index.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zjnhhqOvukEl"
   },
   "source": [
    "# High Energy Physics analysis using Coffea + Work Queue Executor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1vZkmCeMukEr"
   },
   "source": [
    "[Coffea](https://coffeateam.github.io/coffea) is a prototype framework for pulling together all the typical needs of HEP experiment analysis using the scientific python ecosystem. In Coffea, you write processors that analyse sets of events in parallel, and accumulators that merge the results together (e.g., into histograms). This tutorial assumes that you are familiar with Coffea.\n",
    "\n",
    "[Work Queue](https://cctools.readthedocs.io/en/stable/work_queue/) is a system and library for creating and managing scalable manager-worker style programs that scale up to thousands of machines on clusters, clouds, and grids. With Work Queue, Coffea sends the work to be done to a set of Work Queue workers. These workers may be running locally, remotely in a cluster, or in some container environment.\n",
    "\n",
    "When used together with Coffea, it can measure the resources, such as cores and memory, that chunks of events need and adapt the allocations automatically to maximize throughput. In this notebook we will demonstrate how the executor can dynamically modify the size of chunks of events to process if the memory available is not enough, and adapt it to desired resources usage. But as a starter, let's first introduce its basic use for small local runs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1vZkmCeMukEr"
   },
   "source": [
    "<img src=\"https://github.com/cooperative-computing-lab/coffea-wq-notebook/blob/master/images/coffea-wq-general.png?raw=1\" title=\"Coffea Work Queue basic architecture\" style=\"display:block; margin:auto;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Zk1nySmukEt"
   },
   "source": [
    "## Installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From binder\n",
    "\n",
    "You should be set already!\n",
    "\n",
    "(But given mybinder memory constraints, you may not be able to run the more interesting examples.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the resource limits that mybinder gave us\n",
    "# Otherwise workers think they have access to \n",
    "# the whole machine\n",
    "try:\n",
    "    import os\n",
    "    os.environ[\"DISK\"] = str(10000) # MB\n",
    "    os.environ[\"CORES\"] = os.environ[\"CPU_LIMIT\"]\n",
    "    os.environ[\"MEMORY\"] = str(int(os.environ[\"MEM_LIMIT\"])/1e6)  # B to MB\n",
    "except KeyError:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HKxD4cbQvRzb",
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### Inside Google Colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LAZ11nESX6qt",
    "outputId": "91baa282-3cd8-4164-d55c-0c3199b09a0e"
   },
   "outputs": [],
   "source": [
    "%%script echo skipping\n",
    "# if in Gooble Colab, comment the line above!\n",
    "\n",
    "# first we need to install conda\n",
    "!pip install -q condacolab\n",
    "import condacolab\n",
    "condacolab.install()\n",
    "\n",
    "# install the needed packages using mamba,\n",
    "# as it solves the dependency tree much faster\n",
    "!conda install -q -y -c conda-forge mamba\n",
    "!mamba install -q -y coffea=0.7.18 ndcctools=7.4.13\n",
    "\n",
    "# If using google colab, we need to get one of the \n",
    "# test processors\n",
    "!wget -q https://raw.githubusercontent.com/cooperative-computing-lab/coffea-wq-notebook/final-talk/MemNanoTestProcessor.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cBAxa1neukEu",
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### From the shell with a conda environmnent file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cBAxa1neukEu",
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "environment.yml:\n",
    "\n",
    "```yaml\n",
    "name: coffea-wq-notebook\n",
    "channels:\n",
    "  - conda-forge\n",
    "dependencies:\n",
    "  - coffea\n",
    "  - jupyterlab\n",
    "  - ndcctools\n",
    "  - conda\n",
    "  - python=3.9\n",
    "```\n",
    "\n",
    "shell command:\n",
    "```sh\n",
    "conda env create --file environment.yml\n",
    "conda activate coffea-wq-notebook\n",
    "jupyter-lab index.ipynb\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z3R2qKszukEw"
   },
   "source": [
    "## Running Coffea + WQ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z3R2qKszukEw"
   },
   "source": [
    "### Load coffea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "td_JGscuukEw",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# all coffea applications are run by coffea.processor.Runner\n",
    "from coffea.processor import Runner\n",
    "from coffea.processor import WorkQueueExecutor\n",
    "\n",
    "# workers will be created using this Factory\n",
    "from work_queue import Factory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "P_TmciKpukEz",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Use the test processor included in coffea:\n",
    "from coffea.processor.test_items import NanoTestProcessor as MyProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "7N-Up2-eukE0"
   },
   "outputs": [],
   "source": [
    "# Define example input file. \n",
    "\n",
    "filelist = {\n",
    "    \"ttHJet\": [\"http://www.crc.nd.edu/~kmohrman/files/root_files/for_ci/ttHJet_UL17_R1B14_NAOD-00000_10194.root\"]\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XoLI2G3DukE2"
   },
   "source": [
    "### Basic configure for the WorkQueueExecutor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "id": "_CG13H4WukE4",
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# For the most basic Work Queue configuration, we need to set the port that\n",
    "# the workers will use to communicate with the Coffea application.\n",
    "# The default for Work Queue is 9123, so we will use that here.\n",
    "# We can set Work Queue to find a free port for use, and we will explore\n",
    "# that later in the notebook.\n",
    "port = 9123\n",
    "executor = WorkQueueExecutor(port=port)\n",
    "runner = Runner(executor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mizHjjhzukE5"
   },
   "source": [
    "### Processing one chunk of events at a time\n",
    "\n",
    "In Coffea, the iterative executor processes one set of events at a time. We can emulate this by directing the factory that creates workers to only create one worker. The factory automatically creates workers as it sees work available up to `max_workers`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "P_vDRgI6ukE6"
   },
   "outputs": [],
   "source": [
    "# Create a factory that looks for a running Coffea in the local machine at the\n",
    "# port we defined above.\n",
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "\n",
    "# Tell the factory that it should not create more than one worker...\n",
    "workers.max_workers = 1\n",
    "\n",
    "# ...and that the workers should be requested with 1 core\n",
    "# If we do not set resource limits, a worker automatically configures to\n",
    "# use all available in a machine.\n",
    "# Since we are using \"local\", workers are created in the local machine\n",
    "# and trust any resource specifications make sense.\n",
    "# For other batch systems, e.g., condor, these resource specifications\n",
    "# are used in the submit file.\n",
    "#workers.memory = 32000 # in MB\n",
    "#workers.disk = 32000  # in MB\n",
    "workers.cores = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "5d585a56183943c3916b452a1a6b458c",
      "1be68a8be03743cebe5ac34e88154766",
      "8726e03db0204f33aaa414c761f99513",
      "8e5fa78fcb144f35934c43ee1db4c1e5",
      "9e5e7a038357402eb130ad851e8942b9",
      "71a6226cb0544c45bcd7825da860b367",
      "5b33aa56b48348c3b49d5c4964d3a5d4",
      "9e3ac94db946422e9757177863519e6b",
      "7057afeb8f1b4bce9485e6db7a76b611",
      "c39beae6633241dbbd310eb490f2beef",
      "ea3569a01aa445269429ec0e56c4f956",
      "f3a13912d9d347b9843fbfca1e32750d",
      "cfb69cffee1849689f36db8647786297",
      "84e47259518a4da4a88cdc50f650e901",
      "bc3686dd43754d708ec5c82f0d5cbacc",
      "b63ea391ab2140008da6ea0915a95754",
      "135a1a5c8fdc4bf8bb221447e447c16f",
      "b69036c75c654f92894e5fe22dbe93f1",
      "be5ef2564bdf407fbb0160cf39fd6164",
      "48af71ce722a4e79a36b384989ebe833",
      "cb93911904874760bc046532cc635609",
      "9f5c80f3422a48fa8a1c8967ae6130db",
      "433abe1ab2504b8baecc27bd1cb9a10d",
      "1e0a8321172c455e89305cbb5fc10ca4",
      "61b37e2195664fddba96ff551d4d8a41",
      "1628c05e98c1472ab8621fddc727e9af",
      "1ac09fbc43fc499b8392aeab55d08b8c",
      "78bff5bb9a484a169b5ee3d72fa380ed",
      "a9d9a3d5677046bd92b8c732d59d3366",
      "1985066bac6f42299e0e20b9b9b19676",
      "3f728a8511ec4ae5a62baab405019389",
      "59d0814b94fa455f900158b42723d860",
      "3d1b1b9c86ff411eadd4e15cfbc50a2d",
      "8b34af6c7a214df59fb8cd3546b0661b",
      "8d61760cc832439390ba983dd0daae14",
      "76759fbe83044437b51166b805ae313e",
      "eb37a9d3c012439cbb812f047e95a94d",
      "590ea01f1d7c4317ab9c6b8e1a2bd066",
      "b01a5e1be57645b595e58c6ebe06518e",
      "1514cc6563744717ab64b5399a5dcb45",
      "2adc490f9bfa4a80bdd2f8d8bff2606e",
      "92a25cd3c3e54d58889b539b43e98701",
      "f827d5aaa42b43819c8b8840450a1d9f",
      "bb881f3f267d47709b993fb373eca9be",
      "2a9366293db547a6aafe820700213e4c",
      "eaa04fc7bd4d44148f74e24e2e743aab",
      "30ed8427dd314bb5ac5c3355a96247d5",
      "bdbfa43c1720456fa28ef85ff6935506",
      "365038b4126847de95fa603c8a0d4567",
      "a7d38a01b5654c909426f3603b03cb20",
      "289fdcc93d1a48969210970e09a55996"
     ]
    },
    "id": "jIRJz2CAukE7",
    "outputId": "0ef88c1c-0253-4a51-81bf-8779979c6f0d"
   },
   "outputs": [],
   "source": [
    "# Finally, we execute the Coffea application. By using the factory inside a \n",
    "# \"with\" statement, the factory shutdowns the workers when the workflow finishes.\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\"> Note how all of the resources of the worker (seen in \"largest seen\") are allocated (seen in \"current allocation\") to a task. Also note that the tasks are using little of the memory and disk allocated. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "p3H5mLj4ukE8"
   },
   "source": [
    "## Manually declaring resources\n",
    "\n",
    "As we saw above, each task (that is, each processed chunk) used at most 1 core, and only a small portion of the memory and disk available. Thus, if our worker has more than 1 core, it could run more than one task concurrently. This can be achieved by explicitly specifying how many resources a task should use. Note how Work Queue automatically allocates to the tasks a corresponding proportion for the resources that we did not specify, (i.e. memory and disk):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "a1202f660c8e4b6599aabae619c2886c",
      "b0d4682b754640ad85427e22985524bc",
      "eb5541758c474818b5d8d21137a5ec93",
      "2718735bfcd241069dbedbd8a69b7f16",
      "86f4c8d9fe724f098bd88962a994328f",
      "03b60b8641274daf83371a1dbbf706e9",
      "138e4f1d47354e11b639cfa3daf0876f",
      "e2623afb39e740daa2789e73fea3c02b",
      "ab415502607e4ca4b27500ee6495985f",
      "37e00f5239404860979204e08675de28",
      "2500696950704e60a123af65763be690",
      "506e698ac4a944b39e5281121c9ecedc",
      "5f7cabf2d3814108958855f37984b82d",
      "b6e9479dae7e4abf9c93b83028082a94",
      "2e0dd07e862546da828ba5623a1056a3",
      "48aa2ee178d94e5082516e55ded8955a",
      "809cf0033f304b69b4dbce613759aeee",
      "d80f4e6503ed4af594a5515805af3feb",
      "33ac839bfcd946d99e87ccbcfbdb2a39",
      "4544def6a52c43598e02527a8fba3354",
      "d5dac59668eb43ffa67c36ba1f28021e",
      "dc908160b3924ef1a3c39f407da662bf",
      "91b3e7f853ce4e54a37b0b4ca7b0b02a",
      "cca099f7e0444acd925543c47e844b6b",
      "2bac63212b5d4cf7a8e88f5171b6c0f3",
      "9b6cf10ddd1d43bb80b75d2e6da214dc",
      "c76a715ae47444b29cc8cec2f88b48f5",
      "83861cf79df54958aa98c6ca221d44af",
      "90ddafc1b0284185ae04772c7cad2321",
      "4e98490885d34d0fa860f7525ee39369",
      "d1d80de243354951b2a955e79fe5b938",
      "2360235789a84d09bcde98cdc4e2c497",
      "833f53ada69240d58185304c52096b8b",
