{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mtJKRsIvKnbl",
        "outputId": "6d41ccd8-7739-4215-fcf3-f2d20b3cfad0",
        "tags": [
          "hide-output"
        ]
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: xarray in /usr/local/lib/python3.10/dist-packages (2023.7.0)\n",
            "Requirement already satisfied: zarr in /usr/local/lib/python3.10/dist-packages (2.18.2)\n",
            "Requirement already satisfied: numpy>=1.21 in /usr/local/lib/python3.10/dist-packages (from xarray) (1.25.2)\n",
            "Requirement already satisfied: pandas>=1.4 in /usr/local/lib/python3.10/dist-packages (from xarray) (2.0.3)\n",
            "Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.10/dist-packages (from xarray) (24.1)\n",
            "Requirement already satisfied: asciitree in /usr/local/lib/python3.10/dist-packages (from zarr) (0.3.3)\n",
            "Requirement already satisfied: numcodecs>=0.10.0 in /usr/local/lib/python3.10/dist-packages (from zarr) (0.12.1)\n",
            "Requirement already satisfied: fasteners in /usr/local/lib/python3.10/dist-packages (from zarr) (0.19)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.4->xarray) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.4->xarray) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.4->xarray) (2024.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas>=1.4->xarray) (1.16.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install xarray zarr"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MBTnYN9sjM8N"
      },
      "source": [
        "### Bulk Download\n",
        "\n",
        "This notebook shows how to perform bulk downloads with a S3 command line tool. This is useful if you want to have local access to a big subset of the data or event download the whole archive!\n",
        "\n",
        "We can download data in bulk using any command line for that supports the S3 protocol. We recommend using the [s5cmd](https://github.com/peak/s5cmd) tool.\n",
        "\n",
        "Below we're going to install `s5cmd` and then use it to download thompson scattering data from one shot.\n",
        "\n",
        "First we install `s5cmd`:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yn9W1Ch1hmNX",
        "outputId": "bf27c5f6-4203-4300-929f-038d2a5aca79",
        "tags": [
          "hide-output"
        ]
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CHANGELOG.md\n",
            "LICENSE\n",
            "README.md\n",
            "s5cmd\n",
            "NAME:\n",
            "   s5cmd - Blazing fast S3 and local filesystem execution tool\n",
            "\n",
            "USAGE:\n",
            "   s5cmd [global options] command [command options] [arguments...]\n",
            "\n",
            "COMMANDS:\n",
            "   ls              list buckets and objects\n",
            "   cp              copy objects\n",
            "   rm              remove objects\n",
            "   mv              move/rename objects\n",
            "   mb              make bucket\n",
            "   rb              remove bucket\n",
            "   select          run SQL queries on objects\n",
            "   du              show object size usage\n",
            "   cat             print remote object content\n",
            "   pipe            stream to remote from stdin\n",
            "   run             run commands in batch\n",
            "   sync            sync objects\n",
            "   version         print version\n",
            "   bucket-version  configure bucket versioning\n",
            "   presign         print remote object presign url\n",
            "   help, h         Shows a list of commands or help for one command\n",
            "\n",
            "GLOBAL OPTIONS:\n",
            "   --credentials-file value       use the specified credentials file instead of the default credentials file\n",
            "   --dry-run                      fake run; show what commands will be executed without actually executing them (default: false)\n",
            "   --endpoint-url value           override default S3 host for custom services [$S3_ENDPOINT_URL]\n",
            "   --help, -h                     show help (default: false)\n",
            "   --install-completion           get completion installation instructions for your shell (only available for bash, pwsh, and zsh) (default: false)\n",
            "   --json                         enable JSON formatted output (default: false)\n",
            "   --log value                    log level: (trace, debug, info, error) (default: info)\n",
            "   --no-sign-request              do not sign requests: credentials will not be loaded if --no-sign-request is provided (default: false)\n",
            "   --no-verify-ssl                disable SSL certificate verification (default: false)\n",
            "   --numworkers value             number of workers execute operation on each object (default: 256)\n",
            "   --profile value                use the specified profile from the credentials file\n",
            "   --request-payer value          who pays for request (access requester pays buckets)\n",
            "   --retry-count value, -r value  number of times that a request will be retried for failures (default: 10)\n",
            "   --stat                         collect statistics of program execution and display it at the end (default: false)\n",
            "   --use-list-objects-v1          use ListObjectsV1 API for services that don't support ListObjectsV2 (default: false)\n",
            "   \n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "--2024-06-25 11:33:12--  https://github.com/peak/s5cmd/releases/download/v2.2.2/s5cmd_2.2.2_Linux-64bit.tar.gz\n",
            "Resolving github.com (github.com)... 20.27.177.113\n",
            "Connecting to github.com (github.com)|20.27.177.113|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/73909333/e095ae85-9acf-4dcc-b744-128b3311849c?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=releaseassetproduction%2F20240625%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20240625T113313Z&X-Amz-Expires=300&X-Amz-Signature=2396a8ebe3d4f262b67811c8131a3e5b8561d7cfdb6679e0ec7a107e98c6fcce&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=73909333&response-content-disposition=attachment%3B%20filename%3Ds5cmd_2.2.2_Linux-64bit.tar.gz&response-content-type=application%2Foctet-stream [following]\n",
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            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.109.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 4821452 (4.6M) [application/octet-stream]\n",
            "Saving to: ‘s5cmd_2.2.2_Linux-64bit.tar.gz.1’\n",
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            "  4700K ........                                              100% 34.8M=0.3s\n",
            "\n",
            "2024-06-25 11:33:14 (16.7 MB/s) - ‘s5cmd_2.2.2_Linux-64bit.tar.gz.1’ saved [4821452/4821452]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "%%bash\n",
        "\n",
        "wget https://github.com/peak/s5cmd/releases/download/v2.2.2/s5cmd_2.2.2_Linux-64bit.tar.gz\n",
        "tar -xvzf s5cmd_2.2.2_Linux-64bit.tar.gz\n",
        "./s5cmd --help"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NSKjNdNljqhl"
      },
      "source": [
        "Now we can download data using the `cp` command.\n",
        "\n",
        "In this example, we are going to transfer the thompson scattering data for shot `30420` locally.\n",
        "\n",
        "We need to set the endpoint of where the bucket is hosted (for now: `https://s3.echo.stfc.ac.uk`) and we need to set `--no-sign-request` for annonymous access."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_CqfL5dfiFh0",
        "outputId": "290bc0a1-fdc2-490b-ec00-32e146f98e9f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cp s3://mast/level1/shots/30420.zarr/ayc/.zgroup 30420.zarr/ayc/.zgroup\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/.zattrs 30420.zarr/ayc/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_poly/.zmetadata 30420.zarr/ayc/version_poly/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_energy/.zattrs 30420.zarr/ayc/laser_energy/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/instrument_dr/.zattrs 30420.zarr/ayc/instrument_dr/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/interferometer_corr/0 30420.zarr/ayc/interferometer_corr/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_error/.zattrs 30420.zarr/ayc/spectra_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_error/.zattrs 30420.zarr/ayc/ne_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra/.zmetadata 30420.zarr/ayc/spectra/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/segment_number/.zattrs 30420.zarr/ayc/segment_number/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/scat_length/.zmetadata 30420.zarr/ayc/scat_length/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_core/0 30420.zarr/ayc/ne_core/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/chi2/.zattrs 30420.zarr/ayc/chi2/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_error/.zmetadata 30420.zarr/ayc/te_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_raman/.zmetadata 30420.zarr/ayc/version_raman/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_stray_light/.zmetadata 30420.zarr/ayc/spectra_stray_light/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_core/.zattrs 30420.zarr/ayc/te_core/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/acqiris_time/.zarray 30420.zarr/ayc/acqiris_time/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_error/.zattrs 30420.zarr/ayc/r_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/scat_length/0 30420.zarr/ayc/scat_length/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_error/.zarray 30420.zarr/ayc/te_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/arb/.zattrs 30420.zarr/ayc/arb/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/acqiris_time/0 30420.zarr/ayc/acqiris_time/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/angle/.zattrs 30420.zarr/ayc/angle/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/aspectra/.zattrs 