From d652be2305d15f0dd3504fe95332be5a721c798e Mon Sep 17 00:00:00 2001 From: Domagoj Fijan Date: Fri, 12 Jul 2024 23:01:51 -0400 Subject: [PATCH] improve final visualization --- .../HOOMD-burst-with-online.ipynb | 24 +++++++++++++------ 1 file changed, 17 insertions(+), 7 deletions(-) diff --git a/docs/tutorials/02-HOOMD-burst-writer-with-online-detection/HOOMD-burst-with-online.ipynb b/docs/tutorials/02-HOOMD-burst-writer-with-online-detection/HOOMD-burst-with-online.ipynb index 3fa2565..90af61f 100644 --- a/docs/tutorials/02-HOOMD-burst-writer-with-online-detection/HOOMD-burst-with-online.ipynb +++ b/docs/tutorials/02-HOOMD-burst-writer-with-online-detection/HOOMD-burst-with-online.ipynb @@ -231,7 +231,7 @@ "import hoomd\n", "\n", "cpu = hoomd.device.CPU()\n", - "simulation = hoomd.Simulation(device=cpu, seed=1)\n", + "simulation = hoomd.Simulation(device=cpu, seed=667)\n", "simulation.create_state_from_gsd(filename=\"lattice.gsd\")\n", "simulation.operations.integrator = integrator\n", "simulation.state.thermalize_particle_momenta(filter=hoomd.filter.All(), kT=1.5)\n", @@ -606,12 +606,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -623,6 +623,8 @@ "source": [ "import gsd.hoomd\n", "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "\n", "\n", "# Example data structures\n", "burst_ends = []\n", @@ -654,24 +656,32 @@ "\n", "# Plot the data\n", "data = signal_aggregator.to_dataframe().to_numpy()\n", - "plt.plot(\n", + "lines = plt.plot(\n", " data,\n", " label=signal_aggregator.to_dataframe().columns.to_list(),\n", ")\n", "\n", "for change_point in change_points:\n", - " plt.axvline(change_point, color=\"k\", linestyle=\"--\", label=\"Change Point\")\n", + " plt.axvline(change_point, color=\"k\", linestyle=\"--\")\n", "\n", "# Highlight burst regions\n", "for burst_start, burst_end in burst_ends:\n", " plt.axvspan(\n", - " burst_start, burst_end, color=\"red\", alpha=0.3, label=\"Burst Region\"\n", + " burst_start, burst_end, color=\"red\", alpha=0.3\n", " )\n", "\n", + "# Create custom legend handles\n", + "\n", + "legend_elements = [\n", + " Line2D([0], [0], color='k', linestyle='--', label='Change Point'),\n", + " Line2D([0], [0], color='red', lw=4, alpha=0.3, label='Burst Region')\n", + "]\n", + "legend_elements.extend([line for line in lines])\n", + "\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Energy\")\n", "plt.title(\"Energy vs Time with Highlighted Burst Regions and Change Points\")\n", - "plt.legend()\n", + "plt.legend(handles=legend_elements)\n", "plt.show()" ] }