      "43208a531870451fb962b4ea61e9e5a4",
      "2460dea13f6b40969f3e75a381ceed14",
      "3e933406bb7946d6a48630abe4e17bda",
      "891c500af6c246a5af7de1dcfd853bd0",
      "d9d034ce72144cfeb93f85f80f0320d5",
      "b6eed1135d634ccd94695fc3064010ac",
      "980fc7a67b5d4df88e3466a5473fbd7e",
      "e65defc96fb24271a331841e36cd940e",
      "af10912d8895448ab37d94f7b175b806",
      "ee0829a1219d4635977c6df30c6b4f37",
      "8a2dd1148c04414e949b270fee01e6d3",
      "fa56fa507040452ba1a28c0d1436c1a9",
      "044b138077be481e9d1ac4bcae933ba2",
      "6e747c498c04488d96823ee32fa760de",
      "cff8d27a0ae34989a2b358bc32f7b9e1",
      "37c191f7ae494578b63323de49f4a826",
      "bb2de305b6394bdab089ce6db7aab633",
      "4a6bf110ba65404c8d35fbc5d29141c9"
     ]
    },
    "id": "9fSQtz9uukE9",
    "outputId": "6912d564-bc89-47b1-8e2c-21cc7f01d954"
   },
   "outputs": [],
   "source": [
    "executor = WorkQueueExecutor(port=port, cores=1)\n",
    "runner = Runner(executor)\n",
    "\n",
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "workers.max_workers = 1\n",
    "\n",
    "# Declare that each local worker has 2 cores\n",
    "# (just for testing, probably not true)\n",
    "workers.cores = 2\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\"> Note how each task gets allocated (current allocation) 1 core, and that the rest of the resources of the worker (seen in \"largest seen\") are divided among the cores. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nLOFwxVGukE9"
   },
   "source": [
    "## Automatic resource management\n",
    "\n",
    "The previous example worked because we knew that each task did not use more than one core. Since we do not always know how many resources a function will need, the Work Queue executor automatically adjust its allocations according to previous values measured. Preprocessing, processing, and accumulating tasks are handled separately\n",
    "\n",
    "In fact, this is the default mode for the executor, only that we did not observe this in the previous examples because given the default Coffea chunksize (100k events), there were not enough tasks for Work Queue to figure out an allocation. In the absence of data, Work Queue allocates a whole worker to a task. Thus, for the automatic resource management example, we set the chunksize to a small value to create tons of tasks. Later in this notebook we will show how Work Queue can also adapt the chunksize to better use the resource allocations. \n",
    "\n",
    "In the output below, note how the `current allocation` of processing tasks eventually adapts to 1 core, even though there is no mention of cores when declaring the executor.\n",
    "\n",
    "Note that the automatic resource management depends on measuring the resources used by Coffea tasks, and this only works on Linux."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "afbd7a3a65a24e0fa74c4887fa43165c",
      "cfe418b1e9de47c1989153a3cc06800f",
      "af5bbcf4d3ae4b9e812431c03d11bad4",
      "3824833baabd4f2081fd4a7a893592e8",
      "945b01077cd14fdfbbfe80ccd99b67bc",
      "4af967688a3b43f69cbcbe94bcdeebd8",
      "ed5c99d974e943f3b160b2f9926e82b0",
      "529b0f5b9a0349f4beeb2c216b821095",
      "6749f14bb92d41c194856f54c2d65888",
      "50ffb91ffc4f48d6bc37ad33aabc225e",
      "81f0fc3984284122bb59cb4d78b3eaf0",
      "c7a7f7e9d1dd4fab9feb236b0a2fd627",
      "bddbf4e8e3924d4da1b6dcb807c075be",
      "e3583bb44b5544c49062bcd6acbbe777",
      "14e65f56f6e3416e929af327e22c43a6",
      "017e98e05628488a9860408495afd43f",
      "3017852dc6e0446195c96ef5ba323449",
      "e8fa76b8f35241a2a52ccc2f8138e40d",
      "993561b4d6554ea4a2565de9f9ecadb6",
      "d826d3cca5d94bdb8e79e4e9ab98309d",
      "85eddf244d484f7ebbeee13b44433877",
      "518dc67c0af5427eb28495635e2a0c59",
      "0ae5a9c13bbf4e3185c98c7c03226bae",
      "472badb4737648e8ada0fe0c55592084",
      "8364aac391c342b6b8a11071ec78a3bb",
      "b8dfa24d30824ce3a6eb637b29b0f69e",
      "37a194c2603841c7826abc0a73c9c282",
      "27891b28c4124f0aa16431a66cd2063b",
      "e374905416924c1d9949be223c997739",
      "febbc93d70b042a087c639177978b753",
      "40455fada28f48c8bd3c0daca2b117dd",
      "2e88dc24acea4acaa4fb859ccbdcd63b",
      "05d3a67a81444a99838f6315c6a4c899",
      "e50dfeec08ba44959dc97e56bb8f616c",
      "4fe6ec1b57494f459ed203c6a0e33dd7",
      "429bd5df16464cb998452e9c6df1a75b",
      "571de4577c604b3988d13fe3e8900463",
      "7ab20cd9ef4247f19c474bace741c2d7",
      "bd34213e5d2e4e5aa5efa7def352abb6",
      "3654be3fba03468b8bdc432467742ad6",
      "f8807f1f304f4e519c8618308e4714fa",
      "2228c49d7ba043718995d3a17965c56b",
      "24b9d0823e624546b90b0c5e432a6348",
      "84253d626d8a481da1f0469525d1ba84",
      "7322f89f101949908afa19a2499c7524",
      "1b3efc2d23f044b3966a664e1660395c",
      "8019ce077b3f42b0bbdf55e072c05836",
      "9d4591571f8942baac52c48c7777529c",
      "638410a249f5424abf5132b0c14eb083",
      "c8a5e48a138d4b67a3cb05352c47833b",
      "02c178c51d4d47439d483ddc325238c7"
     ]
    },
    "id": "5x8g6rcRukE-",
    "outputId": "e5346abd-31b4-486f-97ab-af8b57e33f34"
   },
   "outputs": [],
   "source": [
    "executor = WorkQueueExecutor(port=port)\n",
    "runner = Runner(executor, chunksize=25000)\n",
    "\n",
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "workers.max_workers = 1\n",
    "workers.cores = 2\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\"> Note how the values for current allocation adapt to observed resources values. Once that happens, several processing tasks run concurrently in the worker. Also note how resources are divided uniformly according to values observed. <br>(For accumulating tasks, there are not enough tasks to gather information.) </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9JcNtYFNukE-",
    "tags": []
   },
   "source": [
    "### Other resource management modes\n",
    "\n",
    "#### Mixing explicitly declared resources and automatic modes\n",
    "\n",
    "If resources are explicitly declared, such as `WorkQueueExecutor(..., cores=4, memory=4096, disk=8192)`, then Work Queue uses the values given as the maximum allocation a task can use. Otherwise, the maximum allocation is to use a whole worker.\n",
    "\n",
    "#### Maximum throughput mode\n",
    "\n",
    "The default resource management mode is to make new resource allocations using the maximum resources seen. This mode works nicely for most Coffea situations where processing functions use the same amount of cores. However, concurrently may be greatly reduced if there are outliers than use more resources than the rest of the tasks. For such situations, the executor can be directed to use its maximum throughput setting, where Work Queue optimizes the number of tasks done per second, at the expense of retrying outliers using whole workers. For processing tasks that use about the same amount of resources, such as it is often seen in Coffea, both the default and the maximum throughput mode produce the same allocations.\n",
    "\n",
    "```python\n",
    "executor = WorkQueueExecutor(port=port, resources_mode=\"max-throughput\")\n",
    "```\n",
    "\n",
    "Note that the maximum throughput mode, if active, only applies to processing tasks. Accumulating tasks always use the maximum seen allocations because they tend to grow in their resource usage as the run progresses.\n",
    "\n",
    "#### Fixed mode\n",
    "\n",
    "With the fixed mode, the executor does not adapt any of the allocations. If no resource is declared, then tasks use whole workers. Otherwise, undeclared resources are divided proportionally among the resources that were declared.\n",
    "\n",
    "```python\n",
    "executor = WorkQueueExecutor(port=port,\n",
    "                             resources_mode=\"fixed\",\n",
    "                             cores=1,\n",
    "                             memory=4096,\n",
    "                             disk=8192)\n",
    "```\n",
    "\n",
    "If you want Work Queue to simply manage the resources, but not to enforce them, the resource monitor can be turned off:\n",
    "\n",
    "```python\n",
    "executor = WorkQueueExecutor(port=port,\n",
    "                             resources_mode=\"fixed\",\n",
    "                             resource_monitor=\"off\",\n",
    "                             cores=1,\n",
    "                             memory=4096,\n",
    "                             disk=8192)\n",
    "```\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mrHlukUVukFA"
   },
   "source": [
    "## When task are to big for the workers\n",
    "\n",
    "#### Tasks whose declared resources don't fit current resources\n",
    "\n",
    "If resources are declared, as in `WorkQueueExecutor(..., memory=64000, ...)`, but not connected worker is large enough, then Work Queue **will wait until a larger worker connects.**\n",
    "\n",
    "#### Tasks that during runtime don't fit whole workers\n",
    "\n",
    "Similar to the previous case, when no explicit resources are declared, and the observed resources are larger than the currently connected workers, then Work Queue waits for larger workers to connect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EGT2rOQ3ukFA",
    "outputId": "c443511d-41da-4dda-b371-db83d3bdaeab"
   },
   "outputs": [],
   "source": [
    "%%script echo skipping\n",
    "\n",
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "workers.memory = 4000\n",
    "workers.disk = 10000\n",
    "\n",
    "executor = WorkQueueExecutor(port=port, cores=1, memory=8000)\n",
    "runner = Runner(executor)\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\"> The above cell will block the notebook. You will need to feed a large enough worker from the terminal.<br>We show how to do that below. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UJ15YeA8ukFB"
   },
   "source": [
    "### When tasks are too big for their explicit allocations\n",
    "\n",
    "For preprocessing and accumulation tasks, if they exhaust explicitly set limits then they **fail permanently**, and therefore the whole run also fails. This is because these cannot be modified so that they use less resources.\n",
    "\n",
    "Processing tasks are handled differently, and are the topic of the next section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\"> If using mybinder, examples from here on may not fit in memory.\n",
    "This will cause your notebook to disconnect. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DsFYE5IPukFC"
   },
   "source": [
    "## Adapting the number of events per processing task (i.e., the chunksize)\n",
    "\n",
    "### Automatic splits\n",
    "\n",
    "When a processing task exhausts its explicitly allocated resources, the set of events is divided and new processing tasks are created. This process is repeated as necessary, until the maximum number of retries is reached (default is 5), or when the chunksize can't be divided anymore.\n",
    "\n",
    "In general, more than a handful of splits is indicative that the desired chunksize is too big, and it should be reduced for further runs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "TIr53YpEukFC"
   },
   "outputs": [],
   "source": [
    "# To test adapting the chunksize, we use a modified NanoTestProcessor.py,\n",
    "# that artificially increases the memory used as a function of the number\n",
    "# of events in the task.\n",
    "\n",
    "from MemNanoTestProcessor import MemNanoTestProcessor as MyProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GUiwob52ukFD"
   },
   "outputs": [],
   "source": [
    "# Also, since this processor is not part of coffea, we need to tell\n",
    "# Work Queue to make it available at the workers. This is convenient,\n",
    "# as we can quickly modify the processor without the need to re-install\n",
    "# or re-build the coffea environments at the remote sites.\n",
    "\n",
    "executor = WorkQueueExecutor(\n",
    "    port=port,\n",
    "    memory=400,\n",
    "    extra_input_files=[\"MemNanoTestProcessor.py\"])\n",
    "\n",
    "# set a chunksize to ensure that tasks fail at first\n",
    "runner = Runner(executor, chunksize=40000) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 949,
     "referenced_widgets": [
      "191755ab58e64aacaa6d56250fccedeb",
      "1dd8f5c31ae94761b3a28c8910834ef9",
      "e97ea270cb66460bbc8aa89490b2d79f",