30420.zarr/ayc/aspectra/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/aspectra/1.0.0 30420.zarr/ayc/aspectra/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/aspectra/.zmetadata 30420.zarr/ayc/aspectra/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/chi2/0.0 30420.zarr/ayc/chi2/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/arb/.zmetadata 30420.zarr/ayc/arb/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/aspectra/.zarray 30420.zarr/ayc/aspectra/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radialindex/.zarray 30420.zarr/ayc/radialindex/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time_/.zarray 30420.zarr/ayc/time_/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_core/.zmetadata 30420.zarr/ayc/ne_core/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/yag_nelint/.zarray 30420.zarr/ayc/yag_nelint/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_track/.zarray 30420.zarr/ayc/laser_track/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/status/.zmetadata 30420.zarr/ayc/status/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_error/1.0.0 30420.zarr/ayc/spectra_error/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/passnumber/.zattrs 30420.zarr/ayc/passnumber/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/passnumber/.zarray 30420.zarr/ayc/passnumber/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/.zmetadata 30420.zarr/ayc/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/segment_number/.zmetadata 30420.zarr/ayc/segment_number/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radialindex/.zattrs 30420.zarr/ayc/radialindex/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_error/.zattrs 30420.zarr/ayc/te_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectral_index/.zattrs 30420.zarr/ayc/spectral_index/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectral_index/.zmetadata 30420.zarr/ayc/spectral_index/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radialindex/0 30420.zarr/ayc/radialindex/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_stray_light/.zarray 30420.zarr/ayc/spectra_stray_light/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/interferometer_corr/.zattrs 30420.zarr/ayc/interferometer_corr/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_error/0.0 30420.zarr/ayc/te_error/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/angle/0 30420.zarr/ayc/angle/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_core/.zarray 30420.zarr/ayc/ne_core/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_energy/0 30420.zarr/ayc/laser_energy/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_core/0 30420.zarr/ayc/te_core/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectral_index/0 30420.zarr/ayc/spectral_index/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/poisson_error/.zarray 30420.zarr/ayc/poisson_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/instrument_dr/0.0 30420.zarr/ayc/instrument_dr/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/plasmalight_error/.zmetadata 30420.zarr/ayc/plasmalight_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/interferometer_corr/.zmetadata 30420.zarr/ayc/interferometer_corr/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/polyname/.zmetadata 30420.zarr/ayc/polyname/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_poly/.zarray 30420.zarr/ayc/version_poly/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radialindex/.zmetadata 30420.zarr/ayc/radialindex/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/xyc_time/0 30420.zarr/ayc/xyc_time/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/xyc_time/.zarray 30420.zarr/ayc/xyc_time/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/polyname/.zattrs 30420.zarr/ayc/polyname/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe/.zmetadata 30420.zarr/ayc/pe/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pulse/.zattrs 30420.zarr/ayc/pulse/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_fibre/.zattrs 30420.zarr/ayc/version_fibre/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_core/.zattrs 30420.zarr/ayc/r_core/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectralindex/.zmetadata 30420.zarr/ayc/spectralindex/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time_/.zattrs 30420.zarr/ayc/time_/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/angle/.zarray 30420.zarr/ayc/angle/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/instrument_dr/.zarray 30420.zarr/ayc/instrument_dr/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/poisson_error/0.0.0 30420.zarr/ayc/poisson_error/0.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_error/0.0.0 30420.zarr/ayc/spectra_error/0.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/poisson_error/1.0.0 30420.zarr/ayc/poisson_error/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/xyc_time/.zattrs 30420.zarr/ayc/xyc_time/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/chi2/.zmetadata 30420.zarr/ayc/chi2/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/covariance_ne_te/.zattrs 30420.zarr/ayc/covariance_ne_te/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_core/.zmetadata 30420.zarr/ayc/te_core/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time_/.zmetadata 30420.zarr/ayc/time_/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r/.zmetadata 30420.zarr/ayc/r/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_error/.zarray 30420.zarr/ayc/spectra_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_core/.zarray 30420.zarr/ayc/r_core/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/plasmalight_error/1.0.0 30420.zarr/ayc/plasmalight_error/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_track/0 30420.zarr/ayc/laser_track/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/plasmalight_error/.zarray 30420.zarr/ayc/plasmalight_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/poisson_error/.zmetadata 30420.zarr/ayc/poisson_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/yag_nelint/0 30420.zarr/ayc/yag_nelint/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_fibre/0 30420.zarr/ayc/version_fibre/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r/.zattrs 30420.zarr/ayc/r/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra/.zattrs 30420.zarr/ayc/spectra/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radial_index/.zmetadata 30420.zarr/ayc/radial_index/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne/.zmetadata 30420.zarr/ayc/ne/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/scat_length/.zattrs 30420.zarr/ayc/scat_length/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_stray_light/1.0.0 30420.zarr/ayc/spectra_stray_light/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/acqiris_time/.zattrs 30420.zarr/ayc/acqiris_time/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_track/.zmetadata 30420.zarr/ayc/laser_track/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/angle/.zmetadata 30420.zarr/ayc/angle/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/xyc_time/.zmetadata 30420.zarr/ayc/xyc_time/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_track/.zattrs 30420.zarr/ayc/laser_track/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectral_index/.zarray 30420.zarr/ayc/spectral_index/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radial_index/.zarray 30420.zarr/ayc/radial_index/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time_/0 30420.zarr/ayc/time_/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectralindex/.zattrs 30420.zarr/ayc/spectralindex/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/status/0 30420.zarr/ayc/status/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/instrument_dr/.zmetadata 30420.zarr/ayc/instrument_dr/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/interferometer_corr/.zarray 30420.zarr/ayc/interferometer_corr/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radial_index/0 30420.zarr/ayc/radial_index/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_error/.zmetadata 30420.zarr/ayc/spectra_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/passnumber/0 30420.zarr/ayc/passnumber/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_fibre/.zarray 30420.zarr/ayc/version_fibre/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_stray_light/.zattrs 30420.zarr/ayc/spectra_stray_light/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe/.zattrs 30420.zarr/ayc/pe/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_core/0 30420.zarr/ayc/r_core/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_error/.zmetadata 30420.zarr/ayc/r_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/yag_nelint/.zattrs 30420.zarr/ayc/yag_nelint/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/segment_number/.zarray 30420.zarr/ayc/segment_number/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pulse/.zmetadata 30420.zarr/ayc/pulse/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/radial_index/.zattrs 30420.zarr/ayc/radial_index/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_core/.zmetadata 30420.zarr/ayc/r_core/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/covariance_ne_te/.zarray 30420.zarr/ayc/covariance_ne_te/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te/.zmetadata 30420.zarr/ayc/te/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe/0.0 30420.zarr/ayc/pe/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_energy/.zarray 30420.zarr/ayc/laser_energy/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/t/.zarray 30420.zarr/ayc/t/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time/.zarray 30420.zarr/ayc/time/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pulse/0 30420.zarr/ayc/pulse/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_raman/0 30420.zarr/ayc/version_raman/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_error/0.0 30420.zarr/ayc/ne_error/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra/1.0.0 30420.zarr/ayc/spectra/1.