anomaly\")\n",
+ "\n",
+ "mean_speed = df[\"speed_kmh\"].mean()\n",
+ "ax1.axhline(mean_speed, color=ANNO_COLOR, linestyle=\"--\", linewidth=0.9, zorder=2)\n",
+ "ax1.annotate(f\"Mean: {mean_speed:.1f} km/h\",\n",
+ " xy=(df[\"timestamp\"].iloc[10], mean_speed),\n",
+ " xytext=(0, 7), textcoords=\"offset points\",\n",
+ " fontsize=8.5, color=ANNO_COLOR)\n",
+ "\n",
+ "ax1.set_title(\"Speed over time\", color=SUBTITLE_COLOR, pad=8)\n",
+ "ax1.set_xlabel(\"Date\")\n",
+ "ax1.set_ylabel(\"Speed (km/h)\")\n",
+ "ax1.xaxis.set_major_locator(mticker.MaxNLocator(5))\n",
+ "ax1.xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter(\"%b %d\"))\n",
+ "plt.setp(ax1.get_xticklabels(), rotation=20, ha=\"right\")\n",
+ "ax1.legend(fontsize=8.5, frameon=False)\n",
+ "ax1.spines[[\"top\", \"right\"]].set_visible(False)\n",
+ "\n",
+ "PALETTE = {\"V01\": \"#534AB7\", \"V02\": \"#1D9E75\", \"V03\": \"#D85A30\"}\n",
+ "\n",
+ "ax2 = axes[0, 1]\n",
+ "sns.violinplot(data=df, x=\"vehicle_id\", y=\"fuel_consumption\",hue=\"vehicle_id\",\n",
+ " palette=PALETTE, ax=ax2, inner=None, linewidth=0.8, alpha=0.55, legend=False)\n",
+ "sns.stripplot(data=df, x=\"vehicle_id\", y=\"fuel_consumption\",hue=\"vehicle_id\",\n",
+ " palette=PALETTE, ax=ax2, size=2.2, alpha=0.35, jitter=True, legend=False)\n",
+ "ax2.set_title(\"Fuel consumption by vehicle\", color=SUBTITLE_COLOR, pad=8)\n",
+ "ax2.set_xlabel(\"Vehicle ID\")\n",
+ "ax2.set_ylabel(\"Fuel consumption (L/100km)\")\n",
+ "ax2.spines[[\"top\", \"right\"]].set_visible(False)\n",
+ "\n",
+ "\n",
+ "ax3 = axes[1, 0]\n",
+ "#numeric_cols = [\"speed_kmh\", \"rpm\", \"fuel_consumption\", \"engine_temp_c\"]\n",
+ "corr = df[[\"speed_kmh\", \"rpm\", \"fuel_consumption\", \"engine_temp_c\"]].corr()\n",
+ "mask = np.triu(np.ones_like(corr, dtype=bool), k=1)\n",
+ "labels = [\"Speed\", \"RPM\", \"Fuel\", \"Eng. temp\"]\n",
+ "sns.heatmap(corr, mask=mask, ax=ax3, annot=True, fmt=\".2f\",\n",
+ " cmap=\"RdBu_r\", center=0, vmin=-1, vmax=1,\n",
+ " linewidths=0.4, linecolor=\"#D3D1C7\",\n",
+ " xticklabels=labels, yticklabels=labels,\n",
+ " annot_kws={\"size\": 9}, cbar_kws={\"shrink\": 0.8})\n",
+ "ax3.set_title(\"Pearson correlation matrix\", color=SUBTITLE_COLOR, pad=8)\n",
+ "\n",
+ "\n",
+ "ax4 = axes[1, 1]\n",
+ "sns.regplot(data=df, x=\"rpm\", y=\"fuel_consumption\", ax=ax4, scatter=False, color=ANNO_COLOR, line_kws={\"linewidth\": 1.4, \"linestyle\": \"--\"})\n",
+ "for vid, grp in df.groupby(\"vehicle_id\"):\n",
+ " ax4.scatter(grp[\"rpm\"], grp[\"fuel_consumption\"], color=PALETTE[vid],s=14, alpha=0.55, label=vid)\n",
+ " ax4.set_title(\"RPM vs fuel consumption\", color=SUBTITLE_COLOR, pad=8)\n",
+ " ax4.set_xlabel(\"RPM\")\n",
+ " ax4.set_ylabel(\"Fuel consumption (L/100km)\")\n",
+ " ax4.spines[[\"top\", \"right\"]].set_visible(False)\n",
+ " ax4.legend(fontsize=8.5, frameon=False)\n",
+ "\n",
+ "\n"
+ ]
+ }
+ ]
+}
\ No newline at end of file