{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Hu8S8IvjI4sj" }, "source": [ "# Quickstart\n", "This notebook shows some very simple example of getting started.\n", "\n", "First we need to install some dependancies into your conda or venv environment" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "fv7OyVCrfC9v", "outputId": "50b4ab1b-6ac9-4a93-be9a-d1af424b0662", "tags": [ "hide-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (2.0.3)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n", "Requirement already satisfied: zarr in /usr/local/lib/python3.10/dist-packages (2.18.2)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (2024.6.0)\n", "Requirement already satisfied: s3fs in 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requests->intake_xarray) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->intake_xarray) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->intake_xarray) (2.0.7)\n", "Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from botocore<1.34.132,>=1.34.70->aiobotocore<3.0.0,>=2.5.4->s3fs) (1.0.1)\n", "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=4.13.0->dask>=2.2->intake_xarray) (3.19.2)\n", "Requirement already satisfied: locket in /usr/local/lib/python3.10/dist-packages (from partd>=1.2.0->dask>=2.2->intake_xarray) (1.0.0)\n" ] } ], "source": [ "!pip install pandas matplotlib zarr fsspec s3fs intake intake_xarray intake_parquet" ] }, { "cell_type": "markdown", "metadata": { "id": "wOF1D3hGJF5e" }, "source": [ "#### Open the intake Catalog" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 139 }, "id": "cpiv_WAPGfrY", "outputId": "11e0d328-c765-4382-fbe7-64cc5adba404" }, "outputs": [ { "data": { "application/yaml": "intake:\n args:\n path: https://mastapp.site/intake/catalog.yml\n description: ''\n driver: intake.catalog.local.YAMLFileCatalog\n metadata:\n version: 1\n", "text/plain": [ "intake:\n", " args:\n", " path: https://mastapp.site/intake/catalog.yml\n", " description: ''\n", " driver: intake.catalog.local.YAMLFileCatalog\n", " metadata:\n", " version: 1\n" ] }, "metadata": { "application/json": { "root": "intake" } }, "output_type": "display_data" } ], "source": [ "import intake\n", "catalog = intake.open_catalog('https://mastapp.site/intake/catalog.yml')\n", "catalog" ] }, { "cell_type": "markdown", "metadata": { "id": "l8ci7WglJJPb" }, "source": [ "#### List All Shots" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 721 }, "id": "yNJv-2FfF2zb", "outputId": "2eaafdfa-6e1d-491d-bc62-3c98d42cae77" }, "outputs": [ { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "shots_df" }, "text/html": [ "\n", "
\n", " | url | \n", "preshot_description | \n", "postshot_description | \n", "campaign | \n", "current_range | \n", "divertor_config | \n", "plasma_shape | \n", "comissioner | \n", "facility | \n", "shot_id | \n", "... | \n", "cpf_vol_ipmax | \n", "cpf_vol_max | \n", "cpf_vol_truby | \n", "cpf_wmhd_ipmax | \n", "cpf_wmhd_max | \n", "cpf_wmhd_truby | \n", "cpf_zeff_ipmax | \n", "cpf_zeff_max | \n", "cpf_zeff_truby | \n", "cpf_zmag_efit | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "s3://mast/level1/shots/15085.zarr | \n", "\\nReplace ccbv connector. repeat.\\n | \n", "\\nRadial control unchanged. Zip/FA jump less ... | \n", "M6 | \n", "None | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "15085 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "None | \n", "None | \n", "None | \n", "NaN | \n", "
1 | \n", "s3://mast/level1/shots/15086.zarr | \n", "\\nAdd another 5cm to Drref during the ramp. Re... | \n", "\\nEarly termination, at 180ms.\\n | \n", "M6 | \n", "None | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "15086 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "None | \n", "None | \n", "None | \n", "NaN | \n", "
2 | \n", "s3://mast/level1/shots/15087.zarr | \n", "\\nRepeat, with small change to IDIV.\\n | \n", "\\nEarly termination at 200ms.\\n | \n", "M6 | \n", "None | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "15087 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "None | \n", "None | \n", "None | \n", "NaN | \n", "
3 | \n", "s3://mast/level1/shots/15088.zarr | \n", "\\nRestore shot 15085.\\n | \n", "\\nOK.\\n | \n", "M6 | \n", "None | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "15088 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "None | \n", "None | \n", "None | \n", "NaN | \n", "
4 | \n", "s3://mast/level1/shots/15089.zarr | \n", "\\nRepeat, with IDIV, BV tweaked to match last ... | \n", "\\nTerminated early.\\n | \n", "M6 | \n", "None | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "15089 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "None | \n", "None | \n", "None | \n", "NaN | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
11938 | \n", "s3://mast/level1/shots/30467.zarr | \n", "\\nRepeat with new neutron camera position.\\ncH... | \n", "\\nTwo times lower DD neutron rate than referen... | \n", "M9 | \n", "700 kA | \n", "Conventional | \n", "Connected Double Null | \n", "None | \n", "MAST | \n", "30467 | \n", "... | \n", "9.029202 | \n", "9.046394 | \n", "0.0 | \n", "49469.122469 | \n", "52653.445 | \n", "0.0 | \n", "None | \n", "None | \n", "None | \n", "0.013202 | \n", "
11939 | \n", "s3://mast/level1/shots/30468.zarr | \n", "\\nRepeat with new neutron camera position.\\ncH... | \n", "\\nGood beam.\\nGood repeat.\\n | \n", "M9 | \n", "700 kA | \n", "Conventional | \n", "Lower Single Null | \n", "None | \n", "MAST | \n", "30468 | \n", "... | \n", "9.102411 | \n", "9.107017 | \n", "0.0 | \n", "48516.962675 | \n", "49382.133 | \n", "0.0 | \n", "None | \n", "None | \n", "None | \n", "0.012445 | \n", "
11940 | \n", "s3://mast/level1/shots/30469.zarr | \n", "\\nRepeat with increased beam power (74 kV)\\ncH... | \n", "\\nGood shot. Modes present.\\n | \n", "M9 | \n", "700 kA | \n", "Conventional | \n", "Connected Double Null | \n", "None | \n", "MAST | \n", "30469 | \n", "... | \n", "8.988730 | \n", "9.047923 | \n", "0.0 | \n", "47466.249616 | \n", "49115.805 | \n", "0.0 | \n", "None | \n", "None | \n", "None | \n", "0.015299 | \n", "
11941 | \n", "s3://mast/level1/shots/30470.zarr | \n", "\\nRepeat last using hydrogen in outboard and c... | \n", "\\nNo HF gas.\\n | \n", "M9 | \n", "700 kA | \n", "Conventional | \n", "None | \n", "None | \n", "MAST | \n", "30470 | \n", "... | \n", "9.687049 | \n", "10.055509 | \n", "0.0 | \n", "17290.432865 | \n", "22310.516 | \n", "0.0 | \n", "None | \n", "None | \n", "None | \n", "0.015164 | \n", "
11942 | \n", "s3://mast/level1/shots/30471.zarr | \n", "\\nThe last plasma:\\nConvert to i/b Helios 1724... | \n", "\\nGood shot.\\n | \n", "M9 | \n", "700 kA | \n", "Conventional | \n", "Lower Single Null | \n", "None | \n", "MAST | \n", "30471 | \n", "... | \n", "8.817559 | \n", "9.283702 | \n", "0.0 | \n", "38063.582380 | \n", "40906.090 | \n", "0.0 | \n", "None | \n", "None | \n", "None | \n", "0.014340 | \n", "
11943 rows × 282 columns
\n", "\n", " | description | \n", "quality | \n", "uuid | \n", "shot_id | \n", "name | \n", "url | \n", "
---|---|---|---|---|---|---|
0 | \n", "Photron bullet camera B | \n", "Not Checked | \n", "bed283e8-a83b-56f4-a948-43fa9ff3e86b | \n", "15085 | \n", "rbb | \n", "s3://mast/level1/shots/15085.zarr/rbb | \n", "
1 | \n", "Photron bullet camera B | \n", "Not Checked | \n", "d94e21f5-223b-5d7a-92a5-1027f9d1ff5f | \n", "15086 | \n", "rbb | \n", "s3://mast/level1/shots/15086.zarr/rbb | \n", "
2 | \n", "Photron bullet camera B | \n", "Not Checked | \n", "8e2e2675-9d2e-58e9-a466-7b953822096c | \n", "15087 | \n", "rbb | \n", "s3://mast/level1/shots/15087.zarr/rbb | \n", "
3 | \n", "Photron bullet camera B | \n", "Not Checked | \n", "703f470e-4fae-52bc-9f52-20ab073971a3 | \n", "15088 | \n", "rbb | \n", "s3://mast/level1/shots/15088.zarr/rbb | \n", "
4 | \n", "Photron bullet camera B | \n", "Not Checked | \n", "e28f55ee-1198-5f05-91e7-1b897a804246 | \n", "15089 | \n", "rbb | \n", "s3://mast/level1/shots/15089.zarr/rbb | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
73913 | \n", "Photron bullet camera C | \n", "Not Checked | \n", "1476f0e0-209a-551c-938f-4fac3b9d519d | \n", "30471 | \n", "rbc | \n", "s3://mast/level1/shots/30471.zarr/rbc | \n", "
73914 | \n", "CELESTE-1: eCeleste poloidal view spectrometer | \n", "Not Checked | \n", "5d648ec1-e9d5-574f-85ae-1cfac43ef2bf | \n", "30471 | \n", "rca | \n", "s3://mast/level1/shots/30471.zarr/rca | \n", "
73915 | \n", "Phantom colour camera | \n", "Not Checked | \n", "3ab8c113-1d6e-5b28-b3bc-253520c96d02 | \n", "30471 | \n", "rco | \n", "s3://mast/level1/shots/30471.zarr/rco | \n", "
73916 | \n", "RBG 2D multi-colour visible bremsstrahlung camera | \n", "Not Checked | \n", "85416bc2-faa1-5753-8541-0d27f68434bc | \n", "30471 | \n", "rgb | \n", "s3://mast/level1/shots/30471.zarr/rgb | \n", "
73917 | \n", "RBG 2D multi-colour visible bremsstrahlung camera | \n", "Not Checked | \n", "a94efa26-63b2-517f-afa5-08b95c309b96 | \n", "30471 | \n", "rgc | \n", "s3://mast/level1/shots/30471.zarr/rgc | \n", "
73918 rows × 6 columns
\n", "\n", " | quality | \n", "shape | \n", "provenance | \n", "description | \n", "signal_type | \n", "dimensions | \n", "uuid | \n", "shot_id | \n", "name | \n", "version | \n", "rank | \n", "url | \n", "source | \n", "units | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Not Checked | \n", "[] | \n", "None | \n", "\n", " | Analysed | \n", "[] | \n", "76fbeab6-0e2f-58f0-939b-6dd4e99ac691 | \n", "30420 | \n", "air/alphaconst_osp | \n", "0 | \n", "0 | \n", "s3://mast/level1/shots/30420.zarr/air/alphacon... | \n", "air | \n", "None | \n", "
1 | \n", "Not Checked | \n", "[] | \n", "None | \n", "\n", " | Analysed | \n", "[] | \n", "afb7d470-1afb-57ab-9f8b-7a1177f28839 | \n", "30420 | \n", "abm/calib_shot | \n", "0 | \n", "0 | \n", "s3://mast/level1/shots/30420.zarr/abm/calib_shot | \n", "abm | \n", "None | \n", "
2 | \n", "Not Checked | \n", "[32] | \n", "None | \n", "\n", " | Analysed | \n", "[dim_0] | \n", "9d4d7d90-99e2-56cb-831c-8b64a7a23244 | \n", "30420 | \n", "abm/channel_status | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/abm/channel_... | \n", "abm | \n", "None | \n", "
3 | \n", "Not Checked | \n", "[32] | \n", "None | \n", "\n", " | Analysed | \n", "[dim_0] | \n", "c3405cd4-06cc-59ba-b6f7-65e5032e7e9b | \n", "30420 | \n", "abm/channel_type | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/abm/channel_... | \n", "abm | \n", "None | \n", "
4 | \n", "Not Checked | \n", "[11] | \n", "None | \n", "\n", " | Analysed | \n", "[chord] | \n", "8a434405-caa4-5419-9078-cffeec67da68 | \n", "30420 | \n", "abm | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/abm | \n", "abm | \n", "None | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1850 | \n", "Not Checked | \n", "[288, 64] | \n", "None | \n", "\n", " | Analysed | \n", "[time, npts_outer] | \n", "32c80568-557e-5833-8695-ec499e5feb51 | \n", "30420 | \n", "alp/outer_lo_chisq | \n", "0 | \n", "2 | \n", "s3://mast/level1/shots/30420.zarr/alp/outer_lo... | \n", "alp | \n", "None | \n", "
1851 | \n", "Not Checked | \n", "[288] | \n", "None | \n", "\n", " | Analysed | \n", "[time] | \n", "b12de18d-c29f-5f24-a787-79db5fffc636 | \n", "30420 | \n", "alp/outer_lo_denpeakval | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/alp/outer_lo... | \n", "alp | \n", "None | \n", "
1852 | \n", "Not Checked | \n", "[288, 64] | \n", "None | \n", "\n", " | Analysed | \n", "[time, npts_outer] | \n", "a9dc3c02-4ce6-5df3-b3d3-13cf841c2cca | \n", "30420 | \n", "alp/outer_lo_density | \n", "0 | \n", "2 | \n", "s3://mast/level1/shots/30420.zarr/alp/outer_lo... | \n", "alp | \n", "None | \n", "
1853 | \n", "Not Checked | \n", "[288] | \n", "None | \n", "\n", " | Analysed | \n", "[time] | \n", "1a8d902e-b539-54f3-9f83-8c2f981cb78e | \n", "30420 | \n", "alp/outer_lo_jsapeakpos | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/alp/outer_lo... | \n", "alp | \n", "None | \n", "
1854 | \n", "Not Checked | \n", "[288] | \n", "None | \n", "\n", " | Analysed | \n", "[time] | \n", "dce2202c-46d6-57c2-b3af-ce25bf7bdd1a | \n", "30420 | \n", "alp/outer_lo_jsapeakval | \n", "0 | \n", "1 | \n", "s3://mast/level1/shots/30420.zarr/alp/outer_lo... | \n", "alp | \n", "None | \n", "
1855 rows × 14 columns
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