diff --git a/utk_experiments/plotting/.ipynb_checkpoints/plotter-checkpoint.ipynb b/utk_experiments/plotting/.ipynb_checkpoints/plotter-checkpoint.ipynb index 2234dcc..fb06bc2 100644 --- a/utk_experiments/plotting/.ipynb_checkpoints/plotter-checkpoint.ipynb +++ b/utk_experiments/plotting/.ipynb_checkpoints/plotter-checkpoint.ipynb @@ -473,21 +473,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "da02f09d-7498-423a-af68-e2e1a729efd4", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def load_pointset_series(path: str):\n", " pointsets = {}\n", @@ -497,37 +486,54 @@ " pointsets[key] = pointset\n", "\n", " return pointsets\n", + "\n", + "def load_radspec_series(path: str):\n", + " radspecs = {}\n", + " for radspec in os.listdir(path):\n", + " key = float(radspec.replace(\"pointset_\", \"\").replace(\".rdf\", \"\"))\n", + " radspec = load_radspec(os.path.join(path, radspec))\n", + " radspecs[key] = radspec\n", + "\n", + " return radspecs\n", " \n", "\n", "pcfs = load_utk_rdfseries(\"../result_data/pointset_series/rdffiles/\")\n", "pointsets = load_pointset_series(\"../result_data/pointset_series/pointsets/\")\n", + "radspecs = load_radspec_series(\"../result_data/pointset_series/radspecs/\")\n", "\n", "keys = sorted(pointsets.keys())\n", "\n", - "fig, ax = plt.subplots(1,2)\n", - "pointplot = ax[0].scatter(pointsets[keys[0]][0], pointsets[keys[0]][1], s=0.2)\n", - "rdfplot = ax[1].plot(pcfs[str(keys[0])][0],pcfs[str(keys[0])][1], linewidth=0.2)[0]\n", + "fig, ax = plt.subplots(2,2)\n", + "pointplot = ax[0][0].scatter(pointsets[keys[0]][0], pointsets[keys[0]][1], s=0.2)\n", + "rdfplot = ax[0][1].plot(pcfs[str(keys[0])][0],pcfs[str(keys[0])][1], linewidth=0.2)[0]\n", + "radspecplot = ax[1][0].plot(radspecs[keys[0]][0], radspecs[keys[0]][1], linewidth=0.2)[0]\n", "\n", "fig.tight_layout()\n", "\n", "\n", "def update(frame):\n", "\n", - " ax[0].clear()\n", - " pointplot = ax[0].scatter(pointsets[keys[frame]][0], pointsets[keys[frame]][1], s=0.2)\n", - " ax[0].set(xlim=[0, 1], ylim=[0.0, 1.0])\n", - " ax[0].set_title(\"cutoff: \" + str(keys[frame]))\n", + " ax[0][0].clear()\n", + " pointplot = ax[0][0].scatter(pointsets[keys[frame]][0], pointsets[keys[frame]][1], s=0.2)\n", + " ax[0][0].set(xlim=[0, 1], ylim=[0.0, 1.0])\n", + " ax[0][0].set_title(\"cutoff: \" + str(keys[frame]))\n", "\n", - " maxx = max(pcfs[str(keys[frame])][0])\n", - " maxy = max(pcfs[str(keys[frame])][1])\n", + " maxx = float(max(pcfs[str(keys[frame])][0]))\n", + " maxy = float(max(pcfs[str(keys[frame])][1]))\n", " \n", - " ax[1].set_xlim(-0.01, maxx)\n", - " ax[1].set_ylim(-0.01, maxy)\n", " rdfplot.set_xdata(pcfs[str(keys[frame])][0])\n", " rdfplot.set_ydata(pcfs[str(keys[frame])][1])\n", "\n", - "anim = animation.FuncAnimation(fig=fig, func=update, frames=math.ceil(len(keys) / 20), interval=300)\n", - "anim.save(\"anmimation_cutoffs.mp4\", dpi=600, writer=\"ffmpeg\")" + " ax[0][1].set(xlim=[0, maxx], ylim=[0.0, 1.0e-7])\n", + " #ax[1].set_xbound(lower=-0.01, upper=maxx) \n", + " #ax[1].set_ybound(lower=0, upper=maxx)\n", + "\n", + " radspecplot.set_xdata(radspecs[keys[frame]][0])\n", + " radspecplot.set_ydata(radspecs[keys[frame]][1])\n", + "\n", + "\n", + "anim = animation.FuncAnimation(fig=fig, func=update, frames=math.ceil(len(keys)/100), interval=300)\n", + "anim.save(\"anmimation_cutoffs_with_radspec.mp4\", dpi=600, writer=\"ffmpeg\")" ] }, { diff --git a/utk_experiments/plotting/animation_cutoffs_with_radspec.mp4 b/utk_experiments/plotting/animation_cutoffs_with_radspec.mp4 index 17e5e5f..4d84197 100644 Binary files a/utk_experiments/plotting/animation_cutoffs_with_radspec.mp4 and b/utk_experiments/plotting/animation_cutoffs_with_radspec.mp4 differ diff --git a/utk_experiments/plotting/anmimation_cutoffs_with_radspec.mp4 b/utk_experiments/plotting/anmimation_cutoffs_with_radspec.mp4 index 9b8291c..7f4956c 100644 Binary files a/utk_experiments/plotting/anmimation_cutoffs_with_radspec.mp4 and b/utk_experiments/plotting/anmimation_cutoffs_with_radspec.mp4 differ diff --git a/utk_experiments/plotting/plotter.ipynb b/utk_experiments/plotting/plotter.ipynb index 7ee642a..f1be466 100644 --- a/utk_experiments/plotting/plotter.ipynb +++ b/utk_experiments/plotting/plotter.ipynb @@ -473,15 +473,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "id": "da02f09d-7498-423a-af68-e2e1a729efd4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -497,26 +497,37 @@ " pointsets[key] = pointset\n", "\n", " return pointsets\n", + "\n", + "def load_radspec_series(path: str):\n", + " radspecs = {}\n", + " for radspec in os.listdir(path):\n", + " key = float(radspec.replace(\"pointset_\", \"\").replace(\".rdf\", \"\"))\n", + " radspec = load_radspec(os.path.join(path, radspec))\n", + " radspecs[key] = radspec\n", + "\n", + " return radspecs\n", " \n", "\n", "pcfs = load_utk_rdfseries(\"../result_data/pointset_series/rdffiles/\")\n", "pointsets = load_pointset_series(\"../result_data/pointset_series/pointsets/\")\n", + "radspecs = load_radspec_series(\"../result_data/pointset_series/radspecs/\")\n", "\n", "keys = sorted(pointsets.keys())\n", "\n", - "fig, ax = plt.subplots(1,2)\n", - "pointplot = ax[0].scatter(pointsets[keys[0]][0], pointsets[keys[0]][1], s=0.2)\n", - "rdfplot = ax[1].plot(pcfs[str(keys[0])][0],pcfs[str(keys[0])][1], linewidth=0.2)[0]\n", + "fig, ax = plt.subplots(2,2)\n", + "pointplot = ax[0][0].scatter(pointsets[keys[0]][0], pointsets[keys[0]][1], s=0.2)\n", + "rdfplot = ax[0][1].plot(pcfs[str(keys[0])][0],pcfs[str(keys[0])][1], linewidth=0.2)[0]\n", + "radspecplot = ax[1][0].plot(radspecs[keys[0]][0], radspecs[keys[0]][1], linewidth=0.2)[0]\n", "\n", "fig.tight_layout()\n", "\n", "\n", "def update(frame):\n", "\n", - " ax[0].clear()\n", - " pointplot = ax[0].scatter(pointsets[keys[frame]][0], pointsets[keys[frame]][1], s=0.2)\n", - " ax[0].set(xlim=[0, 1], ylim=[0.0, 1.0])\n", - " ax[0].set_title(\"cutoff: \" + str(keys[frame]))\n", + " ax[0][0].clear()\n", + " pointplot = ax[0][0].scatter(pointsets[keys[frame]][0], pointsets[keys[frame]][1], s=0.2)\n", + " ax[0][0].set(xlim=[0, 1], ylim=[0.0, 1.0])\n", + " ax[0][0].set_title(\"cutoff: \" + str(keys[frame]))\n", "\n", " maxx = float(max(pcfs[str(keys[frame])][0]))\n", " maxy = float(max(pcfs[str(keys[frame])][1]))\n", @@ -524,12 +535,16 @@ " rdfplot.set_xdata(pcfs[str(keys[frame])][0])\n", " rdfplot.set_ydata(pcfs[str(keys[frame])][1])\n", "\n", - " ax[1].set(xlim=[0, maxx], ylim=[0.0, 1.0e-7])\n", + " ax[0][1].set(xlim=[0, maxx], ylim=[0.0, 1.0e-7])\n", " #ax[1].set_xbound(lower=-0.01, upper=maxx) \n", - " #ax[1].set_ybound(lower=0, upper=maxx) \n", + " #ax[1].set_ybound(lower=0, upper=maxx)\n", + "\n", + " radspecplot.set_xdata(radspecs[keys[frame]][0])\n", + " radspecplot.set_ydata(radspecs[keys[frame]][1])\n", + "\n", "\n", "anim = animation.FuncAnimation(fig=fig, func=update, frames=len(keys), interval=300)\n", - "anim.save(\"anmimation_cutoffs.mp4\", dpi=600, writer=\"ffmpeg\")" + "anim.save(\"animation_cutoffs_with_radspec.mp4\", dpi=600, writer=\"ffmpeg\")" ] }, { diff --git a/utk_experiments/result_data/pointset_262144.txt b/utk_experiments/result_data/pointset_262144.txt new file mode 100644 index 0000000..a8fcd0a --- /dev/null +++ b/utk_experiments/result_data/pointset_262144.txt @@ -0,0 +1,262144 @@ +0.23804450 0.11799166 +0.06461161 0.43842047 +0.99607873 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