      "efb0fae80d124e4d917e620980bb4ddd",
      "561fdb797d4a4a08af47bc825336edef",
      "01d5a75692cc4898b900582ff3f77128",
      "c5abddfbe87f45249aa3ad962e7ecd65",
      "af8ea6aa12354a5d93b22bb79484f209",
      "1b7ad00934ad4e7f86b9b9167fec4101",
      "94af542b9e4f495093bb1c9859b73a53",
      "63242f5379ac4855bdc93a591ffa8756",
      "c52611775e7748de962cd9b36f70c919",
      "aa25b4e475c444dc966fd680bd58c44c",
      "67eefa0d424c4e1981c8098ec096e0d7",
      "7e4e42cd44544e248536124a9b7f1b8f",
      "4c4e1c161d8b4fe0add8919dda54886c",
      "d3c20c36156a4c2cb58924688886348d",
      "42d175bd57ec42859513f4a721354ee0",
      "daa81ec496bc4aa9a5c1014893e5bdc8",
      "6c71d32fa8f043a988a670e7d04195e5",
      "d83be9b8096f415f8df5e116fd8276dd",
      "538654f41fc04449ac52c3c97f752070",
      "0ee932aa3c2640a49cb5e993f2157980",
      "5d1ffadd2df64393973d94777380d59e",
      "8c77e4ab934848f69e066a683ce2b8a7",
      "5a164c77b831433588fffc0bb5e92d88",
      "63a0e6ba44434239b7bf6610fab0b99a",
      "a1467835ebf14a55bcfffb2d66ae8ce8",
      "b093f78431e84e13b91da51636b4a9fa",
      "aad25f84c2ad4bc49198cd0de9194c23",
      "21ce5b754068416795917ed4fb6913f5",
      "90a21b632c554ce8b8cb827795bb9751",
      "ca5a6646570e410aa7c1b4ea90ebc265",
      "cd59c37292f64648be2a7e9a09d42ff1",
      "ab675d0cac0d41e8a3d5766b916efab8",
      "7792e4ad96834b909125c01a108c7592",
      "925085f56b53432a937b1c935245c902",
      "b5d8af2c929a4f77a15718a4feba74fb",
      "b5facf00950247be84285fbf452d9b0e",
      "5ea13d0ab4ce4875969e736eae8c9771",
      "5b5a8eee7fd64f83aa24837f48f503fb",
      "ced9d5663f9e42558e11798c64702c58",
      "e3f9ed0409ba481889078e925f40ed12",
      "7080152e5fdf474680eb7683827b9f56",
      "140a447fe863471d94b1907fef21c7a2",
      "b79b872a6b7243609bf2ffa3fbfa3ea7",
      "091dc496d5544d49a60f55e8f8b4bc66",
      "85c5a61e55434f0bb1b3ba8efcbdff07",
      "a52d167a9a624aa5a17cf528d5f46617",
      "6adb811ea5c44666a31d79f222b8d99f",
      "ce5dacd72a7e42f9bc35398ec81b6181"
     ]
    },
    "id": "WY3hrQb2ukFD",
    "outputId": "5e75fdbd-9272-44a8-b876-e63a986dc780"
   },
   "outputs": [],
   "source": [
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "workers.max_workers = 1\n",
    "workers.cores = 2\n",
    "workers.memory = 800\n",
    "workers.disk = 10000\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\"> Note how the min chunksize goes down, and task exhausted events goes up. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "64KZWCCkukFE"
   },
   "source": [
    "## Dynamic chunksize computation\n",
    "\n",
    "The Work Queue executor can also modify the chunksize to a desired memory target usage. In the following example we start with a small chunksize, which grows to fill the desired allocations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "88df1b5bd6244134aef44ff128778b60",
      "96c4fdf0bbbb42faa2e94753039bc5b3",
      "1ca575a5b2fd4b00a2d31f5ac05ae944",
      "3bc911fe96084b44bef7e613977f28d9",
      "85261bbcfae14a818d0c12945b0cee79",
      "edbddb3ab463401a8ddf5b5a79ee0786",
      "954385b2ff654545b454ed133f03891b",
      "76eec01737124c088fa936bb219cabae",
      "32b962fddc86419ebfbaceb26fc9b43f",
      "67612c43ff8b41c49d5e65cc06c2c215",
      "8597701f79e24722b16bca12233ec413",
      "da55fe99bf4e459c9bb8214183d6eb7a",
      "e73259f25b4540839c82f8a9fcb2b9ee",
      "ac5d00d99e14420ca229d3f24c68c349",
      "0aaecf7e527144f1b6d2abf9823f888a",
      "3eaf84b5d53041b5b808fa5f44d7edad",
      "a28b1b5d8b704e86a87fff1a2d0c5598",
      "def21c84003d4cf2804aa62b4920a827",
      "c698809e756e4fc7a1d64857d1fbef79",
      "59c7c3a61f064e53b450a12b08bcec64",
      "e617a2b8b4794834b85feaa4298e5fb5",
      "b0846d256455424c863e5b8cabd35c53",
      "d4901435e7174306adf2a8fab6e15794",
      "54f3af6a042b42f4b3d3aecc80b3d65a",
      "0fd6ab21575b48738bb0891740c680f8",
      "232b305f142d4820891f5c99375ed72f",
      "da3f42ee89a84fc49e362d1b1ae56720",
      "a8c7eaefb09342fd9a408f5931798fd5",
      "0a9d53fcff9e424cb7397c34960397b4",
      "ba402083939c495894df68a81c721fe0",
      "f4cdc3462caf48d9aa92e66e019725eb",
      "3d2485e9cf8644a1b5db3bd6820ba384",
      "fa7f7275eec541a585607208ede8b351",
      "b9e681e59d3f4df59f88cd791ee48aef",
      "c5135056b64d42bb9709806d936d3b79",
      "26b69d91e0a445c290b708aac9aee4de",
      "c1e0697d55d14ef09113a5b59aa0d86c",
      "40cb1827f51d4d3e84a31f75b47de5bb",
      "c96dacb4ce724ecc821c97c454c13413",
      "ee582a70086847c680b2c0917df2f125",
      "6c17beab95f847cfb931895bab0e504c",
      "3c43c4a064384636b2f5a73213aa92ba",
      "14fed6cdc59148df8c2428d4ff74e7e7",
      "418b795ff106431f89953f4f4a9b58e4",
      "5375436e70c647c582def33d54398ef9",
      "f9f2707b0da441fd804ecfdf47f9c5b9",
      "b7de60cc2b82475899343ae51778daea",
      "b7866c11ce7a44119abb46f6b0114677",
      "f5eeeb952769435781ef740ab56f6f7d",
      "89802b5c35b4487ca2ec48217ba45db6",
      "a4a73b5540aa47e49ad07e26b57b274d"
     ]
    },
    "id": "42nLKWkPukFE",
    "outputId": "5437e18d-13da-4dd8-80af-da369ffa327b"
   },
   "outputs": [],
   "source": [
    "target_memory = 500  # 0.5GB\n",
    "\n",
    "executor = WorkQueueExecutor(\n",
    "    port=port,\n",
    "    extra_input_files=[\"MemNanoTestProcessor.py\"],\n",
    "    memory=target_memory,)                          # do not use more than the\n",
    "                                                    # target memory\n",
    "                       \n",
    "\n",
    "# set a small chunksize, to create tons of tasks from the single example file.\n",
    "runner = Runner(\n",
    "    executor, \n",
    "    chunksize=2048,\n",
    "    dynamic_chunksize={\"memory\": target_memory})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "88df1b5bd6244134aef44ff128778b60",
      "96c4fdf0bbbb42faa2e94753039bc5b3",
      "1ca575a5b2fd4b00a2d31f5ac05ae944",
      "3bc911fe96084b44bef7e613977f28d9",
      "85261bbcfae14a818d0c12945b0cee79",
      "edbddb3ab463401a8ddf5b5a79ee0786",
      "954385b2ff654545b454ed133f03891b",
      "76eec01737124c088fa936bb219cabae",
      "32b962fddc86419ebfbaceb26fc9b43f",
      "67612c43ff8b41c49d5e65cc06c2c215",
      "8597701f79e24722b16bca12233ec413",
      "da55fe99bf4e459c9bb8214183d6eb7a",
      "e73259f25b4540839c82f8a9fcb2b9ee",
      "ac5d00d99e14420ca229d3f24c68c349",
      "0aaecf7e527144f1b6d2abf9823f888a",
      "3eaf84b5d53041b5b808fa5f44d7edad",
      "a28b1b5d8b704e86a87fff1a2d0c5598",
      "def21c84003d4cf2804aa62b4920a827",
      "c698809e756e4fc7a1d64857d1fbef79",
      "59c7c3a61f064e53b450a12b08bcec64",
      "e617a2b8b4794834b85feaa4298e5fb5",
      "b0846d256455424c863e5b8cabd35c53",
      "d4901435e7174306adf2a8fab6e15794",
      "54f3af6a042b42f4b3d3aecc80b3d65a",
      "0fd6ab21575b48738bb0891740c680f8",
      "232b305f142d4820891f5c99375ed72f",
      "da3f42ee89a84fc49e362d1b1ae56720",
      "a8c7eaefb09342fd9a408f5931798fd5",
      "0a9d53fcff9e424cb7397c34960397b4",
      "ba402083939c495894df68a81c721fe0",
      "f4cdc3462caf48d9aa92e66e019725eb",
      "3d2485e9cf8644a1b5db3bd6820ba384",
      "fa7f7275eec541a585607208ede8b351",
      "b9e681e59d3f4df59f88cd791ee48aef",
      "c5135056b64d42bb9709806d936d3b79",
      "26b69d91e0a445c290b708aac9aee4de",
      "c1e0697d55d14ef09113a5b59aa0d86c",
      "40cb1827f51d4d3e84a31f75b47de5bb",
      "c96dacb4ce724ecc821c97c454c13413",
      "ee582a70086847c680b2c0917df2f125",
      "6c17beab95f847cfb931895bab0e504c",
      "3c43c4a064384636b2f5a73213aa92ba",
      "14fed6cdc59148df8c2428d4ff74e7e7",
      "418b795ff106431f89953f4f4a9b58e4",
      "5375436e70c647c582def33d54398ef9",
      "f9f2707b0da441fd804ecfdf47f9c5b9",
      "b7de60cc2b82475899343ae51778daea",
      "b7866c11ce7a44119abb46f6b0114677",
      "f5eeeb952769435781ef740ab56f6f7d",
      "89802b5c35b4487ca2ec48217ba45db6",
      "a4a73b5540aa47e49ad07e26b57b274d"
     ]
    },
    "id": "42nLKWkPukFE",
    "outputId": "5437e18d-13da-4dd8-80af-da369ffa327b"
   },
   "outputs": [],
   "source": [
    "workers = Factory(\"local\", manager_host_port = f\"localhost:{port}\")\n",
    "workers.max_workers = 1\n",
    "workers.cores = 2\n",
    "workers.memory = 1000\n",
    "workers.disk = 10000\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\"> Note how the current chunksize and the largest seen memory values goes up. </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xDFadYr-ukFE"
   },
   "source": [
    "## Using remote workers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xDFadYr-ukFE"
   },
   "source": [
    "### Using a catalog of names\n",
    "\n",
    "All the examples above assumed that Coffea and the workers were running on the same machine, and that we knew which port workers should use to connect to the Work Queue executor. In general, keeping track of addresses and ports is not very practical, but we can use a service to match workers and applications. This service is called the **catalog server**, and by default points to server running at the University of Notre Dame. (You can set catalog servers for yourself.)\n",
    "\n",
    "<img src=\"https://github.com/cooperative-computing-lab/coffea-wq-notebook/blob/master/images/coffea-wq-general-catalog.png?raw=1\" title=\"Coffea Work Queue basic architecture\" style=\"display:block; margin:auto;\"/>\n",
    "\n",
    "\n",
    "\n",
    "To use the catalog server, we need to give a name to the application, pass this name to the factory, and create a password file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "eg7WmJvcukFF"
   },
   "outputs": [],
   "source": [
    "with open(\"mypassword.txt\", \"w\") as f:\n",
    "    f.write(\"mysecretepassword\")\n",
    "    \n",
    "executor = WorkQueueExecutor(\n",
    "    master_name=\"hal\",\n",
    "    password_file=\"mypassword.txt\",\n",
    "    extra_input_files=[\"MemNanoTestProcessor.py\"])\n",
    "                       \n",
    "runner = Runner(executor, chunksize=32768)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 742,
     "referenced_widgets": [
      "77283fa174494683a19bcc06d64c4ecb",
      "d38df8ba51f64af5b5893536a9f30c94",
      "6ee3de60ae3d48b1b7ef6e05688df764",
      "1ffd9afc1e1943c39b9d89e054e01cd4",
      "b1c96426fbcd414ba4f7680052cb7b90",
      "48efba65cbec41a8984f9103c3c3abb3",
      "bdcd33a42bec473ea66418ded469d8e1",
      "fac93a2581474a97827e9d1b6b05d5e2",
      "18a637a2ec804fafb62a584e105e5f20",
      "4939b0b03bf74562926d7d5f35523235",
      "f56e047afa3e46639e8e90d57af906ec",
      "62a2c432f0484b8f9751635d95fc3188",
      "fd3413043ec0496a884c9dc7b19e1a40",
      "de1c7243e17744ec9d88a8d4ab44e5e5",
      "1b8e105538034655aac479e24e9d2f10",
      "ccec2332e9cb4a33997b3b2381a6d906",
      "5b08f8fce9f347a5834506d7fe2c7a31",
      "e6808fa5191e440eab6c00268273c7ac",
      "0955ed2c796e45cbb6c0e5eb3e942523",
      "b9ea551e1e904c0ab8d8087837568876",
      "fda25d9e58e2457eb9f9775e00724749",
      "1664ffb05a1845119aa0bd066ebb8c14",
      "fbdb88066359495880e97f3e37ef3fbd",
      "9b4d12c54b80483fb3d5971b2f7f2dbf",
      "5d46c12597474aa5aa73374c195f0f74",
      "3984e4a2e7414f5397b3876e32e57901",
      "567766aed8e64d4ab777806ee7bb6876",
      "007639a770594dd69b6048ea279ab41d",
      "1d4947dec4194bac821216f2f6e4a7e1",
      "eaab1904e4714c3183b47de40e18b4a3",
      "5e9d4f06081f40df808f147a45219271",
      "2b9858a88c264fd6bb373fa0bd7609e9",
      "69b14b719ad8421a82fff1dcf0ad26fd",
      "2b75236120d746859d6f7c511fb86559",
      "5e32de36c62e4d8393d7d9504cdbbf9b",
      "0fed4a17f5134dfda4d8be9c46cc65d3",
      "c09412ca5d214a30b2b60e0de772a4eb",
      "35832a13587040c49eff7a2535598b2a",
      "614d7cfb4bba41e7af800af5c0f60c2e",
      "596e4f875c714f1695bbfd62aa52c2e9",
      "872ce3b55bb94588966a3c800f7f8011",
      "6520cb66769e472ea17ca3d1aabe9daa",
      "1e9115aa2b4c403a89b6d9cc69c6ad32",
      "e2361d9976da479e9a30aab1033f3738",
      "8e92dee2987b41858400d07b00244e18",
      "ee1be5d196e3465e980aca04a7bce95e",
      "801b082e81374161918c059d94ac8320",
      "a77bebf31722471095cd74e8b9f0c9a0",
      "29fa56c36bba44f7ad71b3365ca09236",
      "f471c118cf2a4c6c836519213c31f2e0",
      "b4b8b4638a3e4a88badd4dcb255b6f27"
     ]
    },
    "id": "xwF2PTD5ukFF",
    "outputId": "515c60bf-3287-46fc-ed69-f4684581c722"
   },
   "outputs": [],
   "source": [
    "#workers = Factory(\"condor\", \"hal\")\n",