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r/.zarray 30420.zarr/ayc/r/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/polyname/0 30420.zarr/ayc/polyname/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe_error/.zattrs 30420.zarr/ayc/pe_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te/0.0 30420.zarr/ayc/te/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/scat_length/.zarray 30420.zarr/ayc/scat_length/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pulse/.zarray 30420.zarr/ayc/pulse/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe/.zarray 30420.zarr/ayc/pe/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectralindex/.zarray 30420.zarr/ayc/spectralindex/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/t/0 30420.zarr/ayc/t/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_poly/.zattrs 30420.zarr/ayc/version_poly/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_error/.zmetadata 30420.zarr/ayc/ne_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/laser_energy/.zmetadata 30420.zarr/ayc/laser_energy/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_error/0.0 30420.zarr/ayc/r_error/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_fibre/.zmetadata 30420.zarr/ayc/version_fibre/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_poly/0 30420.zarr/ayc/version_poly/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/arb/0 30420.zarr/ayc/arb/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/t/.zmetadata 30420.zarr/ayc/t/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_raman/.zarray 30420.zarr/ayc/version_raman/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time/.zattrs 30420.zarr/ayc/time/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te_core/.zarray 30420.zarr/ayc/te_core/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time/0 30420.zarr/ayc/time/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/polyname/.zarray 30420.zarr/ayc/polyname/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/poisson_error/.zattrs 30420.zarr/ayc/poisson_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/status/.zattrs 30420.zarr/ayc/status/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/acqiris_time/.zmetadata 30420.zarr/ayc/acqiris_time/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/yag_nelint/.zmetadata 30420.zarr/ayc/yag_nelint/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe_error/.zarray 30420.zarr/ayc/pe_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne/.zarray 30420.zarr/ayc/ne/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/status/.zarray 30420.zarr/ayc/status/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/segment_number/0 30420.zarr/ayc/segment_number/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te/.zarray 30420.zarr/ayc/te/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/version_raman/.zattrs 30420.zarr/ayc/version_raman/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r/0.0 30420.zarr/ayc/r/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/plasmalight_error/.zattrs 30420.zarr/ayc/plasmalight_error/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/covariance_ne_te/.zmetadata 30420.zarr/ayc/covariance_ne_te/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/te/.zattrs 30420.zarr/ayc/te/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe_error/.zmetadata 30420.zarr/ayc/pe_error/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectralindex/0 30420.zarr/ayc/spectralindex/0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/chi2/.zarray 30420.zarr/ayc/chi2/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/r_error/.zarray 30420.zarr/ayc/r_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_error/.zarray 30420.zarr/ayc/ne_error/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/t/.zattrs 30420.zarr/ayc/t/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/time/.zmetadata 30420.zarr/ayc/time/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra_stray_light/0.0.0 30420.zarr/ayc/spectra_stray_light/0.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/pe_error/0.0 30420.zarr/ayc/pe_error/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/covariance_ne_te/0.0 30420.zarr/ayc/covariance_ne_te/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne_core/.zattrs 30420.zarr/ayc/ne_core/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/passnumber/.zmetadata 30420.zarr/ayc/passnumber/.zmetadata\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/arb/.zarray 30420.zarr/ayc/arb/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne/0.0 30420.zarr/ayc/ne/0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/ne/.zattrs 30420.zarr/ayc/ne/.zattrs\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra/.zarray 30420.zarr/ayc/spectra/.zarray\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/aspectra/0.0.0 30420.zarr/ayc/aspectra/0.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/spectra/0.0.0 30420.zarr/ayc/spectra/0.0.0\n",
            "cp s3://mast/level1/shots/30420.zarr/ayc/plasmalight_error/0.0.0 30420.zarr/ayc/plasmalight_error/0.0.0\n"
          ]
        }
      ],
      "source": [
        "%%bash\n",
        "./s5cmd --no-sign-request --endpoint-url https://s3.echo.stfc.ac.uk cp s3://mast/level1/shots/30420.zarr/ayc/* ./30420.zarr/ayc"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NhghzZ99jzip"
      },
      "source": [
        "Finally, we can open the file locally:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "id": "udo56w_3jFp_",
        "outputId": "911b525e-40eb-497c-b6ee-caf26b4e4f09"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-4-bcb7748acee7>:2: RuntimeWarning: Failed to open Zarr store with consolidated metadata, but successfully read with non-consolidated metadata. This is typically much slower for opening a dataset. To silence this warning, consider:\n",
            "1. Consolidating metadata in this existing store with zarr.consolidate_metadata().\n",
            "2. Explicitly setting consolidated=False, to avoid trying to read consolidate metadata, or\n",
            "3. Explicitly setting consolidated=True, to raise an error in this case instead of falling back to try reading non-consolidated metadata.\n",
            "  xr.open_zarr('30420.zarr', group='ayc')\n"
          ]
        },
        {
          "data": {
            "text/html": [
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              "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
              "Dimensions:              (time: 146, arb: 130, radial_index: 130,\n",
              "                          spectral_index: 4, radialindex: 130,\n",
              "                          spectralindex: 4, t: 146)\n",
              "Coordinates:\n",
              "  * arb                  (arb) float32 0.0 1.0 2.0 3.0 ... 127.0 128.0 129.0\n",
              "  * radial_index         (radial_index) float32 1.0 2.0 3.0 ... 129.0 130.0\n",
              "  * radialindex          (radialindex) float32 1.0 2.0 3.0 ... 128.0 129.0 130.0\n",
              "  * spectral_index       (spectral_index) float32 1.0 2.0 3.0 4.0\n",
              "  * spectralindex        (spectralindex) float32 1.0 2.0 3.0 4.0\n",
              "  * t                    (t) float32 0.0 0.004166 0.008332 ... 70.0 71.0 72.0\n",
              "  * time                 (time) float32 0.0 0.004166 0.008332 ... 70.0 71.0 72.0\n",
              "Data variables: (12/37)\n",
              "    acqiris_time         (time) float32 dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;\n",
              "    angle                (arb) float32 dask.array&lt;chunksize=(130,), meta=np.ndarray&gt;\n",
              "    aspectra             (time, radial_index, spectral_index) float32 dask.array&lt;chunksize=(73, 130, 4), meta=np.ndarray&gt;\n",
              "    chi2                 (time, radial_index) float32 dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;\n",
              "    covariance_ne_te     (time, radial_index) float32 dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;\n",
              "    instrument_dr        (time, radial_index) float32 dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;\n",
              "    ...                   ...\n",
              "    time_                (time) float32 dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;\n",
              "    version_fibre        float32 ...\n",
              "    version_poly         float32 ...\n",
              "    version_raman        float32 ...\n",
              "    xyc_time             (time) float32 dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;\n",
              "    yag_nelint           (time) float32 dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;\n",
              "Attributes:\n",
              "    description:  Core Thomson scattering data\n",
              "    file_name:    ayc0304.20\n",
              "    format:       IDA3\n",
              "    mds_name:     None\n",
              "    name:         ayc\n",
              "    quality:      Not Checked\n",
              "    shot_id:      30420\n",
              "    signal_type:  Analysed\n",
              "    source:       ayc\n",
              "    uda_name:     AYC\n",
              "    uuid:         8d043ece-8bf8-5af8-87e4-d2a1b01716fa\n",
              "    version:      0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-626dd5b1-941b-4e67-a483-076c1ba816aa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-626dd5b1-941b-4e67-a483-076c1ba816aa' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 146</li><li><span class='xr-has-index'>arb</span>: 130</li><li><span class='xr-has-index'>radial_index</span>: 130</li><li><span class='xr-has-index'>spectral_index</span>: 4</li><li><span class='xr-has-index'>radialindex</span>: 130</li><li><span class='xr-has-index'>spectralindex</span>: 4</li><li><span class='xr-has-index'>t</span>: 146</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-95e1d54e-a2e0-4270-b63d-66d54628ed23' class='xr-section-summary-in' type='checkbox'  checked><label for='section-95e1d54e-a2e0-4270-b63d-66d54628ed23' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>arb</span></div><div class='xr-var-dims'>(arb)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 127.0 128.0 129.0</div><input id='attrs-6ba623b2-5d57-41aa-b1fd-580839452b8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ba623b2-5d57-41aa-b1fd-580839452b8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7458ecef-ac24-490d-8482-f4c13e90899b' class='xr-var-data-in' type='checkbox'><label for='data-7458ecef-ac24-490d-8482-f4c13e90899b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd> arb </dd></dl></div><div class='xr-var-data'><pre>array([  0.,   1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,  10.,  11.,\n",
