{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: matplotlib in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (3.9.0)\n", "Requirement already satisfied: pandas in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (2.2.2)\n", "Requirement already satisfied: seaborn in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (0.13.2)\n", "Requirement already satisfied: intake in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (2.0.5)\n", "Requirement already satisfied: intake_parquet in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (0.3.0)\n", "Requirement already satisfied: contourpy>=1.0.1 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (4.53.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (1.4.5)\n", "Requirement already satisfied: numpy>=1.23 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (24.1)\n", "Requirement already satisfied: pillow>=8 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (10.3.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (3.1.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from matplotlib) (2.9.0)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: fsspec>=2023.0.0 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from intake) (2024.6.0)\n", "Requirement already satisfied: pyyaml in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from intake) (6.0.1)\n", "Requirement already satisfied: appdirs in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from intake) (1.4.4)\n", "Requirement already satisfied: fastparquet in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from intake_parquet) (2024.5.0)\n", "Requirement already satisfied: pyarrow in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from intake_parquet) (16.1.0)\n", "Requirement already satisfied: six>=1.5 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: cramjam>=2.3 in /Users/rt2549/miniconda3/envs/mast-book/lib/python3.11/site-packages (from fastparquet->intake_parquet) (2.8.3)\n" ] } ], "source": [ "! pip install matplotlib pandas seaborn intake intake_parquet" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import intake\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"font.family\"] = \"sans\"\n", "plt.rcParams[\"font.size\"] = 8\n", "sns.set_palette('muted')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Exploring Shot Metadata\n", "\n", "This notebook contains a demonstration of plotting several of the summary statistics that accompany the shot metadata. \n", "\n", "Firstly, we're going to load all the shot data into a pandas dataframe:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
urlpreshot_descriptionpostshot_descriptioncampaigncurrent_rangedivertor_configplasma_shapecomissionerfacilityshot_id...cpf_vol_ipmaxcpf_vol_maxcpf_vol_trubycpf_wmhd_ipmaxcpf_wmhd_maxcpf_wmhd_trubycpf_zeff_ipmaxcpf_zeff_maxcpf_zeff_trubycpf_zmag_efit
2700s3://mast/level1/shots/29985.zarr\\nTF test shot\\n\\nOK\\nM9NoneConventionalConnected Double NullNoneMAST29985...NaNNaNNaNNaNNaNNaNNoneNoneNone0.000000
3557s3://mast/level1/shots/28643.zarr\\nRepeat.\\n\\nP2 terminated early.\\nM9NoneConventionalConnected Double NullNoneMAST28643...NaNNaNNaNNaNNaNNaNNoneNoneNone0.000000
3683s3://mast/level1/shots/28644.zarr\\nRepeat.\\n\\nP2 terminated early.\\nM9NoneConventionalConnected Double NullNoneMAST28644...NaNNaNNaNNaNNaNNaNNoneNoneNone0.000000
3711s3://mast/level1/shots/29986.zarr\\nPF test\\n\\nRuncheck reports all OK!\\nM9NoneConventionalConnected Double NullNoneMAST29986...NaNNaNNaNNaNNaNNaNNoneNoneNone0.000000
8585s3://mast/level1/shots/28392.zarr\\nHL11, 300 ms, 2 V. He plenum 1047.\\n\\nOk.\\nM9NoneConventionalConnected Double NullNoneMAST28392...NaNNaNNaNNaNNaNNaNNoneNoneNone0.000000
..................................................................