    "workers = Factory(\"local\", \"hal\")\n",
    "workers.password = \"mypassword.txt\"\n",
    "workers.max_workers = 1\n",
    "\n",
    "# with Factory(\"condor\", ...) or other batch systems\n",
    "# the worker resource specification become part\n",
    "# of the batch job specification\n",
    "workers.cores = 2\n",
    "workers.memory = 800\n",
    "workers.disk = 10000\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "k4EVPMOWukFG"
   },
   "source": [
    "### Create and ship environment\n",
    "\n",
    "In all the examples above we used workers that were running on the same machine as the Coffea application (i.e., we used `Factory(\"local\", ...)`). When a batch system is available, we can direct the factory to launch workers that will run in remote machines, for example, instead of `\"local\"`, the factory accepts `\"condor\"`, `\"slurm\"`, and others.\n",
    "\n",
    "This poses a problem, as it is likely that the remote machines will not have the python environment that is needed for the tasks. The Work Queue executor has the ability to send a python environment together with the tasks, and set it up at run time accordingly. Workers have cache the environment, so that they have to be set only once per Coffea application. \n",
    "\n",
    "To environments that the Work Queue executor expects are files created by the `conda-pack` tool. Work Queue provides a tool, `poncho_package_create` that streamlines the environment creation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "DPi5EfQIukFG"
   },
   "outputs": [],
   "source": [
    "# create the environment specification\n",
    "import sys\n",
    "import json\n",
    "\n",
    "spec = { \"conda\": {} }\n",
    "spec[\"conda\"][\"channels\"] = [\"conda-forge\"]\n",
    "\n",
    "# match the python version to be installed with the current one\n",
    "py_ver = f\"{sys.version_info[0]}.{sys.version_info[1]}\"\n",
    "\n",
    "spec[\"conda\"][\"packages\"] = [f\"python={py_ver}\",\n",
    "                             \"coffea=0.7.18\",\n",
    "                             \"ndcctools=7.4.14\",\n",
    "                             \"xrootd\"]\n",
    "\n",
    "# any pip packages installed with either pip install . or pip install -e .\n",
    "# are given preference and correctly included\n",
    "spec[\"conda\"][\"pip\"] = []\n",
    "\n",
    "my_env_spec_file = \"my_env_spec.json\"\n",
    "with open(my_env_spec_file, \"w\") as f:\n",
    "    json.dump(spec, f, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(my_env_spec_file) as f:\n",
    "    print(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ABluqeKpukFG"
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "# shell command\n",
    "\n",
    "# create env file, but only if it is not there\n",
    "if [[ ! -f myenv_to_send_away_file.tar.gz ]]\n",
    "then\n",
    "   # this may take a handful of minutes\n",
    "   poncho_package_create my_env_spec.json myenv_to_send_away_file.tar.gz\n",
    "fi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "KRGj0sF4ukFH"
   },
   "outputs": [],
   "source": [
    "# Finally, we tell the executor about the environment file we just created:\n",
    "\n",
    "executor = WorkQueueExecutor(\n",
    "    master_name=\"hal\",\n",
    "    environment_file=\"myenv_to_send_away_file.tar.gz\",\n",
    "    password_file=\"mypassword.txt\",\n",
    "    extra_input_files=[\"MemNanoTestProcessor.py\"])\n",
    "                       \n",
    "runner = Runner(executor, chunksize=32768)\n",
    "\n",
    "# we can also tell the workers about the environment\n",
    "# this is convenient if reusing workers across workflows\n",
    "# workers.python_package = \"myenv_to_send_away_file.tar.gz\"\n",
    "\n",
    "with workers:\n",
    "    hists = runner(filelist, \"Events\", MyProcessor())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QU8lwvgNukFH"
   },
   "source": [
    "### Workers outside a notebook\n",
    "\n",
    "Often the workers have to be launched in a machine that is different from the one running the Coffea application. In such cases we cannot use the `with workers:` statement. However, we can still use the factory a shell command. The command takes as an input a configuration file which is monitored for changes. This makes easy to increase the size and number of new workers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "nosmKo19ukFI"
   },
   "outputs": [],
   "source": [
    "factory_conf = \"\"\"\n",
    "{\n",
    "    \"manager_name\": \"hal\",\n",
    "    \"max_workers=250,\n",
    "    \"min_workers=0,\n",
    "    \"cores\": 4\n",
    "    \"memory\": cores * 1024,\n",
    "    \"disk\": cores * 2048\n",
    "}\n",
    "\"\"\"\n",
    "\n",
    "with open(\"factory.jx\", \"w\") as f:\n",
    "    f.write(factory_conf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "3t6dixWCukFI"
   },
   "outputs": [],
   "source": [
    "%%script echo skipping\n",
    "\n",
    "# in a terminal\n",
    "work_queue_factory -P mypassword.txt -T condor -C factory.jx --python-package myenv_to_send_away_file.tar.gz\n",
    "\n",
    "# If adding python-package here for the environment, you don't need to add the environment_file parameter to\n",
    "# the executor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%script echo skipping\n",
    "\n",
    "# a worker by itself, good for tests\n",
    "work_queue_factory -P mypassword.txt -M hal\n",
    "\n",
    "# or multiple workers to condor\n",
    "condor_submit_workers -P mypassword.txt -M hal\n"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "007639a770594dd69b6048ea279ab41d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "017e98e05628488a9860408495afd43f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "01d5a75692cc4898b900582ff3f77128": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_aa25b4e475c444dc966fd680bd58c44c",
      "placeholder": "​",
      "style": "IPY_MODEL_67eefa0d424c4e1981c8098ec096e0d7",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 9123 </td> </tr>\n<tr> <td> tasks done </td> <td> 8 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 3 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.25 MB </td> </tr>\n<tr> <td> received </td> <td> 0.22 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:00:54 </td> </tr>\n<tr> <td> total task time </td> <td> 0:02:46 </td> </tr>\n<tr> <td> runtime </td> <td> 0:02:47 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "02c178c51d4d47439d483ddc325238c7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "03b60b8641274daf83371a1dbbf706e9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5f7cabf2d3814108958855f37984b82d",
      "placeholder": "​",
      "style": "IPY_MODEL_b6e9479dae7e4abf9c93b83028082a94",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 9123 </td> </tr>\n<tr> <td> tasks done </td> <td> 3 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 0 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.16 MB </td> </tr>\n<tr> <td> received </td> <td> 0.16 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:00:27 </td> </tr>\n<tr> <td> total task time </td> <td> 0:00:27 </td> </tr>\n<tr> <td> runtime </td> <td> 0:00:16 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "044b138077be481e9d1ac4bcae933ba2": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "05d3a67a81444a99838f6315c6a4c899": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bd34213e5d2e4e5aa5efa7def352abb6",
      "placeholder": "​",
      "style": "IPY_MODEL_3654be3fba03468b8bdc432467742ad6",
      "value": " 232632/232632 [01:15&lt;00:00, 5694.49event/s]          "
     }
    },
    "091dc496d5544d49a60f55e8f8b4bc66": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0955ed2c796e45cbb6c0e5eb3e942523": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b9ea551e1e904c0ab8d8087837568876",
       "IPY_MODEL_fda25d9e58e2457eb9f9775e00724749",
       "IPY_MODEL_1664ffb05a1845119aa0bd066ebb8c14"
      ],
      "layout": "IPY_MODEL_fbdb88066359495880e97f3e37ef3fbd"
     }
    },
    "0a9d53fcff9e424cb7397c34960397b4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0aaecf7e527144f1b6d2abf9823f888a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "0ae5a9c13bbf4e3185c98c7c03226bae": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "0ee932aa3c2640a49cb5e993f2157980": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "0fd6ab21575b48738bb0891740c680f8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0fed4a17f5134dfda4d8be9c46cc65d3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "135a1a5c8fdc4bf8bb221447e447c16f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "138e4f1d47354e11b639cfa3daf0876f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "140a447fe863471d94b1907fef21c7a2": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "14e65f56f6e3416e929af327e22c43a6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "14fed6cdc59148df8c2428d4ff74e7e7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b7866c11ce7a44119abb46f6b0114677",
      "max": 10,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_f5eeeb952769435781ef740ab56f6f7d",
      "value": 4
     }
    },
    "1514cc6563744717ab64b5399a5dcb45": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "1628c05e98c1472ab8621fddc727e9af": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1664ffb05a1845119aa0bd066ebb8c14": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_007639a770594dd69b6048ea279ab41d",
      "placeholder": "​",
      "style": "IPY_MODEL_1d4947dec4194bac821216f2f6e4a7e1",
      "value": " 232632/232632 [01:53&lt;00:00, 41762.05event/s]         "
     }
    },
    "18a637a2ec804fafb62a584e105e5f20": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5b08f8fce9f347a5834506d7fe2c7a31",
      "placeholder": "​",
      "style": "IPY_MODEL_e6808fa5191e440eab6c00268273c7ac",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 1.0 </td> <td> 0.0 </td> <td> 127.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.5 </td> <td> 0.0 </td> <td> 875.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "191755ab58e64aacaa6d56250fccedeb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_1dd8f5c31ae94761b3a28c8910834ef9",
       "IPY_MODEL_e97ea270cb66460bbc8aa89490b2d79f"
      ],
      "layout": "IPY_MODEL_efb0fae80d124e4d917e620980bb4ddd"
     }
    },
    "1985066bac6f42299e0e20b9b9b19676": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_3f728a8511ec4ae5a62baab405019389",
       "IPY_MODEL_59d0814b94fa455f900158b42723d860",
       "IPY_MODEL_3d1b1b9c86ff411eadd4e15cfbc50a2d"
      ],
      "layout": "IPY_MODEL_8b34af6c7a214df59fb8cd3546b0661b"
     }
    },
    "1ac09fbc43fc499b8392aeab55d08b8c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "1b3efc2d23f044b3966a664e1660395c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1b7ad00934ad4e7f86b9b9167fec4101": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_d3c20c36156a4c2cb58924688886348d",
      "placeholder": "​",
      "style": "IPY_MODEL_42d175bd57ec42859513f4a721354ee0",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 1.0 </td> <td> 0.0 </td> <td> 127.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.5 </td> <td> 0.0 </td> <td> 2.89 GB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "1b8e105538034655aac479e24e9d2f10": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1be68a8be03743cebe5ac34e88154766": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_9e5e7a038357402eb130ad851e8942b9",
       "IPY_MODEL_71a6226cb0544c45bcd7825da860b367"
      ],
      "layout": "IPY_MODEL_5b33aa56b48348c3b49d5c4964d3a5d4"
     }
    },
    "1ca575a5b2fd4b00a2d31f5ac05ae944": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_76eec01737124c088fa936bb219cabae",
       "IPY_MODEL_32b962fddc86419ebfbaceb26fc9b43f"
      ],
      "layout": "IPY_MODEL_67612c43ff8b41c49d5e65cc06c2c215"
     }
    },
    "1d4947dec4194bac821216f2f6e4a7e1": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "1dd8f5c31ae94761b3a28c8910834ef9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_561fdb797d4a4a08af47bc825336edef",
       "IPY_MODEL_01d5a75692cc4898b900582ff3f77128"
      ],
      "layout": "IPY_MODEL_c5abddfbe87f45249aa3ad962e7ecd65"
     }
    },
    "1e0a8321172c455e89305cbb5fc10ca4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1e9115aa2b4c403a89b6d9cc69c6ad32": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a77bebf31722471095cd74e8b9f0c9a0",