              "        12.,  13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,  22.,  23.,\n",
              "        24.,  25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,  33.,  34.,  35.,\n",
              "        36.,  37.,  38.,  39.,  40.,  41.,  42.,  43.,  44.,  45.,  46.,  47.,\n",
              "        48.,  49.,  50.,  51.,  52.,  53.,  54.,  55.,  56.,  57.,  58.,  59.,\n",
              "        60.,  61.,  62.,  63.,  64.,  65.,  66.,  67.,  68.,  69.,  70.,  71.,\n",
              "        72.,  73.,  74.,  75.,  76.,  77.,  78.,  79.,  80.,  81.,  82.,  83.,\n",
              "        84.,  85.,  86.,  87.,  88.,  89.,  90.,  91.,  92.,  93.,  94.,  95.,\n",
              "        96.,  97.,  98.,  99., 100., 101., 102., 103., 104., 105., 106., 107.,\n",
              "       108., 109., 110., 111., 112., 113., 114., 115., 116., 117., 118., 119.,\n",
              "       120., 121., 122., 123., 124., 125., 126., 127., 128., 129.],\n",
              "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>radial_index</span></div><div class='xr-var-dims'>(radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 ... 128.0 129.0 130.0</div><input id='attrs-78e9b571-52cd-4eea-94f8-f1577ab6992f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78e9b571-52cd-4eea-94f8-f1577ab6992f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c867c526-dfc0-4fcb-a169-24138b851bc4' class='xr-var-data-in' type='checkbox'><label for='data-c867c526-dfc0-4fcb-a169-24138b851bc4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([  1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,  10.,  11.,  12.,\n",
              "        13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,  22.,  23.,  24.,\n",
              "        25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,  33.,  34.,  35.,  36.,\n",
              "        37.,  38.,  39.,  40.,  41.,  42.,  43.,  44.,  45.,  46.,  47.,  48.,\n",
              "        49.,  50.,  51.,  52.,  53.,  54.,  55.,  56.,  57.,  58.,  59.,  60.,\n",
              "        61.,  62.,  63.,  64.,  65.,  66.,  67.,  68.,  69.,  70.,  71.,  72.,\n",
              "        73.,  74.,  75.,  76.,  77.,  78.,  79.,  80.,  81.,  82.,  83.,  84.,\n",
              "        85.,  86.,  87.,  88.,  89.,  90.,  91.,  92.,  93.,  94.,  95.,  96.,\n",
              "        97.,  98.,  99., 100., 101., 102., 103., 104., 105., 106., 107., 108.,\n",
              "       109., 110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120.,\n",
              "       121., 122., 123., 124., 125., 126., 127., 128., 129., 130.],\n",
              "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>radialindex</span></div><div class='xr-var-dims'>(radialindex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 ... 128.0 129.0 130.0</div><input id='attrs-cac462e7-1150-4cdc-bd04-e828d451cbd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cac462e7-1150-4cdc-bd04-e828d451cbd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41679565-eaf9-4042-bdd6-87fcd3e791ff' class='xr-var-data-in' type='checkbox'><label for='data-41679565-eaf9-4042-bdd6-87fcd3e791ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([  1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,  10.,  11.,  12.,\n",
              "        13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,  22.,  23.,  24.,\n",
              "        25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,  33.,  34.,  35.,  36.,\n",
              "        37.,  38.,  39.,  40.,  41.,  42.,  43.,  44.,  45.,  46.,  47.,  48.,\n",
              "        49.,  50.,  51.,  52.,  53.,  54.,  55.,  56.,  57.,  58.,  59.,  60.,\n",
              "        61.,  62.,  63.,  64.,  65.,  66.,  67.,  68.,  69.,  70.,  71.,  72.,\n",
              "        73.,  74.,  75.,  76.,  77.,  78.,  79.,  80.,  81.,  82.,  83.,  84.,\n",
              "        85.,  86.,  87.,  88.,  89.,  90.,  91.,  92.,  93.,  94.,  95.,  96.,\n",
              "        97.,  98.,  99., 100., 101., 102., 103., 104., 105., 106., 107., 108.,\n",
              "       109., 110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120.,\n",
              "       121., 122., 123., 124., 125., 126., 127., 128., 129., 130.],\n",
              "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>spectral_index</span></div><div class='xr-var-dims'>(spectral_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 4.0</div><input id='attrs-b53827a2-f349-438b-8ed3-65013047d6a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b53827a2-f349-438b-8ed3-65013047d6a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ceb76ff8-eb7e-4aa3-957c-2badb1ae3a31' class='xr-var-data-in' type='checkbox'><label for='data-ceb76ff8-eb7e-4aa3-957c-2badb1ae3a31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([1., 2., 3., 4.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>spectralindex</span></div><div class='xr-var-dims'>(spectralindex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 4.0</div><input id='attrs-9212a567-d171-486b-ad02-bfee22f70a76' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9212a567-d171-486b-ad02-bfee22f70a76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-587050c6-f846-4d16-afdc-3c78e583593b' class='xr-var-data-in' type='checkbox'><label for='data-587050c6-f846-4d16-afdc-3c78e583593b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([1., 2., 3., 4.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>t</span></div><div class='xr-var-dims'>(t)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.004166 0.008332 ... 71.0 72.0</div><input id='attrs-65b32eb9-cce9-43c2-9244-27d94b374b61' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-65b32eb9-cce9-43c2-9244-27d94b374b61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5e177e3-b2d4-4f0c-890b-4acb0f70bd7d' class='xr-var-data-in' type='checkbox'><label for='data-b5e177e3-b2d4-4f0c-890b-4acb0f70bd7d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([0.000000e+00, 4.166000e-03, 8.331900e-03, 1.249810e-02, 1.666450e-02,\n",
              "       2.082960e-02, 2.499600e-02, 2.916220e-02, 3.333340e-02, 3.749940e-02,\n",
              "       4.166520e-02, 4.583140e-02, 4.999780e-02, 5.416300e-02, 5.832930e-02,\n",
              "       6.249550e-02, 6.666670e-02, 7.083270e-02, 7.499850e-02, 7.916470e-02,\n",
              "       8.333110e-02, 8.749630e-02, 9.166270e-02, 9.582880e-02, 1.000000e-01,\n",
              "       1.041660e-01, 1.083319e-01, 1.124980e-01, 1.166644e-01, 1.208296e-01,\n",
              "       1.249960e-01, 1.291621e-01, 1.333333e-01, 1.374993e-01, 1.416652e-01,\n",
              "       1.458313e-01, 1.499978e-01, 1.541629e-01, 1.583293e-01, 1.624955e-01,\n",
              "       1.666667e-01, 1.708326e-01, 1.749985e-01, 1.791647e-01, 1.833311e-01,\n",
              "       1.874963e-01, 1.916626e-01, 1.958288e-01, 2.000000e-01, 2.041660e-01,\n",
              "       2.083318e-01, 2.124980e-01, 2.166644e-01, 2.208296e-01, 2.249960e-01,\n",
              "       2.291621e-01, 2.333333e-01, 2.374993e-01, 2.416652e-01, 2.458313e-01,\n",
              "       2.499977e-01, 2.541629e-01, 2.583293e-01, 2.624954e-01, 2.666666e-01,\n",
              "       2.708326e-01, 2.749985e-01, 2.791646e-01, 2.833311e-01, 2.874962e-01,\n",
              "       2.916626e-01, 2.958288e-01, 2.999999e-01, 3.041659e-01, 1.000000e+00,\n",
              "       2.000000e+00, 3.000000e+00, 4.000000e+00, 5.000000e+00, 6.000000e+00,\n",
              "       7.000000e+00, 8.000000e+00, 9.000000e+00, 1.000000e+01, 1.100000e+01,\n",
              "       1.200000e+01, 1.300000e+01, 1.400000e+01, 1.500000e+01, 1.600000e+01,\n",
              "       1.700000e+01, 1.800000e+01, 1.900000e+01, 2.000000e+01, 2.100000e+01,\n",
              "       2.200000e+01, 2.300000e+01, 2.400000e+01, 2.500000e+01, 2.600000e+01,\n",
              "       2.700000e+01, 2.800000e+01, 2.900000e+01, 3.000000e+01, 3.100000e+01,\n",
              "       3.200000e+01, 3.300000e+01, 3.400000e+01, 3.500000e+01, 3.600000e+01,\n",
              "       3.700000e+01, 3.800000e+01, 3.900000e+01, 4.000000e+01, 4.100000e+01,\n",
              "       4.200000e+01, 4.300000e+01, 4.400000e+01, 4.500000e+01, 4.600000e+01,\n",
              "       4.700000e+01, 4.800000e+01, 4.900000e+01, 5.000000e+01, 5.100000e+01,\n",
              "       5.200000e+01, 5.300000e+01, 5.400000e+01, 5.500000e+01, 5.600000e+01,\n",
              "       5.700000e+01, 5.800000e+01, 5.900000e+01, 6.000000e+01, 6.100000e+01,\n",
              "       6.200000e+01, 6.300000e+01, 6.400000e+01, 6.500000e+01, 6.600000e+01,\n",
              "       6.700000e+01, 6.800000e+01, 6.900000e+01, 7.000000e+01, 7.100000e+01,\n",
              "       7.200000e+01], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.004166 0.008332 ... 71.0 72.0</div><input id='attrs-7fcc28d6-8892-47ec-88e0-3679ea6ebb75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fcc28d6-8892-47ec-88e0-3679ea6ebb75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2070f85-c9c2-411b-9d50-e5a551f7de40' class='xr-var-data-in' type='checkbox'><label for='data-c2070f85-c9c2-411b-9d50-e5a551f7de40' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([0.000000e+00, 4.166000e-03, 8.331900e-03, 1.249810e-02, 1.666450e-02,\n",
              "       2.082960e-02, 2.499600e-02, 2.916220e-02, 3.333340e-02, 3.749940e-02,\n",
              "       4.166520e-02, 4.583140e-02, 4.999780e-02, 5.416300e-02, 5.832930e-02,\n",
              "       6.249550e-02, 6.666670e-02, 7.083270e-02, 7.499850e-02, 7.916470e-02,\n",
              "       8.333110e-02, 8.749630e-02, 9.166270e-02, 9.582880e-02, 1.000000e-01,\n",
