{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NOTEBOOK_HEADER-->\n",
    "*This notebook contains material from [PyRosetta](https://RosettaCommons.github.io/PyRosetta.notebooks);\n",
    "content is available [on Github](https://github.com/RosettaCommons/PyRosetta.notebooks.git).*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Example of Using PyRosetta with GNU Parallel](http://nbviewer.jupyter.org/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.03-GNU-Parallel-Via-Slurm.ipynb) | [Contents](toc.ipynb) | [Index](index.ipynb) | [Part I: Parallelized Global Ligand Docking with `pyrosetta.distributed`](http://nbviewer.jupyter.org/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.05-Ligand-Docking-dask.ipynb) ><p><a href=\"https://colab.research.google.com/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.04-dask.delayed-Via-Slurm.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open in Google Colaboratory\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examples Using the `dask` Module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can make use of the `dask` library to parallelize code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* This Jupyter notebook uses parallelization and is **not** meant to be executed within a Google Colab environment."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* This Jupyter notebook requires the PyRosetta distributed layer which is obtained by building PyRosetta with the `--serialization` flag or installing PyRosetta from the RosettaCommons conda channel \n",
    "\n",
    "**Please see Chapter 16.00 for setup instructions**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dask\n",
    "import dask.array as da\n",
    "import graphviz\n",
    "import logging\n",
    "logging.basicConfig(level=logging.INFO)\n",
    "import numpy as np\n",
    "import os\n",
    "import pyrosetta\n",
    "import pyrosetta.distributed\n",
    "import pyrosetta.distributed.dask\n",
    "import pyrosetta.distributed.io as io\n",
    "import random\n",
    "import sys\n",
    "\n",
    "from dask.distributed import Client, LocalCluster, progress\n",
    "from dask_jobqueue import SLURMCluster\n",
    "from IPython.display import Image\n",
    "\n",
    "if 'google.colab' in sys.modules:\n",
    "    print(\"This Jupyter notebook uses parallelization and is therefore not set up for the Google Colab environment.\")\n",
    "    sys.exit(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize PyRosetta within this Jupyter notebook using custom command line PyRosetta flags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pyrosetta.distributed:maybe_init performing pyrosetta initialization: {'extra_options': '-out:level 100 -ignore_unrecognized_res 1 -ignore_waters 0 -detect_disulf 0', 'silent': True}\n",
      "INFO:pyrosetta.rosetta:Found rosetta database at: /home/klimaj/anaconda3/envs/PyRosetta.notebooks/lib/python3.7/site-packages/pyrosetta/database; using it....\n",
      "INFO:pyrosetta.rosetta:PyRosetta-4 2020 [Rosetta PyRosetta4.conda.linux.CentOS.python37.Release 2020.02+release.22ef835b4a2647af94fcd6421a85720f07eddf12 2020-01-05T17:31:56] retrieved from: http://www.pyrosetta.org\n",
      "(C) Copyright Rosetta Commons Member Institutions. Created in JHU by Sergey Lyskov and PyRosetta Team.\n"
     ]
    }
   ],
   "source": [
    "flags = \"\"\"-out:level 100\n",
    "-ignore_unrecognized_res   1\n",
    "     -ignore_waters 0 \n",
    "  -detect_disulf  0 # Do not automatically detect disulfides\n",
    "\"\"\" # These can be unformatted for user convenience, but no spaces in file paths!\n",
    "pyrosetta.distributed.init(flags)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are running this example on a high-performance computing (HPC) cluster with SLURM scheduling, use the `SLURMCluster` class described below. For more information, visit https://jobqueue.dask.org/en/latest/generated/dask_jobqueue.SLURMCluster.html. **Note**: If you are running this example on a HPC cluster with a job scheduler other than SLURM, `dask_jobqueue` also works with other job schedulers: http://jobqueue.dask.org/en/latest/api.html\n",
    "\n",
    "The `SLURMCluster` class in the `dask_jobqueue` module is very useful! In this case, we are requesting four workers using `cluster.scale(4)`, and specifying each worker to have:\n",
    "- one thread per worker with `cores=1`\n",
    "- one process per worker with `processes=1`\n",
    "- one CPU per task per worker with `job_cpu=1`\n",
    "- a total of 4GB memory per worker with `memory=\"4GB\"`\n",
    "- itself run on the \"short\" queue/partition on the SLURM scheduler with `queue=\"short\"`\n",
    "- a maximum job walltime of 3 hours using `walltime=\"03:00:00\"`\n",
    "- output dask files directed to `local_directory`\n",
    "- output SLURM log files directed to file path and file name (and any other SLURM commands) with the `job_extra` option\n",
    "- pre-initialization with the same custom command line PyRosetta flags used in this Jupyter notebook, using the `extra=pyrosetta.distributed.dask.worker_extra(init_flags=flags)` option\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    scratch_dir = os.path.join(\"/net/scratch\", os.environ[\"USER\"])\n",
    "    cluster = SLURMCluster(\n",
    "        cores=1,\n",
    "        processes=1,\n",
    "        job_cpu=1,\n",
    "        memory=\"4GB\",\n",
    "        queue=\"short\",\n",
    "        walltime=\"02:59:00\",\n",
    "        local_directory=scratch_dir,\n",
    "        job_extra=[\"-o {}\".format(os.path.join(scratch_dir, \"slurm-%j.out\"))],\n",
    "        extra=pyrosetta.distributed.dask.worker_extra(init_flags=flags)\n",
    "    )\n",
    "    cluster.scale(4)\n",
    "    client = Client(cluster)\n",
    "else:\n",
    "    cluster = None\n",
    "    client = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: The actual sbatch script submitted to the Slurm scheduler under the hood was:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#!/usr/bin/env bash\n",
      "\n",
      "#SBATCH -J dask-worker\n",
      "#SBATCH -p short\n",
      "#SBATCH -n 1\n",
      "#SBATCH --cpus-per-task=1\n",
      "#SBATCH --mem=4G\n",
      "#SBATCH -t 02:59:00\n",
      "#SBATCH -o /net/scratch/klimaj/slurm-%j.out\n",
      "\n",
      "JOB_ID=${SLURM_JOB_ID%;*}\n",
      "\n",
      "/home/klimaj/anaconda3/envs/PyRosetta.notebooks/bin/python -m distributed.cli.dask_worker tcp://172.16.131.107:19949 --nthreads 1 --memory-limit 4.00GB --name name --nanny --death-timeout 60 --local-directory /net/scratch/klimaj --preload pyrosetta.distributed.dask.worker ' -out:level 100 -ignore_unrecognized_res 1 -ignore_waters 0 -detect_disulf 0'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    print(cluster.job_script())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Otherwise, if you are running this example locally on your laptop, you can still spawn workers and take advantage of the `dask` module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cluster = LocalCluster(n_workers=1, threads_per_worker=1)\n",
    "# client = Client(cluster)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open the `dask` dashboard, which shows diagnostic information about the current state of your cluster and helps track progress, identify performance issues, and debug failures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>tcp://172.16.131.107:19949</li>\n",
       "  <li><b>Dashboard: </b><a href='http://172.16.131.107:8787/status' target='_blank'>http://172.16.131.107:8787/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>4</li>\n",
       "  <li><b>Cores: </b>4</li>\n",
       "  <li><b>Memory: </b>16.00 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'tcp://172.16.131.107:19949' processes=4 threads=4, memory=16.00 GB>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Consider the following example that runs within this Jupyter notebook kernel just fine but could be parallelized:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def inc(x):\n",
    "    return x + 1\n",
    "\n",
    "def double(x):\n",
    "    return x + 2\n",
    "\n",
    "def add(x, y):\n",
    "    return x + y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "120\n"
     ]
    }
   ],
   "source": [
    "output = []\n",
    "for x in range(10):\n",
    "    a = inc(x)\n",
    "    b = double(x)\n",
    "    c = add(a, b)\n",
    "    output.append(c)\n",
    "\n",
    "total = sum(output)\n",
    "print(total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With a slight modification, we can parallelize it on the HPC cluster using the `dask` module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Delayed('sum-829ef956-75b9-40dd-8d06-a720d323f1c4')\n"
     ]
    }
   ],
   "source": [
    "output = []\n",
    "for x in range(10):\n",
    "    a = dask.delayed(inc)(x)\n",
    "    b = dask.delayed(double)(x)\n",
    "    c = dask.delayed(add)(a, b)\n",
    "    output.append(c)\n",
    "\n",
    "delayed = dask.delayed(sum)(output)\n",
    "print(delayed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We used the `dask.delayed` function to wrap the function calls that we want to turn into tasks. None of the `inc`, `double`, `add`, or `sum` calls have happened yet. Instead, the object total is a `Delayed` object that contains a task graph of the entire computation to be executed.\n",
    "\n",
    "Let's visualize the task graph to see clear opportunities for parallel execution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    delayed.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now compute this lazy result to execute the graph in parallel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "120\n"
     ]
    }
   ],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    total = delayed.compute()\n",
    "    print(total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use `dask.delayed` as a python function decorator for identical performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "120\n"
     ]
    }
   ],
   "source": [
    "@dask.delayed\n",
    "def inc(x):\n",
    "    return x + 1\n",
    "\n",
    "@dask.delayed\n",
    "def double(x):\n",
    "    return x + 2\n",
    "\n",
    "@dask.delayed\n",
    "def add(x, y):\n",
    "    return x + y\n",
    "\n",
    "output = []\n",
    "for x in range(10):\n",
    "    a = inc(x)\n",
    "    b = double(x)\n",
    "    c = add(a, b)\n",
    "    output.append(c)\n",
    "\n",
    "total = dask.delayed(sum)(output).compute()\n",
    "print(total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use the `dask.array` library, which implements a subset of the NumPy ndarray interface using blocked algorithms, cutting up the large array into many parallelizable small arrays.\n",
    "\n",
    "See `dask.array` documentation: http://docs.dask.org/en/latest/array.html, along with that of `dask.bag`, `dask.dataframe`, `dask.delayed`, `Futures`, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    x = da.random.random((10000, 10000, 10), chunks=(1000, 1000, 5))\n",
    "    y = da.random.random((10000, 10000, 10), chunks=(1000, 1000, 5))\n",
    "    z = (da.arcsin(x) + da.arccos(y)).sum(axis=(1, 2))\n",
    "    z.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dask dashboard allows visualizing parallel computation, including progress bars for tasks. Here is a snapshot of the dask dashboard while executing the previous cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EEEAAAQQQQAABBBBAAAEEEPiZFqh6eXZgICGx2M+0TZWZY2G3MBw2+W1wwSW/QOG9n6w609Ul8k//aVxeeeXjXRQdH5+W/v7+wmx8gwACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAnQvwt5XrvABJPgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIINIYAi7uNUc7kEgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE6lyAxd06L0CSjwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACjSHA4m5jlDO5RAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBOhdgcbfOC5DkI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAYwiwuNsY5UwuEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgzgWCdZ5+ko8AAggggAAC90kgmUxWFHJcfLIjOSc7ZK7oeVPSLCsScI6xOCyaeMwnlz5olYOPRpz/QuGE2Be7tozK4KYp59jIcpPcGukvGnYwEM/6PpWF0vmwI3zumfpBU+V+Ku917WSf59w5CUlAE3BM7hUNwzyios/bFYoylYmiYRT6clXDtWCtbGyzfJUqV28yLOoHk5POuaX+mZWwc4hTpoUy4wTujaFUqJ7vNTEVn7lWLs0Sk2PJ4uWwrHXSvGwrlofm5lTd9KSs7Lel7NcHlMlxbzIiA7K0/pCcPdPllIOek6pWmfBzgln/0XPo/KzWqyrr5U6Zl3ByZn34nj0xra/L0uTsWVcWnnS0dWp7rzIdVpmqqFFOmhKavsPJcU+K87+d0bJw2rZ+neXlyUO4pcr65AljbiqYHX7+5Hj2Zk7uTS5Lv0Q83+V/67Zv8y7kFgwYaibs/CFl9iaT6V5X4nFfhXnIhNOfXNI8lG4bs9on25ZVpzzJbW3fQH1aS05WOa/tK/elnPHTwnLLIjsfmYyEmisrh+Lpy4S7OF9eu/fWDzv7YBljyIr2vTHvvMDt7TPRS/tG2rsnk4kq6pq1+YeSE55Q8r+18dzGW2sGXoe8R1fQVnLPjy5X3l4sD6XGQYvH8hCzuUNuW/eURXOLZdCzIzeBxT5nmr2srpRXp3KD26lzzZ1lzDWdMT03H7mB2edq8+KcWrnD1uS8bNOxsNSWt63nnBQKb6AsvGE5Tt4d5b23vGwtIy8WWlnzkwrLwnv4/GzAqbflpdw9yieHyuijCqbfU/xBG2K8CXKjqPC12nFkSYIl27gl165PbPO2cW+cwaaN16kUgwfHibH4P4s679uRnNXryNniB+q3pfragL/KPHiSvDhfYX1a69ueTo5oSXgCKpCbTB6y51Xesnhg33LldcoT9dJCBX3sWvqt//cnEyWvX73ZWje/8qShKaQfNtIuPGFZnF4fbxpy3zunecabcsc/55pZ01toDA+Fqpi3e/IQWaygTDyZsuvA3hLzdatT3nss6dM98W9ozPCUYyxa+TwklR6f7EtOp5NW6E2hvHjLv6XtpzlvzyAGRNtHifsKlq9CefDmWRW1Unv3lPnec05kqbo6ZTFZGsvNy7prWk8aWtqqaBc6L3W32Gp1efDee3PDasRXFncbsdTJMwIIIIAAAnkEQuEmae1skZ4tm/J8m39XbDUuq8PjEohHpCkckGAwtWib/+jM3oDfL0uhLtk9sENau1qkfVNSosupm/PBUFBCLbqwE2yRQJNOFJ2LB30tc2vvbhKfT28QPLhZLwAzk8ZipyfiCZkem9X0B6W9p106utuKHZ71XTwWl5mxObF0dw92yaamHukcvyf+uC5ReS6Csk7K+RAIBCXY3C+7e3c436yuzquBLjQGD+YcWfpjZ5+Wgc+n/6/n21qlvg/4g9LZ2SE7B7fLQqClaCBLyzFZvHVdepJ6eR/wSVNzc9Hj3S9tfh8MNklX3y7ZrWXrbqE2TYtfbzlp/qxMK9m6+oIyMRZ26uXuI1sqOVX8y7pgNXxdF9hjEtI7boFAauG2WCBBtfIHw7J5cJds8qcWF+14y0OoeU7ro1/zoekIlg7Ljad9U5MsLzdLh9ar3UcG3N1lvYZnWiQ4MSy+hF9CIb3Zou2mnC2g5dC+aafsbsl+GCLcGtWyuCuB8C7NQzkhZY7p7LdyDEl7d0h6t3VK26b2zJcl3jVNhSU0OSLJeFyCVqfCpSO3sghoufUP7JLWQKYOtvdMaRpGNC1NEmzVBwq0zZa7dfZpf+ALSVtXWMtic7mnOcclEklZGhmWNn9cmlozdaNUIEEts0RTq+weTLVtOz7cHJOW9kVrmtLUonkLZvJXKjz3+w7Ni1MeWr96Y10VlUd4ulmCU1oeWp1CzUFNR+l+slD7bmpNaN+3IEHt/32hrdrnlA7LzUNQFyFbO8KytKR52LapojzEh5fEvzKnbSJUVn2yOJs0n03a13b375bdTan6290bkc7eFa0XSS3XDi2L1E1vN43lvHb2aj91r1nrpZZzpfVqeFYCK1oXqshHqq/tdJLo1im7T1JtncqX1/aeVD1r60q1+9bu0u3ebrxFbwxr36vlo31lU6i8eYG1eZ/2v4MDO6UrkHpYqL13Tjo23RLRPiDU2ldRe/fmx8bFsVEroxbZ+bDW0zI2a/MrN4YkmFyQgOahqam8fLRrHWtu3yq7uzJt3qILNOmYFFjV8rF8VDYW2vkdvQENQ+dL3SIPHNqi85vS44HNT1ZuXpVmfYijkjx0aB5CrVtk96ZMHlrbo9p36jzNaSs6R9KyqmbrtHxo/q0snHzo+FbOlrg9LYHoUkVtxeZWTc0D6bmVG08wrLe/gyvS3KbjR3Cbu7vs186+Jlla1PGwp63scd1/T+dUC3pDW8cgmy+X0++m+yxnXpVq65bIcHpOEhB/uLI5iTeT7hyrrauyvmv11rT4Vxd1XtVcdvt247X5SUePzk+atR3pxGZxAABAAElEQVTo5rQLf/XtwuYm4gvrnCcgAzv6dR5eXr1cuX674j7KSa/NrzzpDwbj2la0XejcIBjW8SP4gJOvSv/p0D6qacQdR8qf7y7em5LYYliabW5VQV8b0rbRO7Bbp1CtTlIDwYTmw8aihLYZy0flfZTVp4W5sPZV5beLhZkFWZ6blJBfr3tC4bLahWub29e2ap8SapnQcthU8XzEDbNNL4F9frvuCOn1cLuE2zPtzj0m32tgXOdBM+qn41+oKVzWNYeFY31t7nhh7bu1Y1ItdL7pXA+XV6fddHX0+pxy7dTxe8u+QUnES8+TV5b1+mBSyyHSpNdMOr+uYC5n8ab7qrX5VXvnirR168K0zUla1bDM+wNuHnJfewabZGWlsrq1urIqq7evSCgZLfs60OK1ehVu0/GvOzP+hdv1OqxZ52tVXAdamFYmfm1rVibb9m/WBxrLm08k7+hYtaz9bQVzRO89FovbtqZQXOtZROuUznVbtG1XOX5bd9HaEZLIUliv9/U+zpGeVARl/Bu9MaLd5FTq3kIZ14EWpF1DRUMdzv0iNwqrW506d/dpHW1q0TlpFXmxMXx5ubL6lIyuSuLWVR03dLzSa6fy73kFZK65V3b3ZepTMKyPMwaXtL/SelDFHMQsWvSSJdTcpNeTzTru6T2zZp0clrHZHH363qwsLrfpPSudo+vYUe7m3K8KZ/LS3pUqi2SV11Dp+hQJa5lqOR9JzQtKpSeqbXt+csE5LNQS0uuE8u/b5Qu7Xe9pBHSOb5b1uvmi0ahnrb38bHzlK6vy2mupiUD5Z3EkAggggMDPmkCXruH8yZ/E5JVXqhpOasYxPj4u/f3ZCxk1C7zGAX3caQ2FQqLjf95czU7MyWv/8j/J0lzpX3K5AcxNzcsj534g+wKpSZa7v9jrUmuXvHvks7KqF8C2PfTIBdm6847z3iZWu4/s0Ml/6obfxMSERCLlp8cfaJePTn1ePnxzxAmv3H+W5iMyPTqjF13l31Rxw16cXZLlxRXp3ZpaGO+buiPHLvzQ/brk62x7j7ynHnG9oLRt+4Et8iv/aEx/cjvkfK7kn+hKQr75v0zIZ//4G9KqiwYrTc1ybccReffo52RB4ylnmxgakyfOflf29ZR309UN89zBZ2W0f6f7Mf368peuytFnK7s5YScvRxLy2u8tyeTEPv1U/oJaOuLbw/L0pTeko7m8fMR0Yefk4ZfzOj3+6bNy/OWWiif+c1Mx+drvr8rCwl5NVnkX8+n065vk2bPy4tj7egFX/qLTpb3H5daWA95gnPf2AMKv/5NB6et9Z9135ey49P6yfPvPWnRRcHs5h2cd43/vlDwx/L7egG3TmxSlLyTj/oC8r2Ux07m+Xz/w8BX51BeiukhX3k03b0Jefy0mH5609Fden5r1t92Pn/6utC6W/lWJG2c01OK0vUhz9qJYe+ecvPwLl2TP0coWmd1w7fXcO0vy/b9sq6o85PRpeWn6nPNQijfMYu8/OPRpGffcnLBj/frXEp584awce6FTwnqBXek2PR6Tv/j9Nm3rlT34EIvGZOs7r8tRn90ALV2f3HSdfugFmejJXszpGxiXl39xSLbuq64sUv1URCbH9zgLN25c5bzGdPFtx4//Th4KzDk3qso5x47JVxZOnfqS1qkKF5hLxXn9wrL8pz+qrN3HFxbl4be/KQ+06K8qytxiOv69d/gzMtfRm3XGth3D8plfmZaezeXduMo6ee2DjYuv/d6ijN/TflgXgsrdojOzcuzkt2Sr/cK+zG2s9wE58+Bz644OhZbl+VfPy0NP9qXnN+sOKrHjr/9wUYau6BjrK3/hJTY+KY+//20Z0AWDcrfJ7s1O/5t7fPemaXn5y9dlx6HK2mtuON/494ty/VKF+dCHCXe/+bdyIDBf1hhicc7q+HFKx5GEjiferSkUlWc/d0YOP9NXUR/ohrE4m5Cv/d6yzM7ZuF564cQ9r/et78sj0Tt6Uzc7Pe73+V7ztXU77onnzshjL7VWPCfxxlHtHMv6373vfFsO+Iv/pR5vXO77C/uelDubbU6X2qxdvPgLH8mh4z1aruXN1dxz3df331iUH31T5wr+7L7D/T7fa2JR+6i3vinb9GGrSsaQ3PRb2K3tS/LCF87J/mObq27bq9pH/cd/tySjd2wcKb+PWtUFh8ilG/LFhbMSiue/tsuXf5tfWTv3bk4+Xv1Q8zFYVVkszsXltd+PysyM5qGCdjFydVR+bvasbIlMeJNT8n2+vvbw8Wvy3Bf1AYgq5iNuhLcuR+Xrf6i/2vXvcneV9Xrg7W/J4PyoNNuDh2Vuds1k106522NPvyd7j8Sruia1sL71/83LpTO6mOTPnnvmxuP9PHVvRvrnxuTle6e8u8t+nzu/2tQ3LV/6rTvSPZB54LfswHIOrLbPXRm+K5++9APpLr9IJF+9suRUex3oZqWaMrE5Yv87b8hjidGyx73ceyxu/O0dC/KZL1+W3YfXX1e5x5TzavP2r/1eQiLLNv6Vv8WWInLoxDdlV7M+SFDmvH1Zr51O6v2LZb2W8m5Wtz775StVtw+rT3/xeysy54zh5Y/Hibt35cmzfy+b7MGwMrd5fWLk1NHPSiyQue4MNsXkmc+clSOf6qro+j43ytFbUfmrP9AF8Nju3K+Kfl6JRCU6OiZfmHxfmpfLv3+XLy8bLYtq65P1V/MT8/rAZnUPVHmB7P7Il//xz8uWPYPe3QXff9z3cvMljMXdfCrsQwABBBAoW4DF3bKp0gd+3BOCYou76UTyBgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQaHCBj/tebj7+6h6NyxcS+xBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE7psAi7v3jZaAEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdoJsLhbO0tCQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBO6bAIu7942WgBFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHaCbC4WztLQkIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTumwCLu/eNloARQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB2gmwuFs7S0JCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE7psAi7v3jZaAEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdoJsLhbO0tCQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBO6bAIu7942WgBFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHaCbC4WztLQkIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTumwCLu/eNloARQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB2gmwuFs7S0JCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE7psAi7v3jZaAEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdoJsLhbO0tCQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBO6bAIu7942WgBFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHaCbC4WztLQkIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTumwCLu/eNloARQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB2gmwuFs7S0JCAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE7psAi7v3jZaAEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdoJsLhbO0tCQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBO6bAIu7942WgBFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHaCbC4WztLQkIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTum0DwvoVMwAgggAACCCBQNwKTd6flh197W5KJRMk037s5LoM7+wset/vU9yW8NF/w+3BrWA4c3+t8n/zylyW5a5dIMiL+lb+WpL7mbrFYTEZHRyVRIm0j16Ly4ZsLEgwGpKO9Yy2YJkkGD4v4mtLBxmNxCb3zluxPTKX3lXqzGmqWoeMvSzyYCmf3gSvy6PPtEtC4Kt2mx1blB18PSyLZV/LUleu35ND1UxIOlY5n5OGnZK53c1aYu/ZflWMvtFWVTjegmfGoprdZ4onS6Y1cuymHb56WpqDPPb3oa8Lnl5vHnpeV9q70cYcf+0gOPdmb/uz7t6+L/7WTkty2SeTRnSLhoCQHuyT5D59MH+O+mbjrkx98o1d8yfKeX4x/dFkOjZ6XQKD08XMD22Xk0ONuVOnX578YkYFtheu7HRj4n/5a5N3rkvz8Eee85BePab3vkz/7V+P65QEJhTP1Mx1wnjfD734kr157XaKbt0kyULpOTG/bI/f2puK04PzJs3L85YTsOLg1T+iFd03di8obWge2fXhVjrz+NVno7JGFvi1y6YVflMWuTFl5Q1iNxuX6+WE5eEzLrMxt18ERGbo0qEeXztvc5IL4tJp19LSXDP3u9XuyZY+Fm9p6bl6SJ/7m/5aJHQfl3v6jMqxtx91uXxsTqw5bdw84uwKxVdmlfVpTdNk9pOCr9Q/RX+6XvU91Sc/m7oLHFfrC+oY3/jqc1dbaZidl+5kT4pNkodPS+6cOHJQdv5qUXQ+vLxPfnWmRE1fythsL4MJ7onGHtC5n0t02NyXbP3izrLgjO3pk93+3Wfq2dYn/R5dEztxKp6vYm+TeAUl+4ZF1h/iTE5L0NWuuS5fvupM9OxbnVuV7X0tKNLbds7f4WxsP27vbJNwSKnrg/PSCjpkinb3tsv+tb8nmyx/IakubnP/cr8l8T6a+WSA3Lo7IkbGPJHDwgMwOPlAw3PDinOx8/4faVlNjcSKRlKl7s9K3JVMu7slL2vZuPfJp92P2a/KqvPALMenf1pO9v4xP02fH5M7/+pGOy8Xz7wY137dV7jz0hPtRmlsW5MUvTkp7T4v4NN/y+nmRLx9P9eHpo/K/+d5Xr0rX91akWR3K2SZ3HJDxXQ+mD20KReSZzw7LwI7MmOJ+6T95Q/z//Z9K8vguSfzzL0my350nuEeIxKaW5d3/6gfS2bLeO3NU9ruJnYdkYufB9M7BrcPy5Od0qCpRf9IneN4szGp9fa1JVmOp/sfzlfO2f+gj2X3qB/L+P/gtiTW3pr++rO3tU0tXpW+1+FjknmBmZpfektflhS9GpX97ZfUltpqQ17+6IguL5ffzY7cm5MjKHTn67T+VU1/+RzK9fa/mqfi80U3n1La9cndHvxx/cUT2Htnm7i779c6VJXnn9V7pGR6V/hsXSp6XW7Z2wuPPT8ruh+IS+JffEvnOWUm++qgOWX5JHt4uyZcydbFQ4H/5b8el6W677L32QaFDsvbnzu3isWF59ue0bz6QPd/LOinPhytnF+Xv/0Jk4IHdWd/ufec7svcn35W7Dx4XmzN4x0M78OxbV+TQ47uy5im73vtBWW00qaPHnWNPybFfOiuDe9f381kJKfDhve8vyI3LVr8Kzwu6Rm/Kk6/9n3Jd5+nXnvm8E5K1iS07eqVjU1s65HLr2YL23+2/0SeHP9WZPrfcN9/50yWZn99V1uHxeFzGbk6k5ycHfvQN2XX6h871xuVnX80KY8fpH0nr/HR6n40Nc1OL0t2XPUYmdV59S+fVEc+82j3J6s4zPzcpOw5scXeV/Xrimwtyd3hPyeMf1XbdPjYsb/7mP5OLp27Ijr3qeOUnElpeLHqucz3w2Auy0pYxf/CRi/LwM5X1SRbJib8MS9s33pJgLFo0Tu+Xs5t3yt0D2pbXtmf+wR7Ztv2kfoq7uyp6Pf3DRVn92h1pnZ4s67zRg4/JjGdusOWB2/LkZ/0S+ruzIk/uKWv8/O5X78no9SVp7T6i10EhefDNb8pOrTeTW3fL3OYdktuXuAm79MFNGdS5QvfamNii9WyHzf3W5iHucbmvEZ2D3Dn+mDz78lvSv/to7tclP//4b+bl3t29JY9zDxi4fVn26Vzr9Ku/lbd+++Ix2f3eG+vqWiKZlKX5FWnvbHaDkuHDT4u180Lb1geG5InPNklTGddnvq+9Kz6dp+VuI0OtMnE3c33p1PHHX5SV1vVzD/fcTX0j8qnPx6SlPZNW97tir773b4rvxGXPIT4ZvtErU6P5r12iLe1y/YnPeI5PvfXphdVn/mFYujeVN4f3BnDlgwU585aa+jN9rvf73Pfjw5OypWlV9l5Sv3Kucbbvk7E9DzvBdG0akW07rsv+x3aXVUbeuN/97rzcur5Ldp98Q/a//W3tJ1ZlQuch1kasbG7oOJJvGzrxoTzjvyt3n9EJnm7hhVmnfbnz9Xzn2L753i1y5+EnpaPzlLz8K1ulKVTZMtxVHbs/OKGuvsyczxvXI3/3/8qAzmduPPqc3HjisxIP6XVkLCELb5yQA3t65N6amXtO68yEPHD2rbzmAb0d0b95QUZvWxn6pFA9ccMKBiOye997su/Ydmnryp8+91jv6+TdZXnjb9q01Hu1r/mxPPyDv9L+JinTWgZv/8b/4D00/d6uz3vn7slj89fT+wq9iel9OytH976dHefz++WVX49oP7C+rRYKJ7M/JMnwl7RuF267mWM/nne+aDRa+k5BnrR95Sur8tpr5RdeniDYhQACCCDwMyDQ1SXyJ38Sk1deqWo4qZnA+Pi49Pf31yy8+xnQx53WUCgkOv6nszg7MSdf+xffkPHbk5KIF1/cnRyZktnxeWnpaNGbEetvPj51/S0ZmBlxJmjpCHLe2IJol94M33loq4hWoMT/+I9FNv2t+OJDejN5Jetou3kxOjYjsdV40Wn/6FBSXv9Tv05m47rg45OgLnwFbYVGb3IkEm0SXdULY0ldYLWePilPTn0k4eYm/a/MCbaGOdPWI2/uf0H2P3pbDj0yrDf/g7L3aOELw6yMrH2Ym0rIV//3Jb0h45eV1Z0Sj2fflMk6Z2pKnjrzXWlLRqW1o1n8/uILprFgSN4+8IJMr92UPnDkpjyoaa0mnW46FucT8uf/OiIz4zrBX90lsXjhC7bk5JQ8fbb89Foc1mushNvkRwdelOVQqzz+6QvywJ5J6d3SKtv29Yj/j8+L73dPiq6Ei7Tojb2BVkkc2iQ+XeCVJwYl8RuH3KTqBbTIv/ufY3Lro4TWr63S2VN8Ah4cGZanL/5Qwr6442v1ptiW1IuCj7YelquDmZv4Znz4+B3Zc7hXWjvzL4T4f1cvWv9IbyLrRYtsbtWFhQFJtIXk/5FH5Z0TPgk0hWXwgT26AJ+qn4XSMH/jjvz6+b+WbaI371taZKxriyTKSPOHDxyTG3179AbgLXn0mcv68IPoguugGhepe55EuHV2y9k78nMnT4pfb0ZavBEtr5HubfL3h1+V2RYdCDxbPJ6US6dvympkRTbpQvyOEjehfb6k7N5/Xq6eWZJguFsXrvcpV2GPaCQqd66OOjFu279FQtqWC22jN+7J0tyytOsN3oEdfbJ96pb8+rt/Ik160y/uD8idnh1ydvujcm77IzKrN0qHLtxxgtp7+AFtOy3y/KXvS/fiVKr8CkWytr/nc6vS/LRPJvo2y86jW/RCN1zijMzXrrO3b2iPLsqnL/1AF5Yjeoldetv828uycKhfuh/cqousmfrvu7OgjeOs+BZXRR7pl8Rv6gKEpz+5fCYp/8c/W5HIUlB6N2+X9q4WqSRuf2tCNv92VJa3d0l/okPavntT74cWH0vSubF++hVdbHtlZ3qX3xeRZEzDsD47sFv7icLlmz4pz5vlSFL+/F8t6eKo9V9bdMGs9E3ihZklvdk+ru0yoIsnWwo+GBNdXpU7V+46zfpXQkPy7J1T4tMHkJLaNqw9/N2xX5KJ1lR8Uzpm7jzzpjwSG5UW7ZfOPPSCjLWvn6+EV5fl+cs/kJYVvQmu/YV1GXOzSxLTByVC2ud1aLlkbdonDWnbPqtt3Lu1do7JUy+clWCTTw4/s006usuvh7NXI3L7d05JUhfFEzG98ZIsvKDixml94+UtD8mlzQ/qwu6yPPfzZ6WrZ1X2NYck/GcXRdRKOjQNv3NUb1AX6He0D/jWfxiR5r8Ykr7JiMat/YDmv9RmcX+w60m5vekBNYrKc5//QLo2rciOB3t1DMh4+U6Nif+//I7IUsyp+8lnt0jyXzyvC7yZY1bnYvLOF07qTdolfeAnJC2tme+KpcPScFrTMKxp2LZzQh5/7qK0tvtkz9HNWgaF+7HcMCOLSfnqv07V15XVB3S87cw6ZNfUTfn8mb+RprjeiGzvk796/NdkpalZb8JNyYGLP5GjiVHp7G7VPr50nE6adz8lw93bdfwbl6detPoi8vDTOnZuKv+m8mu/vyS3rojOKfsLLkh7M2E3c3cOX5TfmfiehCSh436LfLj1iDRHl4rOG90wfF1JWf3tVlnWNO5/dEAGt2f6OfeYQq+jNxPyH/9gWTpvTsuRK/rQQbx0r+otWwvXxvyHHx+W/W/ckrY/1rptlbRHH9Z7erM+Q6ht5Rf3SeL5wovOf/77UTn9ZzPyhamL0tncUnJeZ00grnOEt/c/78ztQs0zcvz596W1LSkHH9NxfHPhOZnXYehiUv63f7IkSzoU9G/dqvOVVN/0+NC78rkL33b6rqje1b2p/cklbcs2Htp2XR/OmB9fcMbYA/qgls1TnrzxjgxOD5dVXjrEys7/dlaSL+rDkBpnR+8+DbW0uxO5/nP6R/rA09ejEl1p0Qd0dB6fXH/u4NyofOXtP5bw6orEAkF588BL8vXQgzJ6Y1zrdEAs3TZHKOf6xI13k47lvpe0r9q1RXYcKv1go3veX/1BRIY+SspKtEfbQ+kF1GEdQ6JLUenq75RXIxfkxUvfc8piVefzP9nzKc3Li848+fGbJ2Wbzl30gsaJyqrd/FxEVldizrWMd9HK6sxKuNVxWNJ5mrtZ3XlC605LhXXHzn/zmyty8vW4tvNWvXbZ7Qa57vWzF74jT2j9sO2P2p6Q7/j3yi+vfCiHuhPOQ3PrTvDusHmlcz3wktOvPfLUJdl9cEx6Blt1LC49drtB/egvlqT5/zor4TldLkqUHr/c86ytX9h2VK4N7NdxbFU+98sX5NDxdvUq3Z+6YbivZ0/o/OBfXJLtdyclvmplsL7euse6rxa/tfMJnRvs2HtPHn36imx9Z1gGbXGuXTvnYuOnBvL9r8flq/8molElZfuekHzm4jV57NZpCeqCp81LRrSvt3HDe51ocY8OT+mCsM55tG3v1wdoe4IxeU7nIaEV7ZPdxBV49en1xLZ/HpXA4yFpaumR9t492icWODhn9xtfX5bTP0yUrFPuaTumb8vn3n3NGf9WOjfJXz75FZkPZfd/z175ofTMj2f1Tc5DELM2p0hoWdq4ros0GmhM+9W3tH3NNmePsxbfrv135ehT13Rs9MveRwaLPgDs/1MdB07dS7dNN73TEyJ3dA0qFmvReysKZVtOHU/tzPw7sHVann7pvC7s2vxhUBcBy6u/vg8ntcF9qPdRMvPuSZ33jtzU+LXN5ruesjox2Tkob+17LpMAfbf7wJg+PHVD72/06pyqvPgtgBsX4vI3/35Z++om7SP2apxrec4KPfNhYWZRlq/fli/NfyA9bQGjKblZGzm743GJHO6SJ188p+US07GsRa0GipaRN+CTr0flzb+NycFLt+TFc/ow+toDIG4bmdb5+1j3Vqf/9Z43dfGmvDB0Qrr9eq2zc4+c331cPn35DQnrfL1U0i3dU5/rlqZnktLW0SSPPveAtrdSZ6Viv3kxLl//w8KuP3/2G/LI7dNOnbfr8jN6PfDjfS/K0ulz8sLUWWnWa4ehw8/Ijf69ToCdKwvyrKY7mOe60udP6tx9RmYm9I6ZzoETes/HHhbKV08ssKaQ9hWvnNbF0gUJtzY5dbac+2ozkzrX/TeLsjCjfY4+jPLKme9IQPspZ9OKYPcsvvrUf576vPavXZ8vnrskX46ckx69ti7ZNjQc975dwiYiuh0+fk0efGxc63ZfRXXbOdmn93gCOyTR8t9oO26Rj/terpOmnH+Kt7icg/mIAAIIIIAAAj97AvYrisj8snzwvQ/FfolUbLMLorbOVrFfwl0/M7Tu0CflrEzrDbtQkSedbWF4IaIXjW26YBsOi+/meV3kHRNf7KzexdKbF54tttok8RVdzNN9xabB40N6MzLRrPlYuxDRhEYX1yaKMiVXzk7ISkR/WaHhfEmuS7RJbwLNzYvevvbEVvjtqi4yrMiEnL4Qlu07J2V5wS8B35wklvTiImihlrdN3NQ0zvbL1EiH3LkxLaO3dLJYYNsrM+IPzktEnyiNz87pbxYKx2PfLOoCyOj1H8spSS04b996T5bndfFQ0xlfPKc3uQqfXyAJMnkrLItTAzJ1t1MvUk8XTe9umS07vW58uhQvEQnK9Ssn5IZ0yaN60zQeDcn8hD6BvGNJ5Eejkozrgwj24PySLhDor5p8U7p/k5bzh/oQQfS2G5Q+nNClrnv1RkpYPnr3ksQixcv2mIxLomlJIqvqO6NpT4eU/42lMzJ0Uk5oPt3NjJP68MDCxNvS1qzpzLP53r6jx+h3mhzf5JzekdPapBdLNy5v14cRumRheklunHkvdZM4z/nuri1aZ3vj8xJP6i+G5ubEftgWL5FqXSqVhaGfaJon5JXfnNP2oU/0d8RlZvSe9PXqAlIZ2/hQi9bZPum7flOS0RXNS6oerWqWkgt35MbwW/KRPnnr3exC1qcPWIR1cef2pRG5fT67XXuPdd+3/Wf6S81kr0yP3pGL703rDZHCLd5SYL/Qt5s2I2uLvG44+V5b1/qsK+9dl1flmta6JS0O+03RqkTv3pPFux/IiZOaN135tnDtxumZH56XtsSKPCmXtU+La+sqXp8s3k1aLxPWN3TFZHHyprS35K8T+dI4eSvl7O0bHtS+a0qGpVViWtLF229Q70/F9KZVeHlCb8bbw056k8/druvi8IL27asaxmVtN7E77jfO69UzgxJd3unUjzOX9EEEXcA/pDE/VGbcrXtNMijNuogXv3BNO19to4ulvZzIW7Wcz2v//9LldJp0WVPfW9+obT6ufUH6m8rezN0Nydz4oMzc65SxO5MydLH0opXF3Kx/XWJlaUWGte4W2+wpcHvopjV2TvuxRWexKqGpTc5HZeg7b8sZSS3gJpua5InklPLHJDoyKSN33pKfyPob/zv0wY1H5KZEtbytv7cauuJv0pssAe3LdcyczfQ9lq5lPSo6NCsnTqmTZ3v2i0uyrOlvbo3K3L0R6Wz11AXPcfnezp7SPC1ExNaXV2YXtR8trR/RdESGlrSfmZc9D0Xk0ePT+tczdCHghi7WrmhHtWCdn9ZgfYDM11+oDJK6KLJdPjU1q2NATBZu6w3tMrZFrXdzQ29r3Hdl264VeeSxMX1mzCcL49elq93zsNipGUkuqYNNCyxLt7Vsh3UhxfMARnxUxce0Z4gHZEV/ZRafyPYulBxLw+zQO04aPver9gCctgb/vETnLkqT9rflblPDYZmbGJBpra8jN6Z0jpC9KD8oV7RF6LxDa0ZgfkQ+/ObbMiZ6c1vr14syKVFd9F24OyHBEr+2svRYmqcdt53y9Bf0JuvisjS3RWV29K50tWn7LWNbjerN46vbZWFKb4YOT8jVc0NlnCXyXPiG+HQAcfKhD+61XbmgI1Rr0XmjG3DTo2Hp1IcAl5NdOo6dl80D5f1S2c4fvtih9blPmnQhY+bujASXS5dNqmxT9cvCsDE/sdosvrevpsZ1C2Ja5yWzWp86dRZxThcWns5+2MnOc7cr7x2Q/siy/rGaiLrNi39tPHW/z321/sjmdiPX3pT3ZUCOPres7UPHr7CO4/d0HO8pPmd3w7v8fr+W8RbtmkNy7dwVmRtLtetPy0kd3XRxxurUqra7YR0Ph6POeOicqw+DNjXpPEL7gne+qasVOjg+pvP8KW1I+tsgN/iCrz6ddwb7dVxc1BiadUE4OlTw2HxfDJ3Thwa0zMZuj+sDYxNidS53e0n7zIAqWX3SFVX9qfEHcrWp1Un3oj6wcfI7Z5yFF7s+mdKjykl3d29Qf5W1KpOT85rm07lRFvx8++IDsjjTre1hXC6fycxP851gZWu5adVrIrum+lWdvbtlIdouAufPyZvnU4uzRzXt2sLTabfRdTkQdsafyJzOM2Zm0lG48+obV96Uq9Kd3v+I1p2YPjCWCCcqqjsWwM0Lm3VM7JPxO2Py4U/G02HmvvklTWdMeynL1x1diE+GdN4amZTphZjo3//JPTzrs5vuq5dPyC3pkIcOj8jqsvbv47fEt6u8+aoFOPperxzU67uliRWJl9c8nHTYfHlJH3Y4oTO+HQej8oVfD+o8Thf4mrTeV7jdONcnm/WB1+X5iES1Dum0veS2oO18fOgteUvnBl1fmdB6lBD/0B2tsTbSa9O7PqHjZ+EHjs7/ZLcuxnTIol4Hj1+bltbrl3S8077G+T+dM4/dlQn96zB3r78p72lf4m42P7E2HtO2897fn3X+qtVhuS0ta/MQ97i8rzrWNusDTKuJTr1W17nayrW8h+Xbeev8Zr2W7tUHc4vXKffcXq3N/sCyPuurC0/jY/LR376lLT/T19oc/Um9GrH5uj045G72MGpM24pVyqUprRMTq9ZTrPWrP5YP1uZp7vH22vtfTOi1WdwZx1fnL0hQH2AsuJ3X+rGs3y9bqJltbqRFr5naZFnvq0T1QQPbYpqIZa1nly+/pbPr9szBa++ee3XG+aXtwLYFWZm+JKFN7n2MdYdm7fBd0Ioe0/mNPpDtbvOj7fq8fLMs3dPrxpVU/O539hrVq4qYjrwnzmXPMwb+a52D6XX00uSPJNxXXvwW3q0L+kBerF/uDYn+BaYpXbizWlt8OxLW+zArM/pgbUxVsv3ynZm6pn1HJtt65d7uOXlg34roWqW28/MSbMnkPd+57r6h8wM6Dupf7xi65ozDybW6YrEHxkZ1jNBrQf1rCifOZC+VbdNr8Dad6a/o9ZHvwgW5dmFZDmtPVU47sTnygC6ATsX69BfkWh6RK/ogc3npvXVB/1JZfCDlelFdZ7Ndf03rfFz7XLtGDOpfbolcvCqnLzXLMf+0Ziiu9wqiMv2m3bvQBwB0e1hfDxW4tvPr/ayWsPYYsSbtOqwP1bqbyF9PLKzB7VG9b3NPWppjEte4IpNXpLk/+3rEjsvdxq/rQ0LzvTJ5p0Me/fCcJJdT/ZQdZ9dQ7SNDcuLr72adZtfnT/nHtLCjMn9Pr7dKdKrufbsPLug9Jed6UnRMmXDuMS1PXZBwb/l12xKS9G/VPqRNF9H1YTVd3P0kbtk19pOYQtKEAAIIIIAAAj81gZK/XrRVD3fTC6Z1lwv6dUgvFzp1ovmOb/3N69vJDulp75ZjrQWuuJ3ZdSbUaCwkN0ZS4bQ0r8iBXdmLEm5SWlt1QUV/dTByp1s6Ngelrdsvhw5c14Xo1BX18LWwLl6kbpd7rx/u+tr1QjD7wsYN0319LHlPp+W2uLv+ydJEQhdPS60KugHZayZr+ssencKqYTnbrC8so3YTN89mCwKbkwvOhao9+uqWijfouP5CJVg8m3lC1l2e5IX14rbc9M5rekcKpNeNyBaP2pKrzuKu35tY9wDnNZUAny1K6VPlyV69qJnTCyLnSXr9zvPrQ09SU2c6O3L3egL31OUp/VNHY3qJlm/r0Evgh5N2W03j9/g6Sy9u8PpqWbDv12/2he6N6T9WHWc1/XYT2N3sXIPOd6p7TM6r1WRbDF+wJ0nzbN1aWw/pYpLVWW+dcA8d0UX7fUfKu4HvTZclUW/TOsG4i51OjcvJt2XXu5Vbb9xz/AFdZIl7jNwv0q+eGJwySX+R9cbKyFmpdfemCsn5ZPmwxTOztM3SaJ/dzVmgtl8J6dfN2qdZft/3Dbpfr3s9rH9G2C6unU1PGxtpksEdpS9y3YCctK59aNGFMUuPUy80yHbtT2e0TXlv1Lrn2eugLlbvkkyfqn/JPqttOJXTDrR2ZAaedmPF6WkKqfpSQdyWtqP6IIo2UItBbx5r+LZgoTcmfcfCkuzLvhHhHGT/WDv+iS7ghbSc9ZSsNFmC9P9tM4MiP+JOHVTgX11PTG/NeuOnnHroLQdLl1MG6VAyb7KO090Wld3ksRsKthjjlJ5Z67aWFee9+fu0XuVLixOXHtyqoazo/5TASdksVwJ9+tCM3vbSvvJhHYusHtrixLHkmPPOYsgNy5u2mckm2b63vIVSJ4GpJDtvF1rCcn258C8jreyt3uvv1S0RKau1PFsATl2wN3bDUX8B45Sxt+7Zd2ub/Tk22wL6atW3XXvcU77NmkdPgpwjUv/06cixLznj3Pa2KB07z6H2MFdWnXLTZf1wwDlhXXqcQ9YKy/rWEZ8tjKzt8MTtvu3XNOzVNNiNu0z+3W91cXzZr7/eT/WXmb1F3nnS35