      "max": 1,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_29fa56c36bba44f7ad71b3365ca09236",
      "value": 1
     }
    },
    "1ffd9afc1e1943c39b9d89e054e01cd4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "21ce5b754068416795917ed4fb6913f5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ab675d0cac0d41e8a3d5766b916efab8",
      "placeholder": "​",
      "style": "IPY_MODEL_7792e4ad96834b909125c01a108c7592",
      "value": "Processing    100%"
     }
    },
    "2228c49d7ba043718995d3a17965c56b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1b3efc2d23f044b3966a664e1660395c",
      "placeholder": "​",
      "style": "IPY_MODEL_8019ce077b3f42b0bbdf55e072c05836",
      "value": "Accumulated   100%"
     }
    },
    "232b305f142d4820891f5c99375ed72f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2360235789a84d09bcde98cdc4e2c497": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_891c500af6c246a5af7de1dcfd853bd0",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_d9d034ce72144cfeb93f85f80f0320d5",
      "value": 232632
     }
    },
    "2460dea13f6b40969f3e75a381ceed14": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "24b9d0823e624546b90b0c5e432a6348": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_9d4591571f8942baac52c48c7777529c",
      "max": 1,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_638410a249f5424abf5132b0c14eb083",
      "value": 1
     }
    },
    "2500696950704e60a123af65763be690": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "26b69d91e0a445c290b708aac9aee4de": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2718735bfcd241069dbedbd8a69b7f16": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "27891b28c4124f0aa16431a66cd2063b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "289fdcc93d1a48969210970e09a55996": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "29fa56c36bba44f7ad71b3365ca09236": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "2a9366293db547a6aafe820700213e4c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2adc490f9bfa4a80bdd2f8d8bff2606e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_92a25cd3c3e54d58889b539b43e98701",
       "IPY_MODEL_f827d5aaa42b43819c8b8840450a1d9f",
       "IPY_MODEL_bb881f3f267d47709b993fb373eca9be"
      ],
      "layout": "IPY_MODEL_2a9366293db547a6aafe820700213e4c"
     }
    },
    "2b75236120d746859d6f7c511fb86559": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2b9858a88c264fd6bb373fa0bd7609e9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c09412ca5d214a30b2b60e0de772a4eb",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_35832a13587040c49eff7a2535598b2a",
      "value": 232632
     }
    },
    "2bac63212b5d4cf7a8e88f5171b6c0f3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2e0dd07e862546da828ba5623a1056a3": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2e88dc24acea4acaa4fb859ccbdcd63b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_571de4577c604b3988d13fe3e8900463",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_7ab20cd9ef4247f19c474bace741c2d7",
      "value": 232632
     }
    },
    "3017852dc6e0446195c96ef5ba323449": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "30ed8427dd314bb5ac5c3355a96247d5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "32b962fddc86419ebfbaceb26fc9b43f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a28b1b5d8b704e86a87fff1a2d0c5598",
      "placeholder": "​",
      "style": "IPY_MODEL_def21c84003d4cf2804aa62b4920a827",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.9 </td> <td> 0.0 </td> <td> 126.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.5 </td> <td> 0.0 </td> <td> 626.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 2.50 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "33ac839bfcd946d99e87ccbcfbdb2a39": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_4544def6a52c43598e02527a8fba3354",
       "IPY_MODEL_d5dac59668eb43ffa67c36ba1f28021e",
       "IPY_MODEL_dc908160b3924ef1a3c39f407da662bf"
      ],
      "layout": "IPY_MODEL_91b3e7f853ce4e54a37b0b4ca7b0b02a"
     }
    },
    "35832a13587040c49eff7a2535598b2a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "365038b4126847de95fa603c8a0d4567": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "3654be3fba03468b8bdc432467742ad6": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "37a194c2603841c7826abc0a73c9c282": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "37c191f7ae494578b63323de49f4a826": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "37e00f5239404860979204e08675de28": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3824833baabd4f2081fd4a7a893592e8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3984e4a2e7414f5397b3876e32e57901": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3bc911fe96084b44bef7e613977f28d9": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3c43c4a064384636b2f5a73213aa92ba": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f9f2707b0da441fd804ecfdf47f9c5b9",
      "placeholder": "​",
      "style": "IPY_MODEL_b7de60cc2b82475899343ae51778daea",
      "value": "Accumulated   100%"
     }
    },
    "3d1b1b9c86ff411eadd4e15cfbc50a2d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b01a5e1be57645b595e58c6ebe06518e",
      "placeholder": "​",
      "style": "IPY_MODEL_1514cc6563744717ab64b5399a5dcb45",
      "value": " 232632/232632 [00:19&lt;00:00, 28592.94event/s]         "
     }
    },
    "3d2485e9cf8644a1b5db3bd6820ba384": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c1e0697d55d14ef09113a5b59aa0d86c",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_40cb1827f51d4d3e84a31f75b47de5bb",
      "value": 232632
     }
    },
    "3e933406bb7946d6a48630abe4e17bda": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "3eaf84b5d53041b5b808fa5f44d7edad": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "3f728a8511ec4ae5a62baab405019389": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_8d61760cc832439390ba983dd0daae14",
      "placeholder": "​",
      "style": "IPY_MODEL_76759fbe83044437b51166b805ae313e",
      "value": "Processing    100%"
     }
    },
    "40455fada28f48c8bd3c0daca2b117dd": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_4fe6ec1b57494f459ed203c6a0e33dd7",
      "placeholder": "​",
      "style": "IPY_MODEL_429bd5df16464cb998452e9c6df1a75b",
      "value": "Processing    100%"
     }
    },
    "40cb1827f51d4d3e84a31f75b47de5bb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "418b795ff106431f89953f4f4a9b58e4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_89802b5c35b4487ca2ec48217ba45db6",
      "placeholder": "​",
      "style": "IPY_MODEL_a4a73b5540aa47e49ad07e26b57b274d",
      "value": " 4/4 [02:40&lt;00:00,  1.73task/s]                       "
     }
    },
    "429bd5df16464cb998452e9c6df1a75b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "42d175bd57ec42859513f4a721354ee0": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "43208a531870451fb962b4ea61e9e5a4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "433abe1ab2504b8baecc27bd1cb9a10d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4544def6a52c43598e02527a8fba3354": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_cca099f7e0444acd925543c47e844b6b",
      "placeholder": "​",
      "style": "IPY_MODEL_2bac63212b5d4cf7a8e88f5171b6c0f3",
      "value": "Submitted     100%"
     }
    },
    "472badb4737648e8ada0fe0c55592084": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "48aa2ee178d94e5082516e55ded8955a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "48af71ce722a4e79a36b384989ebe833": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1e0a8321172c455e89305cbb5fc10ca4",
      "placeholder": "​",
      "style": "IPY_MODEL_61b37e2195664fddba96ff551d4d8a41",
      "value": "Submitted     100%"
     }
    },
    "48efba65cbec41a8984f9103c3c3abb3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_fd3413043ec0496a884c9dc7b19e1a40",
      "placeholder": "​",
      "style": "IPY_MODEL_de1c7243e17744ec9d88a8d4ab44e5e5",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 1024 </td> </tr>\n<tr> <td> tasks done </td> <td> 5 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 0 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.23 MB </td> </tr>\n<tr> <td> received </td> <td> 0.22 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:00:53 </td> </tr>\n<tr> <td> total task time </td> <td> 0:00:53 </td> </tr>\n<tr> <td> runtime </td> <td> 0:01:55 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "4939b0b03bf74562926d7d5f35523235": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4a6bf110ba65404c8d35fbc5d29141c9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "4af967688a3b43f69cbcbe94bcdeebd8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bddbf4e8e3924d4da1b6dcb807c075be",
      "placeholder": "​",
      "style": "IPY_MODEL_e3583bb44b5544c49062bcd6acbbe777",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 9123 </td> </tr>\n<tr> <td> tasks done </td> <td> 13 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 0 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.44 MB </td> </tr>\n<tr> <td> received </td> <td> 0.39 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:03:25 </td> </tr>\n<tr> <td> total task time </td> <td> 0:03:25 </td> </tr>\n<tr> <td> runtime </td> <td> 0:01:17 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "4c4e1c161d8b4fe0add8919dda54886c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "4e98490885d34d0fa860f7525ee39369": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_d1d80de243354951b2a955e79fe5b938",
       "IPY_MODEL_2360235789a84d09bcde98cdc4e2c497",
       "IPY_MODEL_833f53ada69240d58185304c52096b8b"
      ],
      "layout": "IPY_MODEL_43208a531870451fb962b4ea61e9e5a4"
     }
    },
    "4fe6ec1b57494f459ed203c6a0e33dd7": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "506e698ac4a944b39e5281121c9ecedc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "50ffb91ffc4f48d6bc37ad33aabc225e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "518dc67c0af5427eb28495635e2a0c59": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_27891b28c4124f0aa16431a66cd2063b",
      "placeholder": "​",
      "style": "IPY_MODEL_e374905416924c1d9949be223c997739",
      "value": " 232632/232632 [01:15&lt;00:00, 13170.22event/s]         "
     }
    },
    "529b0f5b9a0349f4beeb2c216b821095": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_14e65f56f6e3416e929af327e22c43a6",
      "placeholder": "​",
      "style": "IPY_MODEL_017e98e05628488a9860408495afd43f",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "5375436e70c647c582def33d54398ef9": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "538654f41fc04449ac52c3c97f752070": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a1467835ebf14a55bcfffb2d66ae8ce8",
      "placeholder": "​",
      "style": "IPY_MODEL_b093f78431e84e13b91da51636b4a9fa",
      "value": " 232632/232632 [02:45&lt;00:00, 1074545.62event/s]       "
     }
    },
    "54f3af6a042b42f4b3d3aecc80b3d65a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "561fdb797d4a4a08af47bc825336edef": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_63242f5379ac4855bdc93a591ffa8756",
      "placeholder": "​",
      "style": "IPY_MODEL_c52611775e7748de962cd9b36f70c919",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 256000 </td> </tr>\n<tr> <td> current chunksize </td> <td> 256000 </td> </tr>\n<tr> <td> chunks split </td> <td> 3 </td> </tr>\n<tr> <td> min chunksize after split </td> <td> 58158 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.15 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "567766aed8e64d4ab777806ee7bb6876": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "571de4577c604b3988d13fe3e8900463": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "590ea01f1d7c4317ab9c6b8e1a2bd066": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "596e4f875c714f1695bbfd62aa52c2e9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "59c7c3a61f064e53b450a12b08bcec64": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_54f3af6a042b42f4b3d3aecc80b3d65a",
      "placeholder": "​",
      "style": "IPY_MODEL_0fd6ab21575b48738bb0891740c680f8",
      "value": "Submitted     100%"
     }
    },