              "       1.041660e-01, 1.083319e-01, 1.124980e-01, 1.166644e-01, 1.208296e-01,\n",
              "       1.249960e-01, 1.291621e-01, 1.333333e-01, 1.374993e-01, 1.416652e-01,\n",
              "       1.458313e-01, 1.499978e-01, 1.541629e-01, 1.583293e-01, 1.624955e-01,\n",
              "       1.666667e-01, 1.708326e-01, 1.749985e-01, 1.791647e-01, 1.833311e-01,\n",
              "       1.874963e-01, 1.916626e-01, 1.958288e-01, 2.000000e-01, 2.041660e-01,\n",
              "       2.083318e-01, 2.124980e-01, 2.166644e-01, 2.208296e-01, 2.249960e-01,\n",
              "       2.291621e-01, 2.333333e-01, 2.374993e-01, 2.416652e-01, 2.458313e-01,\n",
              "       2.499977e-01, 2.541629e-01, 2.583293e-01, 2.624954e-01, 2.666666e-01,\n",
              "       2.708326e-01, 2.749985e-01, 2.791646e-01, 2.833311e-01, 2.874962e-01,\n",
              "       2.916626e-01, 2.958288e-01, 2.999999e-01, 3.041659e-01, 1.000000e+00,\n",
              "       2.000000e+00, 3.000000e+00, 4.000000e+00, 5.000000e+00, 6.000000e+00,\n",
              "       7.000000e+00, 8.000000e+00, 9.000000e+00, 1.000000e+01, 1.100000e+01,\n",
              "       1.200000e+01, 1.300000e+01, 1.400000e+01, 1.500000e+01, 1.600000e+01,\n",
              "       1.700000e+01, 1.800000e+01, 1.900000e+01, 2.000000e+01, 2.100000e+01,\n",
              "       2.200000e+01, 2.300000e+01, 2.400000e+01, 2.500000e+01, 2.600000e+01,\n",
              "       2.700000e+01, 2.800000e+01, 2.900000e+01, 3.000000e+01, 3.100000e+01,\n",
              "       3.200000e+01, 3.300000e+01, 3.400000e+01, 3.500000e+01, 3.600000e+01,\n",
              "       3.700000e+01, 3.800000e+01, 3.900000e+01, 4.000000e+01, 4.100000e+01,\n",
              "       4.200000e+01, 4.300000e+01, 4.400000e+01, 4.500000e+01, 4.600000e+01,\n",
              "       4.700000e+01, 4.800000e+01, 4.900000e+01, 5.000000e+01, 5.100000e+01,\n",
              "       5.200000e+01, 5.300000e+01, 5.400000e+01, 5.500000e+01, 5.600000e+01,\n",
              "       5.700000e+01, 5.800000e+01, 5.900000e+01, 6.000000e+01, 6.100000e+01,\n",
              "       6.200000e+01, 6.300000e+01, 6.400000e+01, 6.500000e+01, 6.600000e+01,\n",
              "       6.700000e+01, 6.800000e+01, 6.900000e+01, 7.000000e+01, 7.100000e+01,\n",
              "       7.200000e+01], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e5e1a34d-f953-4f3a-ab2c-46b08c07cbc9' class='xr-section-summary-in' type='checkbox'  ><label for='section-e5e1a34d-f953-4f3a-ab2c-46b08c07cbc9' class='xr-section-summary' >Data variables: <span>(37)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>acqiris_time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-2c59671a-4a89-4b0a-809c-cbe54215bd30' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c59671a-4a89-4b0a-809c-cbe54215bd30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64ce7572-a5b9-4427-b82a-0d2adb8984af' class='xr-var-data-in' type='checkbox'><label for='data-64ce7572-a5b9-4427-b82a-0d2adb8984af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>time</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:ACQIRIS_TIME</dd><dt><span>name :</span></dt><dd>ayc/acqiris_time</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_ACQIRIS_TIME</dd><dt><span>units :</span></dt><dd>s</dd><dt><span>uuid :</span></dt><dd>424fbc4e-f837-5997-b90d-27da7842ee34</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "\n",
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              "                <tbody>\n",
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              "                        <td> 520 B </td>\n",
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              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "                        <th> Data type </th>\n",
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              "                        <th> Array </th>\n",
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              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
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              "                    <tr>\n",
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              "                        <td> 74.14 kiB </td>\n",
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              "                        <td> (146, 130) </td>\n",
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              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
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              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "                    <tr>\n",
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              "                    <tr>\n",
              "                        <th> Data type </th>\n",
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              "                    <tr>\n",
              "                        <th> Data type </th>\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ne_core</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-8affc307-78c2-411a-b4b7-d26e105b32e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8affc307-78c2-411a-b4b7-d26e105b32e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5461c2e-2223-491f-80ab-b6a6536f3448' class='xr-var-data-in' type='checkbox'><label for='data-f5461c2e-2223-491f-80ab-b6a6536f3448' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Peak electron density (t)</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>core density</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:NE_CORE</dd><dt><span>name :</span></dt><dd>ayc/ne_core</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_NE_CORE</dd><dt><span>units :</span></dt><dd>1 / m ** 3</dd><dt><span>uuid :</span></dt><dd>3a040ddc-6f6f-55ae-ad2e-b0e9489701e1</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
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              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ne_error</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-e42abec3-99e5-4576-a456-0ac11e588137' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e42abec3-99e5-4576-a456-0ac11e588137' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85e7e088-9cf9-4a37-bb71-d23b1b97abd8' class='xr-var-data-in' type='checkbox'><label for='data-85e7e088-9cf9-4a37-bb71-d23b1b97abd8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
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              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "        </td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>passnumber</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6ed19c5d-56af-4ab4-a1d9-bb34349ab254' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ed19c5d-56af-4ab4-a1d9-bb34349ab254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81411d21-6cf7-4d19-a56a-62a79c255141' class='xr-var-data-in' type='checkbox'><label for='data-81411d21-6cf7-4d19-a56a-62a79c255141' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd> </dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:PASSNUMBER</dd><dt><span>name :</span></dt><dd>ayc/passnumber</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[1]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_PASSNUMBER</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>476690c4-d531-5a96-924c-d2aa75fd8b7c</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pe</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-3f7e1fab-4c88-4462-8fa7-469a316e31fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f7e1fab-4c88-4462-8fa7-469a316e31fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6915776c-e47e-4dab-8f4e-bc8e1f0f5f6a' class='xr-var-data-in' type='checkbox'><label for='data-6915776c-e47e-4dab-8f4e-bc8e1f0f5f6a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Electron Pressure</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;, &#x27;radial_index&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>electron pressure</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:PE</dd><dt><span>name :</span></dt><dd>ayc/pe</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>2</dd><dt><span>shape :</span></dt><dd>[73, 130]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_PE</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>d724d9a7-97ad-59c5-99bd-00f2de46ddf1</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
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              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pe_error</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-ee8b9ed3-faad-40fc-b20f-d2357a3181df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ee8b9ed3-faad-40fc-b20f-d2357a3181df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc780d9f-9b65-46ba-bb73-9f7f7338d4b3' class='xr-var-data-in' type='checkbox'><label for='data-bc780d9f-9b65-46ba-bb73-9f7f7338d4b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
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              "            </table>\n",
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              "        <td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>plasmalight_error</span></div><div class='xr-var-dims'>(time, radial_index, spectral_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(73, 130, 4), meta=np.ndarray&gt;</div><input id='attrs-40faa80f-2677-4cc6-90f4-96e6c626a153' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40faa80f-2677-4cc6-90f4-96e6c626a153' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae60cf4f-38ea-4159-a4a8-4407d7b9dd8b' class='xr-var-data-in' type='checkbox'><label for='data-ae60cf4f-38ea-4159-a4a8-4407d7b9dd8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;, &#x27;radial_index&#x27;, &#x27;spectral_index&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>Plasma light noise on sc</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC.PLASMALIGHT:ERROR</dd><dt><span>name :</span></dt><dd>ayc/plasmalight_error</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>3</dd><dt><span>shape :</span></dt><dd>[73, 130, 4]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_PLASMALIGHT_ERROR</dd><dt><span>units :</span></dt><dd>V</dd><dt><span>uuid :</span></dt><dd>0d5b9970-df99-5547-9384-7e0a5eac6b20</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