xvvF1LSm7fa7vdU+2m9lVfl3MDOV9M3jTbuOu4eQ6cmQjJjv3lPQzgrXf2iw/vZ0+QnrdaM9fyYOm1/jI1Q/MVnTdaAJs0RweT02qdGfNmp/TXbAXqkyfSzFu3Dugee9itczkq19VqTFtc7uZ1sny5Tp4gUqfoX6nwhTUns5qTNs2VdQRF0pTKfurfZv2rIbNaz2wsz7ft1IX8waT+WsX6k7U0uOmw42e1bReLyxumN9361wozZbVWHqlx3a+9eKq+umW59rUTlM1vLHv28ID1QZ3aRt8t0kbtAUUrN5s12OaEVcTGOSj3H7di6/5gKKELUHluX9o4rZvVJxvDvUbOF2ZnAJqA8Nr1yU803d7x3jlO/7E+/GhyXOupSWh4Osd3TrV/SmxuH+Ye5hq6n/O+rjUIs3HTbWVhC50WYzoMPcAemjXzUzoPmdI+91qgXx8u1XTqX/d5SMcD+/6AXtF06Gd7GNHOdcNMxZ3JQ8Vtx5t4J1zvDs97TafFkp4LrX0V9Okv1nQMO6nu+TZ7kK117XogledMWo3e/ss/v84OzcrAjnU3m9Wd9/W5H/O+mulDa3P81LmeAPSMcuP2Bu5NQ5t/Vc4m9OGKtXbgPc7e6+Mxsj05r/9qe9YTs8tMp1M6jQzYM1EWaLH240n2wHZ9wOiGLoLqeGf1yR7fcB+6tmBy40inyb6zA7QcbXyf1/7psrbi3M3Cekzr3FJS0+z0CnqKdR3F0pcbiPezk2/vjjzvrZFkbZoLS+va5uRJj7GHCKwdu3Vt1NchdwOd+iCEXsnrA5uv+q6mr5nXtxE3tMxrLKq9Xvu6yDMHWI23P4aqc155SccS7aJ8Ot+5dnZAbtwYkInksoT0T0I/bo9iaR23xd2C8VoHu7bZHKajN5M/d3/eVzvMkmjz7gf1l8nHw3L5zS1y+1avDOuvlrv0V5rehyueTt7VOwf6PyOj9cJrmDeXVZSpzbcXZ/P01Z7EW2/txuf8FQ/9GXiha5weVTug47/ThqyuaH7doh+5oXOWAysS1r9IUM2WGvt8zjhr45qNEavaWrwuueFaTG4batOjl3S+flF6cg/TuyCrckTnyPYolLcko1qnwi3lpdd7f6S5NamLtd6QNEoNxvpby0dmvpxzjKV3DcxtJzbHntZFymue+cd0sFn2Ho7LqC66JvQhtE9N3tB060Ok+l+T9uH2mLF3c8O0fYtz+uvksSb9a12lF029OXd/eGAjrqXa7rXY5g3bPnvH64CmRf+eiPMQkH2Xu9n1kYXnvQfijdPeG0c5Y4qFbeOK9/zc+D4pn4u3uE9KKkkHAggggAACCPxUBJwJT5kx2UWzTnnWHW23cVKTqvXTjFG9iZZo6tQnzm3Rw/OrGjcUC84zg4rrAs/CUmrRLRiMS3d7ZgHDPcVe21r8+r/zqk+aRvRXTku6FKNPIrfqAsmmtadO9QdWeTebqK7YlViRzU51F4By85twFn88CS4STu5XAV3AKncrlk6b8Jp37rZ2z8jZ7bwvP7p0UN7SLbWI7T3Wnk4u5WqW7pO6ljT3Qilv5HaAZcJuytsCVeqOcFZdWbu/lz7dXLxpSn+x9sZ7oWC/MyiU3haNzHytHmSHpy3A0mWbvjpv3c+pvZl/bb/7n6Xfu+lHS7teq1S0rWqtLJRmuzS1NHvT69VY1l/ReNtZ2RFrgOZgSc29eecNwxuXd3+h97mXTe5Fe+HjM98U6ofsCEtHIVazWf9dZo/Xztq/9WuFvC0ud73I3lvAy5HKjL0XsvpDzazNytLqa6H4rX/w9gH20ElW5txsWTdh793PFotWvGLebriF4tY/SJpVF5w+0eLRm11J/bPAon1z3s1+5WA3xNyuy5smzwn2J7vz/SlOzyEF36bbpx5RyV9YyATorQWZvYXeWT0p/j8gUOjM1H6XwPpFGx3tafM7emMyoL/eTfhWZI/eAHdv+6fat3tGdrj629v0jhW7MZn/sPQxhd7EtdMvVO52jpX9+nRkIkuXm/uMg32V+TorWrc/jq9VRlvAjNjN7gKb/bbZrZuZIDPlpT+uyI7LPch9tXDtveez0w+tBRHzWf+a0xDtHM/mtrvUKW5AmTQ4f0HV3e05r9Bbb79pD7gU2nJ7NTvSPdrqYFRlCpWb/bWHVJllzvHGs1pBfXHjdM7PZNsbXM57Oyh1lv3rPcWkLV2F0u2Wt/ec1VX9lJWInOjWfcwcbP2KxWce+eLMLttMQN4+xdnr9KkartuXWRSZaDInrr1LpT/1r9/6tiL9un3nzpHcgJw6uvYhulJd2/brQnzuZj1GapTJ/Sbz2bU3Gxv/za9YG7USzsyd18p7fdSZCPK98xxf6n+axNLkTg3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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"inputs/dask_dashboard_example.png\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For more info on interpreting the dask dashboard, see: https://distributed.dask.org/en/latest/web.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example Using  `dask.delayed`  with PyRosetta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at a simple example of sending PyRosetta jobs to the `dask-worker`, and the `dask-worker` sending the results back to this Jupyter Notebook.\n",
    "\n",
    "We will use the crystal structure of the *de novo* mini protein gEHEE_06 from PDB ID 5JG9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@dask.delayed\n",
    "def mutate(ppose, target, new_res):\n",
    "    import pyrosetta\n",
    "    pose = io.to_pose(ppose)\n",
    "    mutate = pyrosetta.rosetta.protocols.simple_moves.MutateResidue(target=target, new_res=new_res)\n",
    "    mutate.apply(pose)\n",
    "    return io.to_packed(pose)\n",
    "\n",
    "@dask.delayed\n",
    "def refine(ppose):\n",
    "    import pyrosetta\n",
    "    pose = io.to_pose(ppose)\n",
    "    scorefxn = pyrosetta.create_score_function(\"ref2015_cart\")\n",
    "    mm = pyrosetta.rosetta.core.kinematics.MoveMap()\n",
    "    mm.set_bb(True)\n",
    "    mm.set_chi(True)\n",
    "    min_mover = pyrosetta.rosetta.protocols.minimization_packing.MinMover()\n",
    "    min_mover.set_movemap(mm)\n",
    "    min_mover.score_function(scorefxn)\n",
    "    min_mover.min_type(\"lbfgs_armijo_nonmonotone\")\n",
    "    min_mover.cartesian(True)\n",
    "    min_mover.tolerance(0.01)\n",
    "    min_mover.max_iter(200)\n",
    "    min_mover.apply(pose)\n",
    "    return io.to_packed(pose)\n",
    "\n",
    "@dask.delayed\n",
    "def score(ppose):\n",
    "    import pyrosetta\n",
    "    pose = io.to_pose(ppose)\n",
    "    scorefxn = pyrosetta.create_score_function(\"ref2015\")\n",
    "    total_score = scorefxn(pose)\n",
    "    return pose, total_score\n",
    "\n",
    "\n",
    "if not os.getenv(\"DEBUG\"):\n",
    "    pose = pyrosetta.io.pose_from_file(\"inputs/5JG9.clean.pdb\")\n",
    "    keep_chA = pyrosetta.rosetta.protocols.grafting.simple_movers.KeepRegionMover(\n",
    "        res_start=str(pose.chain_begin(1)), res_end=str(pose.chain_end(1))\n",
    "    )\n",
    "    keep_chA.apply(pose)\n",
    "\n",
    "    #kwargs = {\"extra_options\": pyrosetta.distributed._normflags(flags)}\n",
    "\n",
    "    output = []\n",