    "59d0814b94fa455f900158b42723d860": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_eb37a9d3c012439cbb812f047e95a94d",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_590ea01f1d7c4317ab9c6b8e1a2bd066",
      "value": 232632
     }
    },
    "5a164c77b831433588fffc0bb5e92d88": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5b08f8fce9f347a5834506d7fe2c7a31": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5b33aa56b48348c3b49d5c4964d3a5d4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5b5a8eee7fd64f83aa24837f48f503fb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_ced9d5663f9e42558e11798c64702c58",
       "IPY_MODEL_e3f9ed0409ba481889078e925f40ed12",
       "IPY_MODEL_7080152e5fdf474680eb7683827b9f56"
      ],
      "layout": "IPY_MODEL_140a447fe863471d94b1907fef21c7a2"
     }
    },
    "5d1ffadd2df64393973d94777380d59e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5d46c12597474aa5aa73374c195f0f74": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "5d585a56183943c3916b452a1a6b458c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_1be68a8be03743cebe5ac34e88154766",
       "IPY_MODEL_8726e03db0204f33aaa414c761f99513"
      ],
      "layout": "IPY_MODEL_8e5fa78fcb144f35934c43ee1db4c1e5"
     }
    },
    "5e32de36c62e4d8393d7d9504cdbbf9b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5e9d4f06081f40df808f147a45219271": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5e32de36c62e4d8393d7d9504cdbbf9b",
      "placeholder": "​",
      "style": "IPY_MODEL_0fed4a17f5134dfda4d8be9c46cc65d3",
      "value": "Processing    100%"
     }
    },
    "5ea13d0ab4ce4875969e736eae8c9771": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "5f7cabf2d3814108958855f37984b82d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "614d7cfb4bba41e7af800af5c0f60c2e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "61b37e2195664fddba96ff551d4d8a41": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "62a2c432f0484b8f9751635d95fc3188": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "63242f5379ac4855bdc93a591ffa8756": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "638410a249f5424abf5132b0c14eb083": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "63a0e6ba44434239b7bf6610fab0b99a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "6520cb66769e472ea17ca3d1aabe9daa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ee1be5d196e3465e980aca04a7bce95e",
      "placeholder": "​",
      "style": "IPY_MODEL_801b082e81374161918c059d94ac8320",
      "value": "Accumulated   100%"
     }
    },
    "6749f14bb92d41c194856f54c2d65888": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_3017852dc6e0446195c96ef5ba323449",
      "placeholder": "​",
      "style": "IPY_MODEL_e8fa76b8f35241a2a52ccc2f8138e40d",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 1.0 </td> <td> 0.0 </td> <td> 127.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.7 </td> <td> 0.0 </td> <td> 239.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 3.25 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "67612c43ff8b41c49d5e65cc06c2c215": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "67eefa0d424c4e1981c8098ec096e0d7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "69b14b719ad8421a82fff1dcf0ad26fd": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_614d7cfb4bba41e7af800af5c0f60c2e",
      "placeholder": "​",
      "style": "IPY_MODEL_596e4f875c714f1695bbfd62aa52c2e9",
      "value": " 232632/232632 [01:53&lt;00:00, 5357.09event/s]          "
     }
    },
    "6adb811ea5c44666a31d79f222b8d99f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6c17beab95f847cfb931895bab0e504c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_3c43c4a064384636b2f5a73213aa92ba",
       "IPY_MODEL_14fed6cdc59148df8c2428d4ff74e7e7",
       "IPY_MODEL_418b795ff106431f89953f4f4a9b58e4"
      ],
      "layout": "IPY_MODEL_5375436e70c647c582def33d54398ef9"
     }
    },
    "6c71d32fa8f043a988a670e7d04195e5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5d1ffadd2df64393973d94777380d59e",
      "placeholder": "​",
      "style": "IPY_MODEL_8c77e4ab934848f69e066a683ce2b8a7",
      "value": "Submitted     100%"
     }
    },
    "6e747c498c04488d96823ee32fa760de": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "6ee3de60ae3d48b1b7ef6e05688df764": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_fac93a2581474a97827e9d1b6b05d5e2",
       "IPY_MODEL_18a637a2ec804fafb62a584e105e5f20"
      ],
      "layout": "IPY_MODEL_4939b0b03bf74562926d7d5f35523235"
     }
    },
    "7057afeb8f1b4bce9485e6db7a76b611": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_135a1a5c8fdc4bf8bb221447e447c16f",
      "placeholder": "​",
      "style": "IPY_MODEL_b69036c75c654f92894e5fe22dbe93f1",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 1.0 </td> <td> 0.0 </td> <td> 127.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.8 </td> <td> 0.0 </td> <td> 246.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "7080152e5fdf474680eb7683827b9f56": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_6adb811ea5c44666a31d79f222b8d99f",
      "placeholder": "​",
      "style": "IPY_MODEL_ce5dacd72a7e42f9bc35398ec81b6181",
      "value": " 2/2 [02:45&lt;00:00, 82.67s/task]                       "
     }
    },
    "71a6226cb0544c45bcd7825da860b367": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_cfb69cffee1849689f36db8647786297",
      "placeholder": "​",
      "style": "IPY_MODEL_84e47259518a4da4a88cdc50f650e901",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 9123 </td> </tr>\n<tr> <td> tasks done </td> <td> 3 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 0 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.16 MB </td> </tr>\n<tr> <td> received </td> <td> 0.16 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:00:20 </td> </tr>\n<tr> <td> total task time </td> <td> 0:00:20 </td> </tr>\n<tr> <td> runtime </td> <td> 0:00:21 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "7322f89f101949908afa19a2499c7524": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "76759fbe83044437b51166b805ae313e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "76eec01737124c088fa936bb219cabae": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_0aaecf7e527144f1b6d2abf9823f888a",
      "placeholder": "​",
      "style": "IPY_MODEL_3eaf84b5d53041b5b808fa5f44d7edad",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 4.0 </td> <td> 0.0 </td> <td> 8.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 4.0 </td> <td> 0.0 </td> <td> 8.00 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "77283fa174494683a19bcc06d64c4ecb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_d38df8ba51f64af5b5893536a9f30c94",
       "IPY_MODEL_6ee3de60ae3d48b1b7ef6e05688df764"
      ],
      "layout": "IPY_MODEL_1ffd9afc1e1943c39b9d89e054e01cd4"
     }
    },
    "7792e4ad96834b909125c01a108c7592": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "78bff5bb9a484a169b5ee3d72fa380ed": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7ab20cd9ef4247f19c474bace741c2d7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "7e4e42cd44544e248536124a9b7f1b8f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8019ce077b3f42b0bbdf55e072c05836": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "801b082e81374161918c059d94ac8320": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "809cf0033f304b69b4dbce613759aeee": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "81f0fc3984284122bb59cb4d78b3eaf0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "833f53ada69240d58185304c52096b8b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b6eed1135d634ccd94695fc3064010ac",
      "placeholder": "​",
      "style": "IPY_MODEL_980fc7a67b5d4df88e3466a5473fbd7e",
      "value": " 232632/232632 [00:14&lt;00:00, 223142.02event/s]        "
     }
    },
    "8364aac391c342b6b8a11071ec78a3bb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "83861cf79df54958aa98c6ca221d44af": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "84253d626d8a481da1f0469525d1ba84": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c8a5e48a138d4b67a3cb05352c47833b",
      "placeholder": "​",
      "style": "IPY_MODEL_02c178c51d4d47439d483ddc325238c7",
      "value": " 2/2 [01:15&lt;00:00, 37.59s/task]                       "
     }
    },
    "84e47259518a4da4a88cdc50f650e901": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "85261bbcfae14a818d0c12945b0cee79": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_8597701f79e24722b16bca12233ec413",
      "placeholder": "​",
      "style": "IPY_MODEL_da55fe99bf4e459c9bb8214183d6eb7a",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 1024 </td> </tr>\n<tr> <td> current chunksize </td> <td> 8192 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.33 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "8597701f79e24722b16bca12233ec413": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "85c5a61e55434f0bb1b3ba8efcbdff07": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "85eddf244d484f7ebbeee13b44433877": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b8dfa24d30824ce3a6eb637b29b0f69e",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_37a194c2603841c7826abc0a73c9c282",
      "value": 232632
     }
    },
    "86f4c8d9fe724f098bd88962a994328f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_2500696950704e60a123af65763be690",
      "placeholder": "​",
      "style": "IPY_MODEL_506e698ac4a944b39e5281121c9ecedc",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 100000 </td> </tr>\n<tr> <td> current chunksize </td> <td> 100000 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.10 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "8726e03db0204f33aaa414c761f99513": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_9e3ac94db946422e9757177863519e6b",
       "IPY_MODEL_7057afeb8f1b4bce9485e6db7a76b611"
      ],
      "layout": "IPY_MODEL_c39beae6633241dbbd310eb490f2beef"
     }
    },
    "872ce3b55bb94588966a3c800f7f8011": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_6520cb66769e472ea17ca3d1aabe9daa",
       "IPY_MODEL_1e9115aa2b4c403a89b6d9cc69c6ad32",
       "IPY_MODEL_e2361d9976da479e9a30aab1033f3738"
      ],
      "layout": "IPY_MODEL_8e92dee2987b41858400d07b00244e18"
     }
    },
    "88df1b5bd6244134aef44ff128778b60": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_96c4fdf0bbbb42faa2e94753039bc5b3",
       "IPY_MODEL_1ca575a5b2fd4b00a2d31f5ac05ae944"
      ],
      "layout": "IPY_MODEL_3bc911fe96084b44bef7e613977f28d9"
     }
    },
    "891c500af6c246a5af7de1dcfd853bd0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "89802b5c35b4487ca2ec48217ba45db6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8a2dd1148c04414e949b270fee01e6d3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bb2de305b6394bdab089ce6db7aab633",
      "placeholder": "​",
      "style": "IPY_MODEL_4a6bf110ba65404c8d35fbc5d29141c9",
      "value": " 2/2 [00:14&lt;00:00,  7.04s/task]                       "
     }
    },
    "8b34af6c7a214df59fb8cd3546b0661b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8c77e4ab934848f69e066a683ce2b8a7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "8d61760cc832439390ba983dd0daae14": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8e5fa78fcb144f35934c43ee1db4c1e5": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8e92dee2987b41858400d07b00244e18": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "90a21b632c554ce8b8cb827795bb9751": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_925085f56b53432a937b1c935245c902",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_b5d8af2c929a4f77a15718a4feba74fb",
      "value": 232632
     }
    },
    "90ddafc1b0284185ae04772c7cad2321": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "91b3e7f853ce4e54a37b0b4ca7b0b02a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "925085f56b53432a937b1c935245c902": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "92a25cd3c3e54d58889b539b43e98701": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_eaa04fc7bd4d44148f74e24e2e743aab",
      "placeholder": "​",
      "style": "IPY_MODEL_30ed8427dd314bb5ac5c3355a96247d5",
      "value": "Accumulated   100%"
     }
    },
    "945b01077cd14fdfbbfe80ccd99b67bc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_81f0fc3984284122bb59cb4d78b3eaf0",
      "placeholder": "​",
      "style": "IPY_MODEL_c7a7f7e9d1dd4fab9feb236b0a2fd627",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 20000 </td> </tr>\n<tr> <td> current chunksize </td> <td> 20000 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.31 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "94af542b9e4f495093bb1c9859b73a53": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "954385b2ff654545b454ed133f03891b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "96c4fdf0bbbb42faa2e94753039bc5b3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_85261bbcfae14a818d0c12945b0cee79",
       "IPY_MODEL_edbddb3ab463401a8ddf5b5a79ee0786"
      ],
      "layout": "IPY_MODEL_954385b2ff654545b454ed133f03891b"
     }
    },
    "980fc7a67b5d4df88e3466a5473fbd7e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "993561b4d6554ea4a2565de9f9ecadb6": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_d826d3cca5d94bdb8e79e4e9ab98309d",
       "IPY_MODEL_85eddf244d484f7ebbeee13b44433877",
       "IPY_MODEL_518dc67c0af5427eb28495635e2a0c59"
      ],
      "layout": "IPY_MODEL_0ae5a9c13bbf4e3185c98c7c03226bae"
     }
    },
    "9b4d12c54b80483fb3d5971b2f7f2dbf": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "9b6cf10ddd1d43bb80b75d2e6da214dc": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "9d4591571f8942baac52c48c7777529c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "9e3ac94db946422e9757177863519e6b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bc3686dd43754d708ec5c82f0d5cbacc",
      "placeholder": "​",
      "style": "IPY_MODEL_b63ea391ab2140008da6ea0915a95754",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "9e5e7a038357402eb130ad851e8942b9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ea3569a01aa445269429ec0e56c4f956",
      "placeholder": "​",
      "style": "IPY_MODEL_f3a13912d9d347b9843fbfca1e32750d",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 100000 </td> </tr>\n<tr> <td> current chunksize </td> <td> 100000 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.10 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "9f5c80f3422a48fa8a1c8967ae6130db": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_78bff5bb9a484a169b5ee3d72fa380ed",
      "placeholder": "​",
      "style": "IPY_MODEL_a9d9a3d5677046bd92b8c732d59d3366",
      "value": " 232632/232632 [00:19&lt;00:00, 38268.53event/s]         "
     }
    },
    "a1202f660c8e4b6599aabae619c2886c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b0d4682b754640ad85427e22985524bc",
       "IPY_MODEL_eb5541758c474818b5d8d21137a5ec93"
      ],
      "layout": "IPY_MODEL_2718735bfcd241069dbedbd8a69b7f16"
     }
    },
    "a1467835ebf14a55bcfffb2d66ae8ce8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a28b1b5d8b704e86a87fff1a2d0c5598": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a4a73b5540aa47e49ad07e26b57b274d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "a52d167a9a624aa5a17cf528d5f46617": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "a77bebf31722471095cd74e8b9f0c9a0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a7d38a01b5654c909426f3603b03cb20": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a8c7eaefb09342fd9a408f5931798fd5": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a9d9a3d5677046bd92b8c732d59d3366": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "aa25b4e475c444dc966fd680bd58c44c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "aad25f84c2ad4bc49198cd0de9194c23": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_21ce5b754068416795917ed4fb6913f5",
       "IPY_MODEL_90a21b632c554ce8b8cb827795bb9751",
       "IPY_MODEL_ca5a6646570e410aa7c1b4ea90ebc265"
      ],
      "layout": "IPY_MODEL_cd59c37292f64648be2a7e9a09d42ff1"
     }
    },
    "ab415502607e4ca4b27500ee6495985f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_809cf0033f304b69b4dbce613759aeee",
      "placeholder": "​",
      "style": "IPY_MODEL_d80f4e6503ed4af594a5515805af3feb",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> accumulating </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 1.0 </td> <td> 0.0 </td> <td> 126.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 3.25 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 3.25 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <th colspan=\"0\"> processing </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest seen </td> <td> 0.8 </td> <td> 0.0 </td> <td> 245.00 MB </td> <td> 6.00 MB </td> </tr>\n<tr> <td> current allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 3.25 GB </td> <td> 2.50 GB </td> </tr>\n<tr> <td> maximum allocation </td> <td> 1.0 </td> <td> 0.0 </td> <td> 3.25 GB </td> <td> 2.50 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "ab675d0cac0d41e8a3d5766b916efab8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ac5d00d99e14420ca229d3f24c68c349": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "af10912d8895448ab37d94f7b175b806": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_044b138077be481e9d1ac4bcae933ba2",
      "placeholder": "​",
      "style": "IPY_MODEL_6e747c498c04488d96823ee32fa760de",
      "value": "Accumulated   100%"
     }
    },
    "af5bbcf4d3ae4b9e812431c03d11bad4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_529b0f5b9a0349f4beeb2c216b821095",
       "IPY_MODEL_6749f14bb92d41c194856f54c2d65888"
      ],
      "layout": "IPY_MODEL_50ffb91ffc4f48d6bc37ad33aabc225e"
     }
    },
    "af8ea6aa12354a5d93b22bb79484f209": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7e4e42cd44544e248536124a9b7f1b8f",
      "placeholder": "​",
      "style": "IPY_MODEL_4c4e1c161d8b4fe0add8919dda54886c",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 1.0 </td> <td> 0.0 </td> <td> 1.00 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "afbd7a3a65a24e0fa74c4887fa43165c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "GridBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "GridBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "GridBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_cfe418b1e9de47c1989153a3cc06800f",
       "IPY_MODEL_af5bbcf4d3ae4b9e812431c03d11bad4"
      ],
      "layout": "IPY_MODEL_3824833baabd4f2081fd4a7a893592e8"
     }
    },
    "b01a5e1be57645b595e58c6ebe06518e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b0846d256455424c863e5b8cabd35c53": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a8c7eaefb09342fd9a408f5931798fd5",
      "placeholder": "​",
      "style": "IPY_MODEL_0a9d53fcff9e424cb7397c34960397b4",
      "value": " 232632/232632 [02:40&lt;00:00, 4533.07event/s]          "
     }
    },
    "b093f78431e84e13b91da51636b4a9fa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b0d4682b754640ad85427e22985524bc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_86f4c8d9fe724f098bd88962a994328f",
       "IPY_MODEL_03b60b8641274daf83371a1dbbf706e9"
      ],
      "layout": "IPY_MODEL_138e4f1d47354e11b639cfa3daf0876f"
     }
    },
    "b1c96426fbcd414ba4f7680052cb7b90": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f56e047afa3e46639e8e90d57af906ec",
      "placeholder": "​",
      "style": "IPY_MODEL_62a2c432f0484b8f9751635d95fc3188",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> application info </th> </tr>\n        <tr> <td> original chunksize </td> <td> 65536 </td> </tr>\n<tr> <td> current chunksize </td> <td> 65536 </td> </tr>\n<tr> <td> size max output </td> <td> 0.06 MB </td> </tr>\n<tr> <td> size max input </td> <td> 0.15 MB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "b4b8b4638a3e4a88badd4dcb255b6f27": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b5d8af2c929a4f77a15718a4feba74fb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "b5facf00950247be84285fbf452d9b0e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b63ea391ab2140008da6ea0915a95754": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b69036c75c654f92894e5fe22dbe93f1": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b6e9479dae7e4abf9c93b83028082a94": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b6eed1135d634ccd94695fc3064010ac": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b7866c11ce7a44119abb46f6b0114677": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b79b872a6b7243609bf2ffa3fbfa3ea7": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b7de60cc2b82475899343ae51778daea": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b8dfa24d30824ce3a6eb637b29b0f69e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b9e681e59d3f4df59f88cd791ee48aef": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b9ea551e1e904c0ab8d8087837568876": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_9b4d12c54b80483fb3d5971b2f7f2dbf",
      "placeholder": "​",
      "style": "IPY_MODEL_5d46c12597474aa5aa73374c195f0f74",
      "value": "Submitted     100%"
     }
    },
    "ba402083939c495894df68a81c721fe0": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_f4cdc3462caf48d9aa92e66e019725eb",
       "IPY_MODEL_3d2485e9cf8644a1b5db3bd6820ba384",
       "IPY_MODEL_fa7f7275eec541a585607208ede8b351"
      ],
      "layout": "IPY_MODEL_b9e681e59d3f4df59f88cd791ee48aef"
     }
    },
    "bb2de305b6394bdab089ce6db7aab633": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bb881f3f267d47709b993fb373eca9be": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a7d38a01b5654c909426f3603b03cb20",
      "placeholder": "​",
      "style": "IPY_MODEL_289fdcc93d1a48969210970e09a55996",
      "value": " 2/2 [00:19&lt;00:00,  9.72s/task]                       "
     }
    },
    "bc3686dd43754d708ec5c82f0d5cbacc": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bd34213e5d2e4e5aa5efa7def352abb6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bdbfa43c1720456fa28ef85ff6935506": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bdcd33a42bec473ea66418ded469d8e1": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bddbf4e8e3924d4da1b6dcb807c075be": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "be5ef2564bdf407fbb0160cf39fd6164": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_48af71ce722a4e79a36b384989ebe833",
       "IPY_MODEL_cb93911904874760bc046532cc635609",
       "IPY_MODEL_9f5c80f3422a48fa8a1c8967ae6130db"
      ],
      "layout": "IPY_MODEL_433abe1ab2504b8baecc27bd1cb9a10d"
     }
    },
    "c09412ca5d214a30b2b60e0de772a4eb": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c1e0697d55d14ef09113a5b59aa0d86c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c39beae6633241dbbd310eb490f2beef": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget002",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c5135056b64d42bb9709806d936d3b79": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c52611775e7748de962cd9b36f70c919": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "c5abddfbe87f45249aa3ad962e7ecd65": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c698809e756e4fc7a1d64857d1fbef79": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_59c7c3a61f064e53b450a12b08bcec64",
       "IPY_MODEL_e617a2b8b4794834b85feaa4298e5fb5",
       "IPY_MODEL_b0846d256455424c863e5b8cabd35c53"
      ],
      "layout": "IPY_MODEL_d4901435e7174306adf2a8fab6e15794"
     }
    },
    "c76a715ae47444b29cc8cec2f88b48f5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "c7a7f7e9d1dd4fab9feb236b0a2fd627": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "c8a5e48a138d4b67a3cb05352c47833b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c96dacb4ce724ecc821c97c454c13413": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ca5a6646570e410aa7c1b4ea90ebc265": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b5facf00950247be84285fbf452d9b0e",
      "placeholder": "​",
      "style": "IPY_MODEL_5ea13d0ab4ce4875969e736eae8c9771",
      "value": " 232632/232632 [02:45&lt;00:00, 4240.21event/s]          "
     }
    },
    "cb93911904874760bc046532cc635609": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1628c05e98c1472ab8621fddc727e9af",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_1ac09fbc43fc499b8392aeab55d08b8c",
      "value": 232632
     }
    },
    "cca099f7e0444acd925543c47e844b6b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ccec2332e9cb4a33997b3b2381a6d906": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "cd59c37292f64648be2a7e9a09d42ff1": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ce5dacd72a7e42f9bc35398ec81b6181": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ced9d5663f9e42558e11798c64702c58": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b79b872a6b7243609bf2ffa3fbfa3ea7",
      "placeholder": "​",
      "style": "IPY_MODEL_091dc496d5544d49a60f55e8f8b4bc66",
      "value": "Accumulated   100%"
     }
    },
    "cfb69cffee1849689f36db8647786297": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "cfe418b1e9de47c1989153a3cc06800f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_945b01077cd14fdfbbfe80ccd99b67bc",
       "IPY_MODEL_4af967688a3b43f69cbcbe94bcdeebd8"
      ],
      "layout": "IPY_MODEL_ed5c99d974e943f3b160b2f9926e82b0"
     }
    },
    "cff8d27a0ae34989a2b358bc32f7b9e1": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "d1d80de243354951b2a955e79fe5b938": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_2460dea13f6b40969f3e75a381ceed14",
      "placeholder": "​",
      "style": "IPY_MODEL_3e933406bb7946d6a48630abe4e17bda",
      "value": "Processing    100%"
     }
    },
    "d38df8ba51f64af5b5893536a9f30c94": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b1c96426fbcd414ba4f7680052cb7b90",
       "IPY_MODEL_48efba65cbec41a8984f9103c3c3abb3"
      ],
      "layout": "IPY_MODEL_bdcd33a42bec473ea66418ded469d8e1"
     }
    },
    "d3c20c36156a4c2cb58924688886348d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "d4901435e7174306adf2a8fab6e15794": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "d5dac59668eb43ffa67c36ba1f28021e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_9b6cf10ddd1d43bb80b75d2e6da214dc",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_c76a715ae47444b29cc8cec2f88b48f5",
      "value": 232632
     }
    },
    "d80f4e6503ed4af594a5515805af3feb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "d826d3cca5d94bdb8e79e4e9ab98309d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_472badb4737648e8ada0fe0c55592084",
      "placeholder": "​",
      "style": "IPY_MODEL_8364aac391c342b6b8a11071ec78a3bb",
      "value": "Submitted     100%"
     }
    },
    "d83be9b8096f415f8df5e116fd8276dd": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5a164c77b831433588fffc0bb5e92d88",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_63a0e6ba44434239b7bf6610fab0b99a",
      "value": 232632
     }
    },
    "d9d034ce72144cfeb93f85f80f0320d5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "da3f42ee89a84fc49e362d1b1ae56720": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "da55fe99bf4e459c9bb8214183d6eb7a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "daa81ec496bc4aa9a5c1014893e5bdc8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_6c71d32fa8f043a988a670e7d04195e5",
       "IPY_MODEL_d83be9b8096f415f8df5e116fd8276dd",
       "IPY_MODEL_538654f41fc04449ac52c3c97f752070"
      ],
      "layout": "IPY_MODEL_0ee932aa3c2640a49cb5e993f2157980"
     }
    },
    "dc908160b3924ef1a3c39f407da662bf": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_83861cf79df54958aa98c6ca221d44af",
      "placeholder": "​",
      "style": "IPY_MODEL_90ddafc1b0284185ae04772c7cad2321",
      "value": " 232632/232632 [00:14&lt;00:00, 38233.92event/s]         "
     }
    },
    "de1c7243e17744ec9d88a8d4ab44e5e5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "def21c84003d4cf2804aa62b4920a827": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e2361d9976da479e9a30aab1033f3738": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f471c118cf2a4c6c836519213c31f2e0",
      "placeholder": "​",
      "style": "IPY_MODEL_b4b8b4638a3e4a88badd4dcb255b6f27",
      "value": " 2/2 [01:53&lt;00:00, 56.50s/task]                       "
     }
    },
    "e2623afb39e740daa2789e73fea3c02b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_2e0dd07e862546da828ba5623a1056a3",
      "placeholder": "​",
      "style": "IPY_MODEL_48aa2ee178d94e5082516e55ded8955a",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 4.0 </td> <td> 0.0 </td> <td> 12.99 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "e3583bb44b5544c49062bcd6acbbe777": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e374905416924c1d9949be223c997739": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e3f9ed0409ba481889078e925f40ed12": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_85c5a61e55434f0bb1b3ba8efcbdff07",
      "max": 1,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_a52d167a9a624aa5a17cf528d5f46617",
      "value": 1
     }
    },
    "e50dfeec08ba44959dc97e56bb8f616c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e617a2b8b4794834b85feaa4298e5fb5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_232b305f142d4820891f5c99375ed72f",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_da3f42ee89a84fc49e362d1b1ae56720",
      "value": 232632
     }
    },
    "e65defc96fb24271a331841e36cd940e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_af10912d8895448ab37d94f7b175b806",
       "IPY_MODEL_ee0829a1219d4635977c6df30c6b4f37",
       "IPY_MODEL_8a2dd1148c04414e949b270fee01e6d3"
      ],
      "layout": "IPY_MODEL_fa56fa507040452ba1a28c0d1436c1a9"
     }
    },
    "e6808fa5191e440eab6c00268273c7ac": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e73259f25b4540839c82f8a9fcb2b9ee": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e8fa76b8f35241a2a52ccc2f8138e40d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e97ea270cb66460bbc8aa89490b2d79f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_af8ea6aa12354a5d93b22bb79484f209",
       "IPY_MODEL_1b7ad00934ad4e7f86b9b9167fec4101"
      ],
      "layout": "IPY_MODEL_94af542b9e4f495093bb1c9859b73a53"
     }
    },
    "ea3569a01aa445269429ec0e56c4f956": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "eaa04fc7bd4d44148f74e24e2e743aab": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "eaab1904e4714c3183b47de40e18b4a3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_5e9d4f06081f40df808f147a45219271",
       "IPY_MODEL_2b9858a88c264fd6bb373fa0bd7609e9",
       "IPY_MODEL_69b14b719ad8421a82fff1dcf0ad26fd"
      ],
      "layout": "IPY_MODEL_2b75236120d746859d6f7c511fb86559"
     }
    },
    "eb37a9d3c012439cbb812f047e95a94d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "eb5541758c474818b5d8d21137a5ec93": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_e2623afb39e740daa2789e73fea3c02b",
       "IPY_MODEL_ab415502607e4ca4b27500ee6495985f"
      ],
      "layout": "IPY_MODEL_37e00f5239404860979204e08675de28"
     }
    },
    "ed5c99d974e943f3b160b2f9926e82b0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": "widget001",
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "edbddb3ab463401a8ddf5b5a79ee0786": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_e73259f25b4540839c82f8a9fcb2b9ee",
      "placeholder": "​",
      "style": "IPY_MODEL_ac5d00d99e14420ca229d3f24c68c349",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        <tr> <th colspan=\"2\"> queue stats </th> </tr>\n        <tr> <td> port </td> <td> 9123 </td> </tr>\n<tr> <td> tasks done </td> <td> 30 </td> </tr>\n<tr> <td> tasks waiting </td> <td> 0 </td> </tr>\n<tr> <td> tasks running </td> <td> 0 </td> </tr>\n<tr> <td> tasks exhausted attempts </td> <td> 0 </td> </tr>\n<tr> <td> workers connected </td> <td> 1 </td> </tr>\n<tr> <td> workers busy </td> <td> 0 </td> </tr>\n<tr> <td> sent </td> <td> 5.71 MB </td> </tr>\n<tr> <td> received </td> <td> 0.59 MB </td> </tr>\n<tr> <td> total send time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total receive time </td> <td> 0:00:01 </td> </tr>\n<tr> <td> total good task time </td> <td> 0:10:07 </td> </tr>\n<tr> <td> total task time </td> <td> 0:10:07 </td> </tr>\n<tr> <td> runtime </td> <td> 0:02:42 </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "ee0829a1219d4635977c6df30c6b4f37": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_cff8d27a0ae34989a2b358bc32f7b9e1",
      "max": 1,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_37c191f7ae494578b63323de49f4a826",
      "value": 1
     }
    },
    "ee1be5d196e3465e980aca04a7bce95e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ee582a70086847c680b2c0917df2f125": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "efb0fae80d124e4d917e620980bb4ddd": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": "20px",
      "grid_row": null,
      "grid_template_areas": "\"widget001 widget001 widget001 widget002 widget002 widget002 widget002 widget002\"",
      "grid_template_columns": "repeat(8, 1fr)",
      "grid_template_rows": "repeat(1, 1fr)",
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f3a13912d9d347b9843fbfca1e32750d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f471c118cf2a4c6c836519213c31f2e0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f4cdc3462caf48d9aa92e66e019725eb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c5135056b64d42bb9709806d936d3b79",
      "placeholder": "​",
      "style": "IPY_MODEL_26b69d91e0a445c290b708aac9aee4de",
      "value": "Processing    100%"
     }
    },
    "f56e047afa3e46639e8e90d57af906ec": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f5eeeb952769435781ef740ab56f6f7d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "f827d5aaa42b43819c8b8840450a1d9f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bdbfa43c1720456fa28ef85ff6935506",
      "max": 1,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_365038b4126847de95fa603c8a0d4567",
      "value": 1
     }
    },
    "f8807f1f304f4e519c8618308e4714fa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_2228c49d7ba043718995d3a17965c56b",
       "IPY_MODEL_24b9d0823e624546b90b0c5e432a6348",
       "IPY_MODEL_84253d626d8a481da1f0469525d1ba84"
      ],
      "layout": "IPY_MODEL_7322f89f101949908afa19a2499c7524"
     }
    },
    "f9f2707b0da441fd804ecfdf47f9c5b9": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fa56fa507040452ba1a28c0d1436c1a9": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fa7f7275eec541a585607208ede8b351": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c96dacb4ce724ecc821c97c454c13413",
      "placeholder": "​",
      "style": "IPY_MODEL_ee582a70086847c680b2c0917df2f125",
      "value": " 232632/232632 [02:40&lt;00:00, 845.88event/s]           "
     }
    },
    "fac93a2581474a97827e9d1b6b05d5e2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1b8e105538034655aac479e24e9d2f10",
      "placeholder": "​",
      "style": "IPY_MODEL_ccec2332e9cb4a33997b3b2381a6d906",
      "value": "\n        <head>\n        \n        <style>\n          table {\n            border: 1px solid white;\n            border-collapse: collapse;\n            width: 100%;\n          }\n          th {\n            background-color: #96D4D4;\n            text-align: right;\n          }\n          td {\n            background-color: #f6f8ff;\n            padding-right: 15px;\n            text-align: right;\n          }\n          td.over {\n            text-align: right;\n            background-color: #ffcccc;\n          }\n        </style>\n    \n        </head>\n        <body>\n        <table>\n        \n        <tr> <th colspan=\"0\"> application resources </th> <th colspan=\"0\"> cores </th> <th colspan=\"0\"> gpus </th> <th colspan=\"0\"> memory </th> <th colspan=\"0\"> disk </th> </tr>\n<tr> <td> largest worker </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n<tr> <td> allocated </td> <td> 0.0 </td> <td> 0.0 </td> <td> 0.00 MB </td> <td> 0.00 MB </td> </tr>\n<tr> <td> total </td> <td> 1.0 </td> <td> 0.0 </td> <td> 2.00 GB </td> <td> 10.00 GB </td> </tr>\n        </table>\n        </body>\n    "
     }
    },
    "fbdb88066359495880e97f3e37ef3fbd": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fd3413043ec0496a884c9dc7b19e1a40": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fda25d9e58e2457eb9f9775e00724749": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_3984e4a2e7414f5397b3876e32e57901",
      "max": 232632,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_567766aed8e64d4ab777806ee7bb6876",
      "value": 232632
     }
    },
    "febbc93d70b042a087c639177978b753": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_40455fada28f48c8bd3c0daca2b117dd",
       "IPY_MODEL_2e88dc24acea4acaa4fb859ccbdcd63b",
       "IPY_MODEL_05d3a67a81444a99838f6315c6a4c899"
      ],
      "layout": "IPY_MODEL_e50dfeec08ba44959dc97e56bb8f616c"
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}