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              "                </thead>\n",
              "                <tbody>\n",
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              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
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              "                        <td> (73, 130, 4) </td>\n",
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              "                    <tr>\n",
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              "                        <th> Data type </th>\n",
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              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r_core</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-9a22dd2c-784c-49d0-a3b1-b8bed171d610' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a22dd2c-784c-49d0-a3b1-b8bed171d610' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb358b5-d2f7-4b89-93e2-21165420d669' class='xr-var-data-in' type='checkbox'><label for='data-fcb358b5-d2f7-4b89-93e2-21165420d669' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Peak position (t)</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>core radius</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:R_CORE</dd><dt><span>name :</span></dt><dd>ayc/r_core</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_R_CORE</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>uuid :</span></dt><dd>aab4d505-2c5d-5425-9be8-811d64a8cfe7</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r_error</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-a4f36b26-073b-4172-aa0c-5840a7ad9aea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4f36b26-073b-4172-aa0c-5840a7ad9aea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8037532-ae4d-4c0c-8339-88c4785f9b9f' class='xr-var-data-in' type='checkbox'><label for='data-b8037532-ae4d-4c0c-8339-88c4785f9b9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scat_length</span></div><div class='xr-var-dims'>(arb)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(130,), meta=np.ndarray&gt;</div><input id='attrs-b925d4b1-bc6c-47f0-8aa4-cfef5f2c3958' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b925d4b1-bc6c-47f0-8aa4-cfef5f2c3958' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec873e91-59af-4c84-bda5-57bb5d619861' class='xr-var-data-in' type='checkbox'><label for='data-ec873e91-59af-4c84-bda5-57bb5d619861' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;arb&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>scattering length</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:SCAT_LENGTH</dd><dt><span>name :</span></dt><dd>ayc/scat_length</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>2</dd><dt><span>shape :</span></dt><dd>[1, 130]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_SCAT_LENGTH</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>uuid :</span></dt><dd>3edcd54b-335d-56f6-b942-89cd09684d14</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 520 B </td>\n",
              "                        <td> 520 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (130,) </td>\n",
              "                        <td> (130,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "        </td>\n",
              "        <td>\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>segment_number</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-c37fe04b-aa7f-4098-b22a-0770304bc8d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c37fe04b-aa7f-4098-b22a-0770304bc8d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21232ad7-5eeb-4960-a734-c087041eb249' class='xr-var-data-in' type='checkbox'><label for='data-21232ad7-5eeb-4960-a734-c087041eb249' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>segment number</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC.SEGMENT:NUMBER</dd><dt><span>name :</span></dt><dd>ayc/segment_number</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_SEGMENT_NUMBER</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>92c061ca-16ef-5736-a5e2-943f19dce455</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spectra</span></div><div class='xr-var-dims'>(time, radial_index, spectral_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(73, 130, 4), meta=np.ndarray&gt;</div><input id='attrs-f4ce0273-5494-4198-8a64-59d070aaf077' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f4ce0273-5494-4198-8a64-59d070aaf077' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-048e399d-4a3c-4bd3-99d0-31590270c152' class='xr-var-data-in' type='checkbox'><label for='data-048e399d-4a3c-4bd3-99d0-31590270c152' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;, &#x27;radial_index&#x27;, &#x27;spectral_index&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>Raw spectra</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:SPECTRA</dd><dt><span>name :</span></dt><dd>ayc/spectra</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>3</dd><dt><span>shape :</span></dt><dd>[73, 130, 4]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_SPECTRA</dd><dt><span>units :</span></dt><dd>V</dd><dt><span>uuid :</span></dt><dd>f496ab0c-babf-5b4e-a328-82800dc62550</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
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              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
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              "                    <tr>\n",
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              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spectra_error</span></div><div class='xr-var-dims'>(time, radial_index, spectral_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(73, 130, 4), meta=np.ndarray&gt;</div><input id='attrs-d9f45bf7-096e-4fdc-aa5c-0b23e47ec769' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9f45bf7-096e-4fdc-aa5c-0b23e47ec769' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0e9ae89-d1a1-451a-9eac-3c9e7f6521ad' class='xr-var-data-in' type='checkbox'><label for='data-d0e9ae89-d1a1-451a-9eac-3c9e7f6521ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><table>\n",
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              "        <td>\n",
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              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
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              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 296.56 kiB </td>\n",
              "                        <td> 148.28 kiB </td>\n",
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              "                        <td> (73, 130, 4) </td>\n",
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              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 2 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spectra_stray_light</span></div><div class='xr-var-dims'>(time, radial_index, spectral_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(73, 130, 4), meta=np.ndarray&gt;</div><input id='attrs-86895a3d-8d04-4650-b0cd-1ff24fade766' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86895a3d-8d04-4650-b0cd-1ff24fade766' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c14e3e55-dc85-46bf-a1c1-817433dc5934' class='xr-var-data-in' type='checkbox'><label for='data-c14e3e55-dc85-46bf-a1c1-817433dc5934' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;, &#x27;radial_index&#x27;, &#x27;spectral_index&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>Raw spectra</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC.SPECTRA_:STRAY_LIGHT</dd><dt><span>name :</span></dt><dd>ayc/spectra_stray_light</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>3</dd><dt><span>shape :</span></dt><dd>[73, 130, 4]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_SPECTRA_STRAY_LIGHT</dd><dt><span>units :</span></dt><dd>V</dd><dt><span>uuid :</span></dt><dd>0cdfb1e6-1318-57c6-8947-2840b427b683</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
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              "                        <td> </td>\n",
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              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
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              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 2 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>status</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de922abd-bbc8-4dde-9566-c84c755829e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de922abd-bbc8-4dde-9566-c84c755829e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4bae2e6-b174-416f-951b-c557a4643de2' class='xr-var-data-in' type='checkbox'><label for='data-d4bae2e6-b174-416f-951b-c557a4643de2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd> </dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:STATUS</dd><dt><span>name :</span></dt><dd>ayc/status</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[1]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_STATUS</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>fc60b479-2d9a-56d3-a028-723152f978c9</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>te</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-73ecf275-06a1-420a-9859-afdc1fc66740' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73ecf275-06a1-420a-9859-afdc1fc66740' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdfce9ea-22cc-45db-b07f-bc2d05999296' class='xr-var-data-in' type='checkbox'><label for='data-cdfce9ea-22cc-45db-b07f-bc2d05999296' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Electron Temperature</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;, &#x27;radial_index&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>electron temperature</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:TE</dd><dt><span>name :</span></dt><dd>ayc/te</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>2</dd><dt><span>shape :</span></dt><dd>[73, 130]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_TE</dd><dt><span>units :</span></dt><dd>eV</dd><dt><span>uuid :</span></dt><dd>54a16683-8517-5f0e-a242-f36d4fbfb9ba</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
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              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
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              "                        <td> (146, 130) </td>\n",
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              "                    <tr>\n",
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              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
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              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
              "        <svg width=\"156\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
              "\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>te_core</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-11eff7fc-0839-4616-b55e-1ce178547030' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11eff7fc-0839-4616-b55e-1ce178547030' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b427a7b6-ad62-4044-b569-c95517433411' class='xr-var-data-in' type='checkbox'><label for='data-b427a7b6-ad62-4044-b569-c95517433411' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Peak electron temperature (t)</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>core temperature</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:TE_CORE</dd><dt><span>name :</span></dt><dd>ayc/te_core</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_TE_CORE</dd><dt><span>units :</span></dt><dd>eV</dd><dt><span>uuid :</span></dt><dd>f5ebb5d8-f799-5a58-816e-613ef60f6e44</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
              "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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              "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
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              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>te_error</span></div><div class='xr-var-dims'>(time, radial_index)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146, 130), meta=np.ndarray&gt;</div><input id='attrs-4f51c8c2-14e5-4ee2-b6f8-62a18469cee3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f51c8c2-14e5-4ee2-b6f8-62a18469cee3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0966fefe-40e5-4b4d-9706-e1c3b7b702d1' class='xr-var-data-in' type='checkbox'><label for='data-0966fefe-40e5-4b4d-9706-e1c3b7b702d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                        <td> 74.14 kiB </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146, 130) </td>\n",
              "                        <td> (146, 130) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
              "        <svg width=\"156\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
              "\n",
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              "</svg>\n",
              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-7e3d8d43-201d-43d4-9414-732feb2da0e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e3d8d43-201d-43d4-9414-732feb2da0e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b371d577-0521-4c83-b907-9994705f3849' class='xr-var-data-in' type='checkbox'><label for='data-b371d577-0521-4c83-b907-9994705f3849' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Time</dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>time</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:TIME</dd><dt><span>name :</span></dt><dd>ayc/time_</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_TIME</dd><dt><span>units :</span></dt><dd>s</dd><dt><span>uuid :</span></dt><dd>f744017c-223f-5bd7-a939-3c0b770a6398</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
              "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
              "\n",
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              "</svg>\n",
              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>version_fibre</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6b50e109-3a00-47ce-b650-776d61502c6f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b50e109-3a00-47ce-b650-776d61502c6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9602c174-1eb7-4099-a872-514ce0d4c841' class='xr-var-data-in' type='checkbox'><label for='data-9602c174-1eb7-4099-a872-514ce0d4c841' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd> </dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC.VERSION:FIBRE</dd><dt><span>name :</span></dt><dd>ayc/version_fibre</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[1]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_VERSION_FIBRE</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>d3fc997f-62ab-5f15-8bc9-5968427f3fd7</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>version_poly</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a1a49db1-b74e-46aa-97c2-0a531f658094' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1a49db1-b74e-46aa-97c2-0a531f658094' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3860c295-d1dc-46eb-a2d1-11a7819b9861' class='xr-var-data-in' type='checkbox'><label for='data-3860c295-d1dc-46eb-a2d1-11a7819b9861' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd> </dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:VERSION_POLY</dd><dt><span>name :</span></dt><dd>ayc/version_poly</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[1]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_VERSION_POLY</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>9c215e48-c155-5343-8c29-a4b8d67f4a22</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>version_raman</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-80ad2264-2793-4b63-8a29-cdf04e9dc318' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80ad2264-2793-4b63-8a29-cdf04e9dc318' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62df27e1-224c-42e5-923f-6a3b7300bcc9' class='xr-var-data-in' type='checkbox'><label for='data-62df27e1-224c-42e5-923f-6a3b7300bcc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd> </dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC.VERSION:RAMAN</dd><dt><span>name :</span></dt><dd>ayc/version_raman</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[1]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_VERSION_RAMAN</dd><dt><span>units :</span></dt><dd></dd><dt><span>uuid :</span></dt><dd>d371ccf9-2582-5f6b-81f6-3d6419e874ca</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>xyc_time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-456f10b0-62f0-48b1-9ed6-564d55b9e892' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-456f10b0-62f0-48b1-9ed6-564d55b9e892' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05d18f9c-5d22-4018-8363-3b117a7b8881' class='xr-var-data-in' type='checkbox'><label for='data-05d18f9c-5d22-4018-8363-3b117a7b8881' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>xyc_time</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:XYC_TIME</dd><dt><span>name :</span></dt><dd>ayc/xyc_time</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_XYC_TIME</dd><dt><span>units :</span></dt><dd>s</dd><dt><span>uuid :</span></dt><dd>8eebc9a7-a49b-57cd-8d1d-b94b6d98f329</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
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              "        <td>\n",
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              "\n",
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              "\n",
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              "</svg>\n",
              "        </td>\n",
              "    </tr>\n",
              "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yag_nelint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(146,), meta=np.ndarray&gt;</div><input id='attrs-b0fb580a-8a1f-46ed-9f0d-20632a045b72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0fb580a-8a1f-46ed-9f0d-20632a045b72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b37845b-9606-401a-9d7a-949d79f8e2b1' class='xr-var-data-in' type='checkbox'><label for='data-7b37845b-9606-401a-9d7a-949d79f8e2b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd></dd><dt><span>dims :</span></dt><dd>[&#x27;time&#x27;]</dd><dt><span>file_name :</span></dt><dd>None</dd><dt><span>format :</span></dt><dd>None</dd><dt><span>label :</span></dt><dd>yag line integral densit</dd><dt><span>mds_name :</span></dt><dd>\\TOP.ANALYSED.AYC:YAG_NELINT</dd><dt><span>name :</span></dt><dd>ayc/yag_nelint</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>rank :</span></dt><dd>1</dd><dt><span>shape :</span></dt><dd>[73]</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>time_index :</span></dt><dd>0</dd><dt><span>uda_name :</span></dt><dd>AYC_YAG_NELINT</dd><dt><span>units :</span></dt><dd>e- / m2</dd><dt><span>uuid :</span></dt><dd>b82681c6-08c5-5207-9343-9215a65b270f</dd><dt><span>version :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
              "    <tr>\n",
              "        <td>\n",
              "            <table style=\"border-collapse: collapse;\">\n",
              "                <thead>\n",
              "                    <tr>\n",
              "                        <td> </td>\n",
              "                        <th> Array </th>\n",
              "                        <th> Chunk </th>\n",
              "                    </tr>\n",
              "                </thead>\n",
              "                <tbody>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Bytes </th>\n",
              "                        <td> 584 B </td>\n",
              "                        <td> 584 B </td>\n",
              "                    </tr>\n",
              "                    \n",
              "                    <tr>\n",
              "                        <th> Shape </th>\n",
              "                        <td> (146,) </td>\n",
              "                        <td> (146,) </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Dask graph </th>\n",
              "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
              "                    </tr>\n",
              "                    <tr>\n",
              "                        <th> Data type </th>\n",
              "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
              "                    </tr>\n",
              "                </tbody>\n",
              "            </table>\n",
              "        </td>\n",
              "        <td>\n",
              "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
              "\n",
              "  <!-- Horizontal lines -->\n",
              "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
              "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
              "\n",
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              "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
              "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
              "\n",
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              "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
              "\n",
              "  <!-- Text -->\n",
              "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >146</text>\n",
              "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
              "</svg>\n",
              "        </td>\n",
              "    </tr>\n",
              "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1edee7d9-618a-471f-8920-90a0f081d201' class='xr-section-summary-in' type='checkbox'  ><label for='section-1edee7d9-618a-471f-8920-90a0f081d201' class='xr-section-summary' >Indexes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>arb</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e5e56267-c23e-419a-acbe-59616b1bb2a9' class='xr-index-data-in' type='checkbox'/><label for='index-e5e56267-c23e-419a-acbe-59616b1bb2a9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.0,   1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,\n",
              "       ...\n",
              "       120.0, 121.0, 122.0, 123.0, 124.0, 125.0, 126.0, 127.0, 128.0, 129.0],\n",
              "      dtype=&#x27;float32&#x27;, name=&#x27;arb&#x27;, length=130))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>radial_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c67c506c-7ab5-44b0-b579-48ed29ab7f6b' class='xr-index-data-in' type='checkbox'/><label for='index-c67c506c-7ab5-44b0-b579-48ed29ab7f6b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,  10.0,\n",
              "       ...\n",
              "       121.0, 122.0, 123.0, 124.0, 125.0, 126.0, 127.0, 128.0, 129.0, 130.0],\n",
              "      dtype=&#x27;float32&#x27;, name=&#x27;radial_index&#x27;, length=130))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>radialindex</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9ed72921-9c5a-43d1-afff-92cfac97e694' class='xr-index-data-in' type='checkbox'/><label for='index-9ed72921-9c5a-43d1-afff-92cfac97e694' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1.0,   2.0,   3.0,   4.0,   5.0,   6.0,   7.0,   8.0,   9.0,  10.0,\n",
              "       ...\n",
              "       121.0, 122.0, 123.0, 124.0, 125.0, 126.0, 127.0, 128.0, 129.0, 130.0],\n",
              "      dtype=&#x27;float32&#x27;, name=&#x27;radialindex&#x27;, length=130))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>spectral_index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1682d06d-7550-4e9d-b3a8-257fcf5db287' class='xr-index-data-in' type='checkbox'/><label for='index-1682d06d-7550-4e9d-b3a8-257fcf5db287' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0, 3.0, 4.0], dtype=&#x27;float32&#x27;, name=&#x27;spectral_index&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>spectralindex</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f877f039-0acf-43d9-83ef-5f5d0aedbcbb' class='xr-index-data-in' type='checkbox'/><label for='index-f877f039-0acf-43d9-83ef-5f5d0aedbcbb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0, 3.0, 4.0], dtype=&#x27;float32&#x27;, name=&#x27;spectralindex&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>t</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-75f12771-0596-4a3e-b349-7270f960a4f1' class='xr-index-data-in' type='checkbox'/><label for='index-75f12771-0596-4a3e-b349-7270f960a4f1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([                 0.0, 0.004166000057011843, 0.008331900462508202,\n",
              "         0.0124981002882123, 0.016664499416947365,  0.02082959935069084,\n",
              "       0.024995999410748482, 0.029162200167775154,  0.03333339840173721,\n",
              "        0.03749940171837807,\n",
              "       ...\n",
              "                       63.0,                 64.0,                 65.0,\n",
              "                       66.0,                 67.0,                 68.0,\n",
              "                       69.0,                 70.0,                 71.0,\n",
              "                       72.0],\n",
              "      dtype=&#x27;float32&#x27;, name=&#x27;t&#x27;, length=146))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-799a6b86-1f28-4516-a397-02b23e43643c' class='xr-index-data-in' type='checkbox'/><label for='index-799a6b86-1f28-4516-a397-02b23e43643c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([                 0.0, 0.004166000057011843, 0.008331900462508202,\n",
              "         0.0124981002882123, 0.016664499416947365,  0.02082959935069084,\n",
              "       0.024995999410748482, 0.029162200167775154,  0.03333339840173721,\n",
              "        0.03749940171837807,\n",
              "       ...\n",
              "                       63.0,                 64.0,                 65.0,\n",
              "                       66.0,                 67.0,                 68.0,\n",
              "                       69.0,                 70.0,                 71.0,\n",
              "                       72.0],\n",
              "      dtype=&#x27;float32&#x27;, name=&#x27;time&#x27;, length=146))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0ce99bb3-3007-4b16-bb73-9f4a70a34cbc' class='xr-section-summary-in' type='checkbox'  ><label for='section-0ce99bb3-3007-4b16-bb73-9f4a70a34cbc' class='xr-section-summary' >Attributes: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Core Thomson scattering data</dd><dt><span>file_name :</span></dt><dd>ayc0304.20</dd><dt><span>format :</span></dt><dd>IDA3</dd><dt><span>mds_name :</span></dt><dd>None</dd><dt><span>name :</span></dt><dd>ayc</dd><dt><span>quality :</span></dt><dd>Not Checked</dd><dt><span>shot_id :</span></dt><dd>30420</dd><dt><span>signal_type :</span></dt><dd>Analysed</dd><dt><span>source :</span></dt><dd>ayc</dd><dt><span>uda_name :</span></dt><dd>AYC</dd><dt><span>uuid :</span></dt><dd>8d043ece-8bf8-5af8-87e4-d2a1b01716fa</dd><dt><span>version :</span></dt><dd>0</dd></dl></div></li></ul></div></div>"
            ],
            "text/plain": [
              "<xarray.Dataset>\n",
              "Dimensions:              (time: 146, arb: 130, radial_index: 130,\n",
              "                          spectral_index: 4, radialindex: 130,\n",
              "                          spectralindex: 4, t: 146)\n",
              "Coordinates:\n",
              "  * arb                  (arb) float32 0.0 1.0 2.0 3.0 ... 127.0 128.0 129.0\n",
              "  * radial_index         (radial_index) float32 1.0 2.0 3.0 ... 129.0 130.0\n",
              "  * radialindex          (radialindex) float32 1.0 2.0 3.0 ... 128.0 129.0 130.0\n",
              "  * spectral_index       (spectral_index) float32 1.0 2.0 3.0 4.0\n",
              "  * spectralindex        (spectralindex) float32 1.0 2.0 3.0 4.0\n",
              "  * t                    (t) float32 0.0 0.004166 0.008332 ... 70.0 71.0 72.0\n",
              "  * time                 (time) float32 0.0 0.004166 0.008332 ... 70.0 71.0 72.0\n",
              "Data variables: (12/37)\n",
              "    acqiris_time         (time) float32 dask.array<chunksize=(146,), meta=np.ndarray>\n",
              "    angle                (arb) float32 dask.array<chunksize=(130,), meta=np.ndarray>\n",
              "    aspectra             (time, radial_index, spectral_index) float32 dask.array<chunksize=(73, 130, 4), meta=np.ndarray>\n",
              "    chi2                 (time, radial_index) float32 dask.array<chunksize=(146, 130), meta=np.ndarray>\n",
              "    covariance_ne_te     (time, radial_index) float32 dask.array<chunksize=(146, 130), meta=np.ndarray>\n",
              "    instrument_dr        (time, radial_index) float32 dask.array<chunksize=(146, 130), meta=np.ndarray>\n",
              "    ...                   ...\n",
              "    time_                (time) float32 dask.array<chunksize=(146,), meta=np.ndarray>\n",
              "    version_fibre        float32 ...\n",
              "    version_poly         float32 ...\n",
              "    version_raman        float32 ...\n",
              "    xyc_time             (time) float32 dask.array<chunksize=(146,), meta=np.ndarray>\n",
              "    yag_nelint           (time) float32 dask.array<chunksize=(146,), meta=np.ndarray>\n",
              "Attributes:\n",
              "    description:  Core Thomson scattering data\n",
              "    file_name:    ayc0304.20\n",
              "    format:       IDA3\n",
              "    mds_name:     None\n",
              "    name:         ayc\n",
              "    quality:      Not Checked\n",
              "    shot_id:      30420\n",
              "    signal_type:  Analysed\n",
              "    source:       ayc\n",
              "    uda_name:     AYC\n",
              "    uuid:         8d043ece-8bf8-5af8-87e4-d2a1b01716fa\n",
              "    version:      0"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import xarray as xr\n",
        "xr.open_zarr('30420.zarr', group='ayc')"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "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": 0
}