    "    for target in random.sample(range(1, pose.size() + 1), 10):\n",
    "        if pose.sequence()[target - 1] != \"C\":\n",
    "            for new_res in [\"ALA\", \"TRP\"]:\n",
    "                a = mutate(io.to_packed(pose), target, new_res)\n",
    "                b = refine(a)\n",
    "                c = score(b)\n",
    "                output.append((target, new_res, c[0], c[1]))\n",
    "\n",
    "    delayed_obj = dask.delayed(np.argmin)([x[-1] for x in output])\n",
    "    delayed_obj.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(24, 'ALA', Delayed('getitem-b11d1a339db967400c91571f44c08a76'), Delayed('getitem-7fa580c2d983f9fd10a538071ed44b61')), (24, 'TRP', Delayed('getitem-b55caad556de4e5c0b0929033852ca12'), Delayed('getitem-a965ab5ace297645356aaea7d2963e96')), (7, 'ALA', Delayed('getitem-8793683d48e3d7612c6ec9e931a53ccd'), Delayed('getitem-0ae1b4369cb92000bf6de6b910806dc5')), (7, 'TRP', Delayed('getitem-2975e00dd50bf05d06dc4393ba9d7fae'), Delayed('getitem-f5992d59a87529f2dec96ca28a8aac76')), (41, 'ALA', Delayed('getitem-5fcd893f41535432f13412653d21aa60'), Delayed('getitem-bbc17cd3c74e45d0a7781f50e73f90ec')), (41, 'TRP', Delayed('getitem-9d975eb7bdf9afce5911cab033207a98'), Delayed('getitem-7fa0047c7821e7059107c7035ea7990f')), (6, 'ALA', Delayed('getitem-d47790dba8d22a36e95b83b2195e89c5'), Delayed('getitem-3fa6b2a5a39372856d718a7e358c89f1')), (6, 'TRP', Delayed('getitem-fc621b75043ac0f709dbe19ea654452b'), Delayed('getitem-0458b9aae28d5854aab0182c570ed498')), (26, 'ALA', Delayed('getitem-13421915ecc7c3050e5b708aea9ad7e0'), Delayed('getitem-f4878511e2af67d4994018a8873e6e91')), (26, 'TRP', Delayed('getitem-aef267c93d8f46a4ef7cfcd0b3873c4b'), Delayed('getitem-b488f81f44089bfe60f34a77e48bf16a')), (17, 'ALA', Delayed('getitem-bd13a54d9a99b05f49a7cfdcb76cbfb5'), Delayed('getitem-8266f794c501eea737200511d076a85e')), (17, 'TRP', Delayed('getitem-97d4dfa8b04c79a932eb689435c83f53'), Delayed('getitem-7fb4d4dc8d0da3f6834bf1712df62143')), (35, 'ALA', Delayed('getitem-04a4482f64e23b102632b25e6dcc6ef1'), Delayed('getitem-2d2a75271eedad7faa8d6582358c9519')), (35, 'TRP', Delayed('getitem-e5c60b239e7cc8e8a57573120ba7eade'), Delayed('getitem-fc5efd391d999f6193593d7e255ff4ec')), (21, 'ALA', Delayed('getitem-77f183c4e33d54cf4602c0a268018412'), Delayed('getitem-27be0efefefaee8f79c6021be6d96f05')), (21, 'TRP', Delayed('getitem-21bdfadda4f376a0a0192e69a013fd7e'), Delayed('getitem-9bc54a391550ab42419e295c039b77fa')), (15, 'ALA', Delayed('getitem-9191b2432a22a6c689fc6839c3a7f201'), Delayed('getitem-4f3122e413b66e7c05dc28619aab5019')), (15, 'TRP', Delayed('getitem-a5596c6e66d50b619ad4fb9d8ed445d9'), Delayed('getitem-ed1e34f655b369fd42279a66ceae236c')), (44, 'ALA', Delayed('getitem-1a2f9dbc00089eea31a9c0446e22ec66'), Delayed('getitem-8a968c5bce68454010810950e463bf3b')), (44, 'TRP', Delayed('getitem-42dfe3b25b4cde932aa29bff995bcad4'), Delayed('getitem-4f908a18966804191b52f125c7add86d'))]\n"
     ]
    }
   ],
   "source": [
    "print(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "da873a8f38ef46449ee2ab07af96a542",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    delayed_result = delayed_obj.persist()\n",
    "    progress(delayed_result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dask progress bar allows visualizing parallelization directly within the Jupyter notebook. Here is a snapshot of the dask progress bar while executing the previous cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"inputs/dask_progress_bar_example.png\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mutation with the lowest energy is residue ALA at position 26\n"
     ]
    }
   ],
   "source": [
    "if not os.getenv(\"DEBUG\"):\n",
    "    result = delayed_result.compute()\n",
    "    print(\"The mutation with the lowest energy is residue {0} at position {1}\".format(output[result][1], output[result][0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note*: For best practices while using `dask.delayed`, see: http://docs.dask.org/en/latest/delayed-best-practices.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Example of Using PyRosetta with GNU Parallel](http://nbviewer.jupyter.org/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.03-GNU-Parallel-Via-Slurm.ipynb) | [Contents](toc.ipynb) | [Index](index.ipynb) | [Part I: Parallelized Global Ligand Docking with `pyrosetta.distributed`](http://nbviewer.jupyter.org/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.05-Ligand-Docking-dask.ipynb) ><p><a href=\"https://colab.research.google.com/github/RosettaCommons/PyRosetta.notebooks/blob/master/notebooks/16.04-dask.delayed-Via-Slurm.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open in Google Colaboratory\"></a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:PyRosetta.notebooks]",
   "language": "python",
   "name": "conda-env-PyRosetta.notebooks-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}