11938s3://mast/level1/shots/30467.zarr\\nRepeat with new neutron camera position.\\ncH...\\nTwo times lower DD neutron rate than referen...M9700 kAConventionalConnected Double NullNoneMAST30467...9.0292029.0463940.049469.12246952653.4450.0NoneNoneNone0.013202
11939s3://mast/level1/shots/30468.zarr\\nRepeat with new neutron camera position.\\ncH...\\nGood beam.\\nGood repeat.\\nM9700 kAConventionalLower Single NullNoneMAST30468...9.1024119.1070170.048516.96267549382.1330.0NoneNoneNone0.012445
11940s3://mast/level1/shots/30469.zarr\\nRepeat with increased beam power (74 kV)\\ncH...\\nGood shot. Modes present.\\nM9700 kAConventionalConnected Double NullNoneMAST30469...8.9887309.0479230.047466.24961649115.8050.0NoneNoneNone0.015299
11941s3://mast/level1/shots/30470.zarr\\nRepeat last using hydrogen in outboard and c...\\nNo HF gas.\\nM9700 kAConventionalNoneNoneMAST30470...9.68704910.0555090.017290.43286522310.5160.0NoneNoneNone0.015164
11942s3://mast/level1/shots/30471.zarr\\nThe last plasma:\\nConvert to i/b Helios 1724...\\nGood shot.\\nM9700 kAConventionalLower Single NullNoneMAST30471...8.8175599.2837020.038063.58238040906.0900.0NoneNoneNone0.014340
\n", "

1675 rows × 282 columns

\n", "
" ], "text/plain": [ " url \\\n", "2700 s3://mast/level1/shots/29985.zarr \n", "3557 s3://mast/level1/shots/28643.zarr \n", "3683 s3://mast/level1/shots/28644.zarr \n", "3711 s3://mast/level1/shots/29986.zarr \n", "8585 s3://mast/level1/shots/28392.zarr \n", "... ... \n", "11938 s3://mast/level1/shots/30467.zarr \n", "11939 s3://mast/level1/shots/30468.zarr \n", "11940 s3://mast/level1/shots/30469.zarr \n", "11941 s3://mast/level1/shots/30470.zarr \n", "11942 s3://mast/level1/shots/30471.zarr \n", "\n", " preshot_description \\\n", "2700 \\nTF test shot\\n \n", "3557 \\nRepeat.\\n \n", "3683 \\nRepeat.\\n \n", "3711 \\nPF test\\n \n", "8585 \\nHL11, 300 ms, 2 V. He plenum 1047.\\n \n", "... ... \n", "11938 \\nRepeat with new neutron camera position.\\ncH... \n", "11939 \\nRepeat with new neutron camera position.\\ncH... \n", "11940 \\nRepeat with increased beam power (74 kV)\\ncH... \n", "11941 \\nRepeat last using hydrogen in outboard and c... \n", "11942 \\nThe last plasma:\\nConvert to i/b Helios 1724... \n", "\n", " postshot_description campaign \\\n", "2700 \\nOK\\n M9 \n", "3557 \\nP2 terminated early.\\n M9 \n", "3683 \\nP2 terminated early.\\n M9 \n", "3711 \\nRuncheck reports all OK!\\n M9 \n", "8585 \\nOk.\\n M9 \n", "... ... ... \n", "11938 \\nTwo times lower DD neutron rate than referen... M9 \n", "11939 \\nGood beam.\\nGood repeat.\\n M9 \n", "11940 \\nGood shot. Modes present.\\n M9 \n", "11941 \\nNo HF gas.\\n M9 \n", "11942 \\nGood shot.\\n M9 \n", "\n", " current_range divertor_config plasma_shape comissioner \\\n", "2700 None Conventional Connected Double Null None \n", "3557 None Conventional Connected Double Null None \n", "3683 None Conventional Connected Double Null None \n", "3711 None Conventional Connected Double Null None \n", "8585 None Conventional Connected Double Null None \n", "... ... ... ... ... \n", "11938 700 kA Conventional Connected Double Null None \n", "11939 700 kA Conventional Lower Single Null None \n", "11940 700 kA Conventional Connected Double Null None \n", "11941 700 kA Conventional None None \n", "11942 700 kA Conventional Lower Single Null None \n", "\n", " facility shot_id ... cpf_vol_ipmax cpf_vol_max cpf_vol_truby \\\n", "2700 MAST 29985 ... NaN NaN NaN \n", "3557 MAST 28643 ... NaN NaN NaN \n", "3683 MAST 28644 ... NaN NaN NaN \n", "3711 MAST 29986 ... NaN NaN NaN \n", "8585 MAST 28392 ... NaN NaN NaN \n", "... ... ... ... ... ... ... \n", "11938 MAST 30467 ... 9.029202 9.046394 0.0 \n", "11939 MAST 30468 ... 9.102411 9.107017 0.0 \n", "11940 MAST 30469 ... 8.988730 9.047923 0.0 \n", "11941 MAST 30470 ... 9.687049 10.055509 0.0 \n", "11942 MAST 30471 ... 8.817559 9.283702 0.0 \n", "\n", " cpf_wmhd_ipmax cpf_wmhd_max cpf_wmhd_truby cpf_zeff_ipmax cpf_zeff_max \\\n", "2700 NaN NaN NaN None None \n", "3557 NaN NaN NaN None None \n", "3683 NaN NaN NaN None None \n", "3711 NaN NaN NaN None None \n", "8585 NaN NaN NaN None None \n", "... ... ... ... ... ... \n", "11938 49469.122469 52653.445 0.0 None None \n", "11939 48516.962675 49382.133 0.0 None None \n", "11940 47466.249616 49115.805 0.0 None None \n", "11941 17290.432865 22310.516 0.0 None None \n", "11942 38063.582380 40906.090 0.0 None None \n", "\n", " cpf_zeff_truby cpf_zmag_efit \n", "2700 None 0.000000 \n", "3557 None 0.000000 \n", "3683 None 0.000000 \n", "3711 None 0.000000 \n", "8585 None 0.000000 \n", "... ... ... \n", "11938 None 0.013202 \n", "11939 None 0.012445 \n", "11940 None 0.015299 \n", "11941 None 0.015164 \n", "11942 None 0.014340 \n", "\n", "[1675 rows x 282 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalog = intake.open_catalog(f'https://mastapp.site/intake/catalog.yml')\n", "df = pd.DataFrame(catalog.index.level1.shots().read())\n", "summary = df.loc[df.campaign == 'M9']\n", "summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary Statistics About Shots\n", "\n", "Let's look at a summary of simple counts of different shot metadata." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 5))\n", "ax1, ax2, ax3, ax4 = axes.flatten()\n", "\n", "sns.histplot(summary, y='heating', ax=ax1)\n", "sns.histplot(summary, y='plasma_shape', ax=ax2)\n", "sns.histplot(y=summary.current_range, ax=ax3)\n", "sns.histplot(y=summary.pellets.astype(str), ax=ax4)\n", "\n", "for ax in axes.flatten():\n", " ax.set_xlabel('No. Shots')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plasma Beta ($\\beta$) v.s Confinement Time ($\\tau_E$)\n", "\n", "This plot can show how the efficiency of energy confinement varies with plasma pressure." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Plasma Beta $\\\\beta$ (%)')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.scatterplot(summary, y='cpf_tautot_max', x='cpf_betmhd_max', hue='heating')\n", "plt.xlim(0, 18)\n", "plt.ylim(0, 1)\n", "# plt.yscale('log')\n", "plt.ylabel('Confinement time $\\\\tau_E$ (s)')\n", "plt.xlabel('Plasma Beta $\\\\beta$ (%)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plasma Temperature ($T_e$) vs. Plasma Density ($n_e$)\n", "This can reveal the relationship between temperature and density, which is critical for achieving the conditions necessary for fusion." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Density $n_e$ ($m^{-3}$)')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.scatterplot(summary, y='cpf_te0_ipmax', x='cpf_ne0_ipmax', hue='current_range', alpha=0.8)\n", "plt.xlim(0, .8e20)\n", "plt.ylabel('Temperature $T_e$ (eV)')\n", "plt.xlabel('Density $n_e$ ($m^{-3}$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plasma Current ($I_p$) vs. Confinement Time ($\\tau_E$)\n", "\n", "This can indicate how the plasma current affects the confinement time, providing insights into stability and performance." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Average Plasma Current $I_p$ (kA)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.scatterplot(summary, y='cpf_ip_av', x='cpf_tautot_max', hue='current_range', alpha=0.8)\n", "plt.xlim(0, 1)\n", "plt.xlabel('Confinement Time $\\\\tau_E$ (s)')\n", "plt.ylabel('Average Plasma Current $I_p$ (kA)')" ] } ], "metadata": { "kernelspec": { "display_name": "mast-book", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }