EDA&structure_mlModels.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.scheduler - INFO - Clear task state\n",
      "distributed.scheduler - INFO -   Scheduler at: inproc://192.168.1.33/6251/1\n",
      "distributed.scheduler - INFO -   dashboard at:            localhost:8787\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-h8_snunj', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-rxs7ed3q', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-yz3zqael', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-8c1wx3lj', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-gobwl6h8', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-kbaw0bx0', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-q2wlhkd3', purging\n",
      "distributed.diskutils - INFO - Found stale lock file and directory '/home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-9byicstj', purging\n",
      "distributed.worker - INFO -       Start worker at: inproc://192.168.1.33/6251/3\n",
      "distributed.worker - INFO -          Listening to:         inproc192.168.1.33\n",
      "distributed.worker - INFO -          dashboard at:         192.168.1.33:41909\n",
      "distributed.worker - INFO - Waiting to connect to: inproc://192.168.1.33/6251/1\n",
      "distributed.worker - INFO - -------------------------------------------------\n",
      "distributed.worker - INFO -               Threads:                          8\n",
      "distributed.worker - INFO -                Memory:                   16.66 GB\n",
      "distributed.worker - INFO -       Local Directory: /home/diego/Desktop/Data/competitions/kaggle/Forecasting-Accuracy/dask-worker-space/worker-v63g4k9c\n",
      "distributed.worker - INFO - -------------------------------------------------\n",
      "distributed.scheduler - INFO - Register worker <Worker 'inproc://192.168.1.33/6251/3', name: 0, memory: 0, processing: 0>\n",
      "distributed.scheduler - INFO - Starting worker compute stream, inproc://192.168.1.33/6251/3\n",
      "distributed.core - INFO - Starting established connection\n",
      "distributed.worker - INFO -         Registered to: inproc://192.168.1.33/6251/1\n",
      "distributed.worker - INFO - -------------------------------------------------\n",
      "distributed.core - INFO - Starting established connection\n",
      "distributed.scheduler - INFO - Receive client connection: Client-25f6fde8-bb2f-11ea-986b-c725b8caba32\n",
      "distributed.core - INFO - Starting established connection\n"
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     "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>inproc://192.168.1.33/6251/1</li>\n",
       "  <li><b>Dashboard: </b><a href='http://192.168.1.33:8787/status' target='_blank'>http://192.168.1.33:8787/status</a></li>\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>1</li>\n",
       "  <li><b>Cores: </b>8</li>\n",
       "  <li><b>Memory: </b>16.66 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'inproc://192.168.1.33/6251/1' processes=1 threads=8, memory=16.66 GB>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "\n",
    "import gc\n",
    "\n",
    "import dask\n",
    "import dask.dataframe as dd\n",
    "from dask_cuda import LocalCUDACluster\n",
    "from dask.distributed import Client, LocalCluster\n",
    "\n",
    "#setting GPU & CPU multiple cores (the last one just with dask or other distributed packages)\n",
    "\"\"\"cluster = LocalCluster(threads_per_worker=5,\n",
    "                n_workers=8, memory_limit='auto')\"\"\"\n",
    "cluster = LocalCluster(processes=False, silence_logs=False)\n",
    "client = Client(cluster)\n",
    "client"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load & Check "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6003481 , 22\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>item_id</th>\n",
       "      <th>dept_id</th>\n",
       "      <th>cat_id</th>\n",
       "      <th>store_id</th>\n",
       "      <th>state_id</th>\n",
       "      <th>d</th>\n",
       "      <th>sales</th>\n",
       "      <th>date</th>\n",
       "      <th>wm_yr_wk</th>\n",
       "      <th>weekday</th>\n",
       "      <th>wday</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>event_name_1</th>\n",
       "      <th>event_type_1</th>\n",
       "      <th>event_name_2</th>\n",
       "      <th>event_type_2</th>\n",
       "      <th>snap_CA</th>\n",
       "      <th>snap_TX</th>\n",
       "      <th>snap_WI</th>\n",
       "      <th>sell_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HOBBIES_1_008_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_008</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>15</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HOBBIES_1_011_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_011</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HOBBIES_1_024_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_024</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HOBBIES_1_030_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_030</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HOBBIES_1_031_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_031</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              id        item_id    dept_id   cat_id store_id  \\\n",
       "0  HOBBIES_1_008_CA_1_evaluation  HOBBIES_1_008  HOBBIES_1  HOBBIES     CA_1   \n",
       "1  HOBBIES_1_011_CA_1_evaluation  HOBBIES_1_011  HOBBIES_1  HOBBIES     CA_1   \n",
       "2  HOBBIES_1_024_CA_1_evaluation  HOBBIES_1_024  HOBBIES_1  HOBBIES     CA_1   \n",
       "3  HOBBIES_1_030_CA_1_evaluation  HOBBIES_1_030  HOBBIES_1  HOBBIES     CA_1   \n",
       "4  HOBBIES_1_031_CA_1_evaluation  HOBBIES_1_031  HOBBIES_1  HOBBIES     CA_1   \n",
       "\n",
       "  state_id    d  sales        date  wm_yr_wk weekday  wday  month  year  \\\n",
       "0       CA  d_2     15  2011-01-30     11101  Sunday     2      1  2011   \n",
       "1       CA  d_2      0  2011-01-30     11101  Sunday     2      1  2011   \n",
       "2       CA  d_2      0  2011-01-30     11101  Sunday     2      1  2011   \n",
       "3       CA  d_2      0  2011-01-30     11101  Sunday     2      1  2011   \n",
       "4       CA  d_2      0  2011-01-30     11101  Sunday     2      1  2011   \n",
       "\n",
       "  event_name_1 event_type_1 event_name_2 event_type_2  snap_CA  snap_TX  \\\n",
       "0     no event     no event     no event     no event        0        0   \n",
       "1     no event     no event     no event     no event        0        0   \n",
       "2     no event     no event     no event     no event        0        0   \n",
       "3     no event     no event     no event     no event        0        0   \n",
       "4     no event     no event     no event     no event        0        0   \n",
       "\n",
       "   snap_WI  sell_price  \n",
       "0        0        0.46  \n",
       "1        0         NaN  \n",
       "2        0         NaN  \n",
       "3        0         NaN  \n",
       "4        0         NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#we will use 1 of the shops as an example for the EDA and structure\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "df = dd.read_csv(\"OUTPUT/d_df_CA_1.csv\").drop(columns=[\"Unnamed: 0\"])\n",
    "print(len(df),\",\",len(df.columns))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                    0\n",
       "item_id               0\n",
       "dept_id               0\n",
       "cat_id                0\n",
       "store_id              0\n",
       "state_id              0\n",
       "d                     0\n",
       "sales                 0\n",
       "date                  0\n",
       "wm_yr_wk              0\n",
       "weekday               0\n",
       "wday                  0\n",
       "month                 0\n",
       "year                  0\n",
       "event_name_1          0\n",
       "event_type_1          0\n",
       "event_name_2          0\n",
       "event_type_2          0\n",
       "snap_CA               0\n",
       "snap_TX               0\n",
       "snap_WI               0\n",
       "sell_price      1129842\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.sell_price = df.sell_price.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dask.dataframe.core.DataFrame'>\n",
      "Columns: 22 entries, id to sell_price\n",
      "dtypes: object(13), float64(1), int64(8)"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Downcasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.date = dd.to_datetime(df.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 4.35s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.core - INFO - Event loop was unresponsive in Worker for 3.17s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory in: 5037.61 MB\n",
      "Starting integers.\n",
      "Starting objects.\n",
      "Memory out: 287.08 MB\n",
      "Reduction: 94.3%\n"
     ]
    }
   ],
   "source": [
    "from skmem import MemReducer\n",
    "\n",
    "mr = MemReducer()\n",
    "\n",
    "df = mr.fit_transform(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 6003481 entries, 0 to 225060\n",
      "Data columns (total 22 columns):\n",
      " #   Column        Dtype         \n",
      "---  ------        -----         \n",
      " 0   id            category      \n",
      " 1   item_id       category      \n",
      " 2   dept_id       category      \n",
      " 3   cat_id        category      \n",
      " 4   store_id      category      \n",
      " 5   state_id      category      \n",
      " 6   d             category      \n",
      " 7   sales         uint16        \n",
      " 8   date          datetime64[ns]\n",
      " 9   wm_yr_wk      uint16        \n",
      " 10  weekday       category      \n",
      " 11  wday          uint8         \n",
      " 12  month         uint8         \n",
      " 13  year          uint16        \n",
      " 14  event_name_1  category      \n",
      " 15  event_type_1  category      \n",
      " 16  event_name_2  category      \n",
      " 17  event_type_2  category      \n",
      " 18  snap_CA       uint8         \n",
      " 19  snap_TX       uint8         \n",
      " 20  snap_WI       uint8         \n",
      " 21  sell_price    float64       \n",
      "dtypes: category(12), datetime64[ns](1), float64(1), uint16(3), uint8(5)\n",
      "memory usage: 286.6 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.set_index(\"date\", drop=False, inplace=True)\n",
    "df.index.names = [\"date_index\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6003481, 22)\n"
     ]
    },
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       "      <th></th>\n",
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       "      <th>cat_id</th>\n",
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       "      <th>d</th>\n",
       "      <th>sales</th>\n",
       "      <th>date</th>\n",
       "      <th>wm_yr_wk</th>\n",
       "      <th>weekday</th>\n",
       "      <th>wday</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>event_name_1</th>\n",
       "      <th>event_type_1</th>\n",
       "      <th>event_name_2</th>\n",
       "      <th>event_type_2</th>\n",
       "      <th>snap_CA</th>\n",
       "      <th>snap_TX</th>\n",
       "      <th>snap_WI</th>\n",
       "      <th>sell_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>HOBBIES_1_008_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_008</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>15</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>HOBBIES_1_011_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_011</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>HOBBIES_1_024_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_024</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>HOBBIES_1_030_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_030</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>HOBBIES_1_031_CA_1_evaluation</td>\n",
       "      <td>HOBBIES_1_031</td>\n",
       "      <td>HOBBIES_1</td>\n",
       "      <td>HOBBIES</td>\n",
       "      <td>CA_1</td>\n",
       "      <td>CA</td>\n",
       "      <td>d_2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>11101</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>no event</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       id        item_id    dept_id   cat_id  \\\n",
       "date_index                                                                     \n",
       "2011-01-30  HOBBIES_1_008_CA_1_evaluation  HOBBIES_1_008  HOBBIES_1  HOBBIES   \n",
       "2011-01-30  HOBBIES_1_011_CA_1_evaluation  HOBBIES_1_011  HOBBIES_1  HOBBIES   \n",
       "2011-01-30  HOBBIES_1_024_CA_1_evaluation  HOBBIES_1_024  HOBBIES_1  HOBBIES   \n",
       "2011-01-30  HOBBIES_1_030_CA_1_evaluation  HOBBIES_1_030  HOBBIES_1  HOBBIES   \n",
       "2011-01-30  HOBBIES_1_031_CA_1_evaluation  HOBBIES_1_031  HOBBIES_1  HOBBIES   \n",
       "\n",
       "           store_id state_id    d  sales       date  wm_yr_wk weekday  wday  \\\n",
       "date_index                                                                    \n",
       "2011-01-30     CA_1       CA  d_2     15 2011-01-30     11101  Sunday     2   \n",
       "2011-01-30     CA_1       CA  d_2      0 2011-01-30     11101  Sunday     2   \n",
       "2011-01-30     CA_1       CA  d_2      0 2011-01-30     11101  Sunday     2   \n",
       "2011-01-30     CA_1       CA  d_2      0 2011-01-30     11101  Sunday     2   \n",
       "2011-01-30     CA_1       CA  d_2      0 2011-01-30     11101  Sunday     2   \n",
       "\n",
       "            month  year event_name_1 event_type_1 event_name_2 event_type_2  \\\n",
       "date_index                                                                    \n",
       "2011-01-30      1  2011     no event     no event     no event     no event   \n",
       "2011-01-30      1  2011     no event     no event     no event     no event   \n",
       "2011-01-30      1  2011     no event     no event     no event     no event   \n",
       "2011-01-30      1  2011     no event     no event     no event     no event   \n",
       "2011-01-30      1  2011     no event     no event     no event     no event   \n",
       "\n",
       "            snap_CA  snap_TX  snap_WI  sell_price  \n",
       "date_index                                         \n",
       "2011-01-30        0        0        0        0.46  \n",
       "2011-01-30        0        0        0        0.00  \n",
       "2011-01-30        0        0        0        0.00  \n",
       "2011-01-30        0        0        0        0.00  \n",
       "2011-01-30        0        0        0        0.00  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6003481, 25)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sales</th>\n",
       "      <th>date</th>\n",
       "      <th>wday</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>snap_CA</th>\n",
       "      <th>sell_price</th>\n",
       "      <th>dept_id_FOODS_1</th>\n",
       "      <th>dept_id_FOODS_2</th>\n",
       "      <th>dept_id_FOODS_3</th>\n",
       "      <th>dept_id_HOBBIES_1</th>\n",
       "      <th>dept_id_HOBBIES_2</th>\n",
       "      <th>dept_id_HOUSEHOLD_1</th>\n",
       "      <th>dept_id_HOUSEHOLD_2</th>\n",
       "      <th>cat_id_FOODS</th>\n",
       "      <th>cat_id_HOBBIES</th>\n",
       "      <th>cat_id_HOUSEHOLD</th>\n",
       "      <th>event_type_1_Cultural</th>\n",
       "      <th>event_type_1_National</th>\n",
       "      <th>event_type_1_Religious</th>\n",
       "      <th>event_type_1_Sporting</th>\n",
       "      <th>event_type_1_no event</th>\n",
       "      <th>event_type_2_Cultural</th>\n",
       "      <th>event_type_2_Religious</th>\n",
       "      <th>event_type_2_no event</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>15</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.46</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            sales       date  wday  month  year  snap_CA  sell_price  \\\n",
       "date_index                                                             \n",
       "2011-01-30     15 2011-01-30     2      1  2011        0        0.46   \n",
       "2011-01-30      0 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30      0 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30      0 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30      0 2011-01-30     2      1  2011        0        0.00   \n",
       "\n",
       "            dept_id_FOODS_1  dept_id_FOODS_2  dept_id_FOODS_3  \\\n",
       "date_index                                                      \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "\n",
       "            dept_id_HOBBIES_1  dept_id_HOBBIES_2  dept_id_HOUSEHOLD_1  \\\n",
       "date_index                                                              \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "\n",
       "            dept_id_HOUSEHOLD_2  cat_id_FOODS  cat_id_HOBBIES  \\\n",
       "date_index                                                      \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "\n",
       "            cat_id_HOUSEHOLD  event_type_1_Cultural  event_type_1_National  \\\n",
       "date_index                                                                   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "\n",
       "            event_type_1_Religious  event_type_1_Sporting  \\\n",
       "date_index                                                  \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "\n",
       "            event_type_1_no event  event_type_2_Cultural  \\\n",
       "date_index                                                 \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "\n",
       "            event_type_2_Religious  event_type_2_no event  \n",
       "date_index                                                 \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dumm = pd.get_dummies(df[[\"sales\", \"date\", \"dept_id\", \"cat_id\", \"wday\", \"month\", \"year\", \"event_type_1\", \"event_type_2\", \"snap_CA\", \"sell_price\"]])\n",
    "print(df_dumm.shape)\n",
    "df_dumm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a mask for the upper triangle\n",
    "#mask = np.triu(np.ones_like(train_dum.corr(), dtype=np.bool))\n",
    "#I let the mask here in case someone prefers to apply it, however I see more clear inputs without the mask\n",
    "\n",
    "plt.figure(figsize=(11, 11))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(df_dumm.corr(), mask=None, cmap=cmap, vmax=1, center=0, square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pre = pd.concat([df[[\"item_id\", \"d\"]], df_dumm], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>wday</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>snap_CA</th>\n",
       "      <th>sell_price</th>\n",
       "      <th>dept_id_FOODS_1</th>\n",
       "      <th>dept_id_FOODS_2</th>\n",
       "      <th>dept_id_FOODS_3</th>\n",
       "      <th>dept_id_HOBBIES_1</th>\n",
       "      <th>dept_id_HOBBIES_2</th>\n",
       "      <th>dept_id_HOUSEHOLD_1</th>\n",
       "      <th>dept_id_HOUSEHOLD_2</th>\n",
       "      <th>cat_id_FOODS</th>\n",
       "      <th>cat_id_HOBBIES</th>\n",
       "      <th>cat_id_HOUSEHOLD</th>\n",
       "      <th>event_type_1_Cultural</th>\n",
       "      <th>event_type_1_National</th>\n",
       "      <th>event_type_1_Religious</th>\n",
       "      <th>event_type_1_Sporting</th>\n",
       "      <th>event_type_1_no event</th>\n",
       "      <th>event_type_2_Cultural</th>\n",
       "      <th>event_type_2_Religious</th>\n",
       "      <th>event_type_2_no event</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-30</th>\n",
       "      <td>2011-01-30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-19</th>\n",
       "      <td>2016-04-19</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-19</th>\n",
       "      <td>2016-04-19</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-19</th>\n",
       "      <td>2016-04-19</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-19</th>\n",
       "      <td>2016-04-19</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>4.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-19</th>\n",
       "      <td>2016-04-19</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5835786 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date  wday  month  year  snap_CA  sell_price  \\\n",
       "date_index                                                      \n",
       "2011-01-30 2011-01-30     2      1  2011        0        0.46   \n",
       "2011-01-30 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30 2011-01-30     2      1  2011        0        0.00   \n",
       "2011-01-30 2011-01-30     2      1  2011        0        0.00   \n",
       "...               ...   ...    ...   ...      ...         ...   \n",
       "2016-04-19 2016-04-19     4      4  2016        0        2.98   \n",
       "2016-04-19 2016-04-19     4      4  2016        0        2.98   \n",
       "2016-04-19 2016-04-19     4      4  2016        0        1.88   \n",
       "2016-04-19 2016-04-19     4      4  2016        0        4.98   \n",
       "2016-04-19 2016-04-19     4      4  2016        0        2.98   \n",
       "\n",
       "            dept_id_FOODS_1  dept_id_FOODS_2  dept_id_FOODS_3  \\\n",
       "date_index                                                      \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "2011-01-30                0                0                0   \n",
       "...                     ...              ...              ...   \n",
       "2016-04-19                0                0                1   \n",
       "2016-04-19                0                0                1   \n",
       "2016-04-19                0                0                1   \n",
       "2016-04-19                0                0                1   \n",
       "2016-04-19                0                0                1   \n",
       "\n",
       "            dept_id_HOBBIES_1  dept_id_HOBBIES_2  dept_id_HOUSEHOLD_1  \\\n",
       "date_index                                                              \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "2011-01-30                  1                  0                    0   \n",
       "...                       ...                ...                  ...   \n",
       "2016-04-19                  0                  0                    0   \n",
       "2016-04-19                  0                  0                    0   \n",
       "2016-04-19                  0                  0                    0   \n",
       "2016-04-19                  0                  0                    0   \n",
       "2016-04-19                  0                  0                    0   \n",
       "\n",
       "            dept_id_HOUSEHOLD_2  cat_id_FOODS  cat_id_HOBBIES  \\\n",
       "date_index                                                      \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "2011-01-30                    0             0               1   \n",
       "...                         ...           ...             ...   \n",
       "2016-04-19                    0             1               0   \n",
       "2016-04-19                    0             1               0   \n",
       "2016-04-19                    0             1               0   \n",
       "2016-04-19                    0             1               0   \n",
       "2016-04-19                    0             1               0   \n",
       "\n",
       "            cat_id_HOUSEHOLD  event_type_1_Cultural  event_type_1_National  \\\n",
       "date_index                                                                   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "2011-01-30                 0                      0                      0   \n",
       "...                      ...                    ...                    ...   \n",
       "2016-04-19                 0                      0                      0   \n",
       "2016-04-19                 0                      0                      0   \n",
       "2016-04-19                 0                      0                      0   \n",
       "2016-04-19                 0                      0                      0   \n",
       "2016-04-19                 0                      0                      0   \n",
       "\n",
       "            event_type_1_Religious  event_type_1_Sporting  \\\n",
       "date_index                                                  \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "2011-01-30                       0                      0   \n",
       "...                            ...                    ...   \n",
       "2016-04-19                       0                      0   \n",
       "2016-04-19                       0                      0   \n",
       "2016-04-19                       0                      0   \n",
       "2016-04-19                       0                      0   \n",
       "2016-04-19                       0                      0   \n",
       "\n",
       "            event_type_1_no event  event_type_2_Cultural  \\\n",
       "date_index                                                 \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "2011-01-30                      1                      0   \n",
       "...                           ...                    ...   \n",
       "2016-04-19                      1                      0   \n",
       "2016-04-19                      1                      0   \n",
       "2016-04-19                      1                      0   \n",
       "2016-04-19                      1                      0   \n",
       "2016-04-19                      1                      0   \n",
       "\n",
       "            event_type_2_Religious  event_type_2_no event  \n",
       "date_index                                                 \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "2011-01-30                       0                      1  \n",
       "...                            ...                    ...  \n",
       "2016-04-19                       0                      1  \n",
       "2016-04-19                       0                      1  \n",
       "2016-04-19                       0                      1  \n",
       "2016-04-19                       0                      1  \n",
       "2016-04-19                       0                      1  \n",
       "\n",
       "[5835786 rows x 24 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pre.drop(columns={\"sales\", \"item_id\", \"d\"})[:\"2016-04-25\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save for later\n",
    "df_cat = df_pre[[\"item_id\", \"d\", \"date\"]]\n",
    "\n",
    "#ENDOGENEUS VARS\n",
    "y_train = df_pre[[\"sales\"]][:\"2016-04-25\"]\n",
    "y_test = df_pre[[\"sales\"]][\"2016-04-25\":\"2016-05-22\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wday</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>snap_CA</th>\n",
       "      <th>sell_price</th>\n",
       "      <th>dept_id_FOODS_1</th>\n",
       "      <th>dept_id_FOODS_2</th>\n",
       "      <th>dept_id_FOODS_3</th>\n",
       "      <th>dept_id_HOBBIES_1</th>\n",
       "      <th>dept_id_HOBBIES_2</th>\n",
       "      <th>dept_id_HOUSEHOLD_1</th>\n",
       "      <th>dept_id_HOUSEHOLD_2</th>\n",
       "      <th>cat_id_FOODS</th>\n",
       "      <th>cat_id_HOBBIES</th>\n",
       "      <th>cat_id_HOUSEHOLD</th>\n",
       "      <th>event_type_1_Cultural</th>\n",
       "      <th>event_type_1_National</th>\n",
       "      <th>event_type_1_Religious</th>\n",
       "      <th>event_type_1_Sporting</th>\n",
       "      <th>event_type_1_no event</th>\n",
       "      <th>event_type_2_Cultural</th>\n",
       "      <th>event_type_2_Religious</th>\n",
       "      <th>event_type_2_no event</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>-0.998303</td>\n",
       "      <td>-1.548836</td>\n",
       "      <td>-1.441967</td>\n",
       "      <td>-0.700467</td>\n",
       "      <td>-0.881935</td>\n",
       "      <td>-0.276124</td>\n",
       "      <td>-0.387469</td>\n",
       "      <td>-0.608047</td>\n",
       "      <td>2.515815</td>\n",
       "      <td>-0.22667</td>\n",
       "      <td>-0.459742</td>\n",
       "      <td>-0.450817</td>\n",
       "      <td>-0.944161</td>\n",
       "      <td>2.096774</td>\n",
       "      <td>-0.723172</td>\n",
       "      <td>-0.136481</td>\n",
       "      <td>-0.165455</td>\n",
       "      <td>-0.167114</td>\n",
       "      <td>-0.091815</td>\n",
       "      <td>0.295804</td>\n",
       "      <td>-0.039621</td>\n",
       "      <td>-0.022863</td>\n",
       "      <td>0.045763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.998303</td>\n",
       "      <td>-1.548836</td>\n",
       "      <td>-1.441967</td>\n",
       "      <td>-0.700467</td>\n",
       "      <td>-1.012918</td>\n",
       "      <td>-0.276124</td>\n",
       "      <td>-0.387469</td>\n",
       "      <td>-0.608047</td>\n",
       "      <td>2.515815</td>\n",
       "      <td>-0.22667</td>\n",
       "      <td>-0.459742</td>\n",
       "      <td>-0.450817</td>\n",
       "      <td>-0.944161</td>\n",
       "      <td>2.096774</td>\n",
       "      <td>-0.723172</td>\n",
       "      <td>-0.136481</td>\n",
       "      <td>-0.165455</td>\n",
       "      <td>-0.167114</td>\n",
       "      <td>-0.091815</td>\n",
       "      <td>0.295804</td>\n",
       "      <td>-0.039621</td>\n",
       "      <td>-0.022863</td>\n",
       "      <td>0.045763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.998303</td>\n",
       "      <td>-1.548836</td>\n",
       "      <td>-1.441967</td>\n",
       "      <td>-0.700467</td>\n",
       "      <td>-1.012918</td>\n",
       "      <td>-0.276124</td>\n",
       "      <td>-0.387469</td>\n",
       "      <td>-0.608047</td>\n",
       "      <td>2.515815</td>\n",
       "      <td>-0.22667</td>\n",
       "      <td>-0.459742</td>\n",
       "      <td>-0.450817</td>\n",
       "      <td>-0.944161</td>\n",
       "      <td>2.096774</td>\n",
       "      <td>-0.723172</td>\n",
       "      <td>-0.136481</td>\n",
       "      <td>-0.165455</td>\n",
       "      <td>-0.167114</td>\n",
       "      <td>-0.091815</td>\n",
       "      <td>0.295804</td>\n",
       "      <td>-0.039621</td>\n",
       "      <td>-0.022863</td>\n",
       "      <td>0.045763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.998303</td>\n",
       "      <td>-1.548836</td>\n",
       "      <td>-1.441967</td>\n",
       "      <td>-0.700467</td>\n",
       "      <td>-1.012918</td>\n",
       "      <td>-0.276124</td>\n",
       "      <td>-0.387469</td>\n",
       "      <td>-0.608047</td>\n",
       "      <td>2.515815</td>\n",
       "      <td>-0.22667</td>\n",
       "      <td>-0.459742</td>\n",
       "      <td>-0.450817</td>\n",
       "      <td>-0.944161</td>\n",
       "      <td>2.096774</td>\n",
       "      <td>-0.723172</td>\n",
       "      <td>-0.136481</td>\n",
       "      <td>-0.165455</td>\n",
       "      <td>-0.167114</td>\n",
       "      <td>-0.091815</td>\n",
       "      <td>0.295804</td>\n",
       "      <td>-0.039621</td>\n",
       "      <td>-0.022863</td>\n",
       "      <td>0.045763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.998303</td>\n",
       "      <td>-1.548836</td>\n",
       "      <td>-1.441967</td>\n",
       "      <td>-0.700467</td>\n",
       "      <td>-1.012918</td>\n",
       "      <td>-0.276124</td>\n",
       "      <td>-0.387469</td>\n",
       "      <td>-0.608047</td>\n",
       "      <td>2.515815</td>\n",
       "      <td>-0.22667</td>\n",
       "      <td>-0.459742</td>\n",
       "      <td>-0.450817</td>\n",
       "      <td>-0.944161</td>\n",
       "      <td>2.096774</td>\n",
       "      <td>-0.723172</td>\n",
       "      <td>-0.136481</td>\n",
       "      <td>-0.165455</td>\n",
       "      <td>-0.167114</td>\n",
       "      <td>-0.091815</td>\n",
       "      <td>0.295804</td>\n",
       "      <td>-0.039621</td>\n",
       "      <td>-0.022863</td>\n",
       "      <td>0.045763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       wday     month      year   snap_CA  sell_price  dept_id_FOODS_1  \\\n",
       "0 -0.998303 -1.548836 -1.441967 -0.700467   -0.881935        -0.276124   \n",
       "1 -0.998303 -1.548836 -1.441967 -0.700467   -1.012918        -0.276124   \n",
       "2 -0.998303 -1.548836 -1.441967 -0.700467   -1.012918        -0.276124   \n",
       "3 -0.998303 -1.548836 -1.441967 -0.700467   -1.012918        -0.276124   \n",
       "4 -0.998303 -1.548836 -1.441967 -0.700467   -1.012918        -0.276124   \n",
       "\n",
       "   dept_id_FOODS_2  dept_id_FOODS_3  dept_id_HOBBIES_1  dept_id_HOBBIES_2  \\\n",
       "0        -0.387469        -0.608047           2.515815           -0.22667   \n",
       "1        -0.387469        -0.608047           2.515815           -0.22667   \n",
       "2        -0.387469        -0.608047           2.515815           -0.22667   \n",
       "3        -0.387469        -0.608047           2.515815           -0.22667   \n",
       "4        -0.387469        -0.608047           2.515815           -0.22667   \n",
       "\n",
       "   dept_id_HOUSEHOLD_1  dept_id_HOUSEHOLD_2  cat_id_FOODS  cat_id_HOBBIES  \\\n",
       "0            -0.459742            -0.450817     -0.944161        2.096774   \n",
       "1            -0.459742            -0.450817     -0.944161        2.096774   \n",
       "2            -0.459742            -0.450817     -0.944161        2.096774   \n",
       "3            -0.459742            -0.450817     -0.944161        2.096774   \n",
       "4            -0.459742            -0.450817     -0.944161        2.096774   \n",
       "\n",
       "   cat_id_HOUSEHOLD  event_type_1_Cultural  event_type_1_National  \\\n",
       "0         -0.723172              -0.136481              -0.165455   \n",
       "1         -0.723172              -0.136481              -0.165455   \n",
       "2         -0.723172              -0.136481              -0.165455   \n",
       "3         -0.723172              -0.136481              -0.165455   \n",
       "4         -0.723172              -0.136481              -0.165455   \n",
       "\n",
       "   event_type_1_Religious  event_type_1_Sporting  event_type_1_no event  \\\n",
       "0               -0.167114              -0.091815               0.295804   \n",
       "1               -0.167114              -0.091815               0.295804   \n",
       "2               -0.167114              -0.091815               0.295804   \n",
       "3               -0.167114              -0.091815               0.295804   \n",
       "4               -0.167114              -0.091815               0.295804   \n",
       "\n",
       "   event_type_2_Cultural  event_type_2_Religious  event_type_2_no event  \n",
       "0              -0.039621               -0.022863               0.045763  \n",
       "1              -0.039621               -0.022863               0.045763  \n",
       "2              -0.039621               -0.022863               0.045763  \n",
       "3              -0.039621               -0.022863               0.045763  \n",
       "4              -0.039621               -0.022863               0.045763  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "import joblib\n",
    "\n",
    "ss = StandardScaler()\n",
    "df_pre_train = df_pre.drop(columns={\"sales\", \"item_id\", \"d\", \"date\"})[:\"2016-04-25\"]\n",
    "with joblib.parallel_backend('dask'):\n",
    "    x_trans = ss.fit_transform(df_pre_train)\n",
    "\n",
    "x_train = pd.DataFrame(x_trans)\n",
    "x_train.columns = df_pre_train.columns\n",
    "x_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pre_test = df_pre.drop(columns={\"sales\", \"item_id\", \"d\", \"date\"})[\"2016-04-25\":\"2016-05-22\"]\n",
    "with joblib.parallel_backend('dask'):\n",
    "    x_test_tr = ss.fit_transform(df_pre_test)\n",
    "x_test = pd.DataFrame(x_test_tr)\n",
    "x_test.columns = df_pre_test.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.core - INFO - Event loop was unresponsive in Worker for 7.03s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 7.03s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.16 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.16 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 4.14s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.core - INFO - Event loop was unresponsive in Worker for 4.15s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.57 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.57 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.52 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.33 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.33 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 83% memory usage. Pausing worker.  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.99 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 83% memory usage. Pausing worker.  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.51 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 77% memory usage. Resuming worker. Process memory: 12.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 13.57 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.utils_perf - INFO - full garbage collection released 75.93 MB from 126 reference cycles (threshold: 10.00 MB)\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.69 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 77% memory usage. Resuming worker. Process memory: 12.91 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.91 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 13.49 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 77% memory usage. Resuming worker. Process memory: 12.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 13.47 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 78% memory usage. Resuming worker. Process memory: 13.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.12 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 78% memory usage. Resuming worker. Process memory: 13.04 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.04 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 13.62 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.89 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.90 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.91 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.91 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.91 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.93 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.94 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.68 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 77% memory usage. Resuming worker. Process memory: 12.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 13.61 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.97 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.23 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.23 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 83% memory usage. Pausing worker.  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.98 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.02 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.03 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.00 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.01 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.88 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 78% memory usage. Resuming worker. Process memory: 13.13 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.13 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.41 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.42 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.42 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.42 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.34 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 83% memory usage. Pausing worker.  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.39 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.40 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 3.75s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Worker for 3.86s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.26 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.27 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.28 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.29 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.23 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.22 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.05 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.05 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.05 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.05 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.05 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.23 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.25 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.47 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 13.47 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.47 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.64 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.64 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.73 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.76 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.78 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.79 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.63 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.63 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.63 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.63 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.63 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.56 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.48 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.46 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.46 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.46 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 76% memory usage. Resuming worker. Process memory: 12.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 13.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 4.52s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Worker for 3.95s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.77 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.80 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.81 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.82 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.83 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.85 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.86 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.87 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.75 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.72 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.74 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.67 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.66 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.53 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 75% memory usage. Resuming worker. Process memory: 12.66 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.67 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.utils_perf - INFO - full garbage collection released 14.55 MB from 308 reference cycles (threshold: 10.00 MB)\n",
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.core - INFO - Event loop was unresponsive in Worker for 3.65s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.core - INFO - Event loop was unresponsive in Scheduler for 3.67s.  This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.06 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.09 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.10 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.12 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.12 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.12 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.12 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.13 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.14 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.15 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.16 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.16 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.16 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.16 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.17 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.18 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.11 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.71 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.54 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.55 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 77% memory usage. Resuming worker. Process memory: 12.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.84 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 81% memory usage. Pausing worker.  Process memory: 13.50 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 14.04 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.utils_perf - INFO - full garbage collection released 122.62 MB from 329 reference cycles (threshold: 10.00 MB)\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.92 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.33 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.35 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.36 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.37 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.38 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Worker is at 79% memory usage. Resuming worker. Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.31 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.24 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.07 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 13.08 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.95 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 12.95 GB -- Worker memory limit: 16.66 GB\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "rfreg = RandomForestRegressor(n_estimators=500 ,min_samples_split=40, max_features=\"auto\", min_samples_leaf=1, bootstrap=True)\n",
    "\n",
    "with joblib.parallel_backend('dask'):\n",
    "    rfreg.fit(x_train, np.ravel(y_train)) \n",
    "\n",
    "rfreg_pred = rfreg.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.69 GB -- Worker memory limit: 16.66 GB\n"
     ]
    },
    {
     "data": {
      "image/png": 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aWvbcc0/uuusudt55Z+6++25uvvlmYox07NiRhx9+mAsuuICVK1cydOhQOnTowOuvv87xxx/Pj370I0499VQATj/9dE499VTOPfdcHnjgAW6++WZqa2uJMfLzn/+cU045JfffW5IkSZK0XptdaIcQjgUuA4YBuwKnxRj/lnmvI/BT4BRgb6AMeB64Msa4oNkxtgNuBM4EtgdeAP4zxjh/q75NnrrpppsoKSkB4IYbbuC6667j9NNP52c/+xnjx49n1113pbIy6X2//fbbGT58OJMnT96kY5900kmceeaZhBCYPXs2I0aMYM6cOXTs2DFn30eSJEmS1Lot6dHeAZgC3A080uK9LsChwH9n2vQEbgKeAIY3a3cT8Dngq8By4JfAUyGEYTHGhi3I9HEduyS9zbnWsctGm9x///2MGTOGmpoaqqqq6NOnD9tvvz1f+9rX2HXXXQHo0mXjx1mfWbNmcdZZZzF//nw6dOjAsmXLmDNnDgMGDNii40mSJEmSts5mF9oxxr8DfwcILe5NjjGWAZ9uvi+E8H3gtRDCnjHGuSGEHsD5wDkxxuczbc4G5gGfAp7Zgu/xcSFsdEh3W5gwYQK33HILEydOpHfv3jzxxBNcd911m3WMDh060NCw9ucP1dXVa55/9atf5cYbb+SLX/wiAL169VrnfUmSJElS22qLWcd7ABFYmXk9DOgIPNvUIDOsfCowYn0HCCFsF0Lo3rQB3XIbOXtWrFhB9+7d6dWrF7W1tdxxxx0AfO5zn+Pee+9l0aJFAFRWVlJZWUn37t2prKykvr5+zTH22WcfJk2aBCQ92BMmTFjn+P369QPgvvvuY8WKFW30zSRJkiRJ65PTQjuE0Bm4AXggxrgqs7sPUBtjbFkRLs68tz5Xkdzv3bQVzL3cJ598MgMGDGD//ffnpJNOYujQoQAce+yxXHPNNZx44okMGTKE4447jqVLl9KrVy/OOussBg0axPDhyWj7K664gueee45hw4bx4x//mCOOOGLN8W+++WZOO+00Ro4cyZQpU9hzzz1T+Z6SJEmSpESIMW75h0OINJsMrcV7HYG/AnsCxzcV2iGEUcDdMcbtWrR/DvggxnjBeo61HdC8fTdgfllZGd27d1+zs7q6mlmzZtG/f386d+68xd+rmCwsq2JpeQ0Ag/vuuNmf95pKkiRJEqxatYoePXoA9GjWkbxeOVneK1NkPwT0B05oEWIR0CmE0LNFr/bOwMT1HS/GWAPUNDt+9kNLkiRJkpQFWR863qzIHgh8Ksa4vEWTN4A6mk2aFkLYFTiYVgptSZIkSZIKxZaso90VaL52VP8QwlCgFFgAPEyyxNepQPsQQtN916UxxtoYY1kI4Y/AL0MIyzOfuxF4m2TNbUmSJEmSCtaWDB0fDvyz2etfZR7/BIwGPp95PbnF5z4BjMs8vwSoJ+n53h54ATg3a2toS5IkSZKUki1ZR3scsKGbpDd6A3WMsRr4fmaTJEmSJKlotMU62pIkSZIkbTMstNvA448/zgEHHMDQoUN5++23046zjsmTJ/PQQw+lHUOSJEmSioaFdhu4/fbbue6665g8eTKDBg3apM/U19fnOFXCQluSJEmSsqtoC+0YI5V1lTnfYowbzHHRRRcxfvx4rrjiCkaMGME//vEPDj30UAYPHsxxxx3HtGnTABg3bhxDhw7loosu4qijjuKxxx5jxowZfPazn+Wwww5jyJAh3HbbbWuO+8orr3DMMccwZMgQBg8ezOOPPw7AZZddxmGHHcbQoUM57rjj+PCDmQCULl/GiSeeyKBBgxg8eDDnnXceS5Ys4dprr+X5559n6NChXHDBBTn61ZAkSZKkbUfYWKGYj0II3YGysrIyunfvvmZ/dXU1s2bNon///jS2b+SIB47IeZZJoybRpWOXDbY5/vjj+dGPfsThhx/OgQceyD//+U8GDRrE/fffz/XXX8/UqVMZN24cJ5xwAi+99BIjR46koaGBI488kjFjxrD//vtTWVnJkUceyT333EO/fv048MADefTRRxkxYgSNjY2sXLmSXr16sWzZMkpKSgD485//zB/v+RO//MODjLnzNsoWzub3v/89AKWlpfTq1Yt77rmHp556iocffni92Ztf086dO2f12kmSJElSoVi1ahU9evQA6BFjXLWhtluyvJe20KRJkxg6dOia4eNnnXUW3/ve91i4cCEA++67LyNHjgTgvffe45133uGrX/3qms+Xl5czbdo0Fi5cyIEHHsiIESMAaNeuHb169QLg2Wef5be//S3l5eVJAV5WBsDgQ4fz4+/fzqWXXspxxx3HSSed1GbfW5IkSZK2JUVbaG/fYXsmjZrUJufZVDFGQvj46mdN+7p27bpO25KSEiZPbrkcOYwdO3a9x587dy4XXXQRr732GnvvvTdvvfUWx3/iBACGDDucyZMn8/zzz/PII49wzTXX8Oabb25ydkmSJEnSpinae7RDCHTp2CXn2/oK59YcddRRTJ48mXfffRdIhnb37duXPn36fKztfvvtR5cuXbj33nvX7Js5cyalpaWMGDGCd999l4kTJwLQ2NhIaWkpZWVldOrUiT59+hBj5JZbblnz2flz59C1a1fOOOMMfvvb3/L++++zevVqunfvTlmm11uSJEmStPWKttDOR71792bMmDGcddZZDBkyhN/97netzvjdoUMHnnzySR566CEGDx7MQQcdxDe/+U2qqqro2bMnjz32GJdddhmDBw/mkEMOYcKECQwaNIgvf/nLHHTQQRx//PHsueeea473+isTGDZsGEOHDuXoo4/mf//3f+nRowef/OQnqaioYMiQIU6GJkmSJKntvf0wTPh12imyqmgnQ3PirsTCsiqWltcAMLjvjpv9ea+pJEmSpJwa3SN5/MFb0HOvdLNswOZMhmaPtiRJkiQpfasWpJ0gayy0JUmSJEnKIgttSZIkSZKyqCgL7UK87zxfeS0lSZIkafMU1TraHTt2JITA0qVL6d2792YtvVWs6mpriPW1QDKx2eaIMbJ06VJCCHTs2DEX8SRJkiSp6BRVod2+fXv69u3L/PnzmT17dtpx8kJZVR3l1fUAdKrafrM/H0Kgb9++tG/fPtvRJEmSJKkoFVWhDdC1a1cGDhxIXV1d2lHywu9f+pC//CuZve+FS4/f7M937NjRIluSJEmSNkPRFdqQ9GxbHCYqG9rxUXkDgOtgS5IkSVIbKMrJ0CRJkiRJSouFtiRJkiRJWWShLUmSJElSFlloS5IkSZKURRbaee6M21+h35VjqaipTzuKJEmSJGkTWGjnuddmlwJw/6Q5KSeRJEmSJG0KC+0CUdcQ044gSZIkSdoEFtqSJEmSJGWRhbYkSZIkSVlkoS1JkiRJUhZZaEuSJEmSlEUW2pIkSZIkZZGFtiRJkiRJWWShLUmSJElSFlloS5IkSZKURRbakiRJkiRlkYW2JEmSJElZZKEtSZKk/BYjLJmedgpJ2mQW2pIkScpvv+gPtx0BYy9NO4kkbRILbUmSJOW3qhXJ47Qn0s0hSZvIQluSJEmSpCyy0JYkSZIkKYsstCVJkiRJyiILbUmSJEmSsshCW5IkSZKkLLLQliRJkiQpiza70A4hHBtCeDKEsCCEEEMIX2zxfgghjM68XxVCGBdCOKhFm+1CCL8NISwLIVSEEJ4IIfTd2i8jSZIkSVLatqRHewdgCnBhK+9fDvww8/5hwCLguRBCt2ZtbgJOA74KjAS6Ak+FENpvQR5JkiRJkvJGh839QIzx78DfAUII67wXkh0XAz+LMT6a2fd1YDEwCrgjhNADOB84J8b4fKbN2cA84FPAM1v6ZSRJkiRJSlu279HuD/QBnm3aEWOsAV4ERmR2DQM6tmizAJjarM06MkPNuzdtQLf1tZMkSZIkKW3ZLrT7ZB4Xt9i/uNl7fYDaGOOKDbRp6SqgrNk2f+ujSpIkSZKUfbmadTy2eB3Ws6+lDbW5HujRbHPiNEmS1LqZz8Mv9oHVS9JOIknaBmW70F6UeWzZM70za3u5FwGdQgg9N9BmHTHGmhjjqqYNKM9WYEmSVITu+xJULoNHv512EknSNijbhfYskkL60007QgidgOOAiZldbwB1LdrsChzcrI0kSdLWs0dbkpSCzZ51PITQFRjQbFf/EMJQoDTGODeEcBNwdQhhBjADuBqoBB4AiDGWhRD+CPwyhLAcKAVuBN4Gnt+qbyNJkiRJUso2u9AGhgP/bPb6V5nHPwHnAr8AtgduA3oCk4ATY4zNh3tfAtQDD2XavgCcG2Ns2II8kiRJkiTljS1ZR3scycRlrb0fgdGZrbU21cD3M5skSZIkSUUjV7OOS5IkSZK0TbLQliRJkiQpiyy0JUmSJEnKIgttSZIkSZKyyEJbkiRJkqQsstCWJAm4++VZ9LtyLIvKqtOOIkmSCpyFtiRJwE+enAbAfz0xNeUkkiSp0FloS5LUzOqa+rQjSJKkAmehLUmSJElSFlloS5IkSZKURRbakiRJkiRlkYW2JEmSJElZZKEtSZIkSVIWWWhLkiRJkpRFFtqSJEmSJGWRhbYkSZIkSVlkoS1JkiRJUhZZaEuSJEmSlEUW2pIkSZIkZZGFtiRJkiRJWWShLUmSJElSFlloS5IkKbem/AWWTE87hSS1mQ5pB5AkSVIRmzsJHvt28nx0WbpZJKmN2KMtSZKk3Fn0VtoJJKnNWWhLkiRJkpRFFtqSJEmSJGWRhbYkSZIkSVlkoS1JKnjzSivpd+VYPvfbCWlHkSRJstCWJBW+O8d/CMDbHzmjsSRJSp+FtiSp4DXGmHYESZKkNSy0JUmSJEnKIgttSZIkSZKyyEJbkiRJkqQsstCWJEmSJCmLLLQlSZIkScoiC21JkiRJkrLIQluSJEmSpCyy0JYkSZIkKYsstKU2NPDHT9PvyrHMWFy+RZ9fvKqafleOpd+VY7OcTGkoq6rz11OSJKkIWWhLbaiuIQLwwGtzt+jzT05ZkM04Stn/TV+cdgRJkiTlgIW2Nqq6roHnp1kQSC2VV9cx7r0laceQlCsLJsPyD9JOIUkqQB3SDqD8t///+wcA3zlub646+YCU00j5Y9DoZwH4+WmDGHXEnimnkZRVVSvg98clz0eXpZtFklRw7NHWJnv1g+VpR5Dy0qsf+mdDKjor56WdQJJUwLJeaIcQOoQQfhpCmBVCqAohfBhCuDaE0K5ZmxBCGB1CWJBpMy6EcFC2s0iSJEmS1NZy0aN9BXABcCFwAHA5cBnw/WZtLgd+mGlzGLAIeC6E0C0HeSRJkiRJajO5KLSPAh6PMY6NMc6OMT4MPAsMh6Q3G7gY+FmM8dEY41Tg60AXYFQO8kiSJEmS1GZyUWhPAD4ZQtgXIIQwBBgJPJ15vz/Qh6T4BiDGWAO8CIxY3wFDCNuFELo3bYA935IkSZKkvJSLWcf/B+gBTA8hNADtgR/HGB/MvN8n89hyvajFwF6tHPMq4L+yHVSSJEmSpGzLRY/2V4CzSYaBH0oyLPxHIYSvt2gXW7wO69nX5HqS4r1p65u1tJIkSZIkZVEuerT/F7ghxvjnzOu3Qwh7kfRK/4lk4jNIerYXNvvczny8lxtYM7S8pul1cpu3JEmSJEn5Jxc92l2Axhb7GpqdaxZJsf3ppjdDCJ2A44CJOcgjSZIkSVKbyUWP9pPAj0MIc4F3gENIlvK6CyDGGEMINwFXhxBmADOAq4FK4IEc5JEkSZIkqc3kotD+PvDfwG0kw8EXAHcA1zVr8wtg+0ybnsAk4MQYY3kO8kiSJEmS1GayXmhniuWLM1trbSIwOrNJkiRJklQ0cnGPtiRJkpRffv8JuOszaacofDHCDXvB3/4z7SSFr64KRveAcTeknUQ5YKEtSZKk4lZZCgv+DXNfgdqKtNMUtg/HQfVKmHx/2kkK38u/SR7HXZ9uDuWEhbYkSZKKW33N2ucNdenlKAbVZWknKB5ey6JmoS1JkiRJUhZZaEuSJEmSlEUW2pIkSZIkZZGFtiRJkiRJWWShLUmSJElSFlloS5IkSSosL98ML/x32imkVnVIO4AkSZIkbbLGBnju2uT5kf8JO+yUbh5pPezRliRJklQ4GhvWPq9akV4OaQMstCVJktS6xy+E0T2gYnnaSZYEe5UAACAASURBVCSpYFhoS5IkqXVvjkkex9+Ybg5JKiAW2jkWY0w7giRJ0tarq0o7Qfr8f52kTWShnUMPvjaX/lc9zRdvfTntKJIkSdoaL/0v/GRHeOCraSeRVAAstHPozvEfAjB53sqUk0iSJGmrjP918vj+39PNIakgWGhLkiRJkpRFFtqSJEktVZWmnUBSa2Lj2uc1q9LLIW2AhbYkSVJLZR+lnUBSaxrr1z5fvSS9HNIGWGhLkiRJkpRFFtqSJEmSJGWRhbYkSZIkSVlkoS1JkiRJ26LGRhjdI9mUVRbakiRJKm4VzSbMqilPL4eUb+a/lnaComWhLUmSpOLW2LD2efOloaRtXfM/G8oqC+0CMW2hawRKkiRJUiGw0C4Q/5zuGoGSJEmSVAgstCVJUnbNfRWe/X9pp5AktYWK5fD495JHrdEh7QCSJKnI3HVS8rjrEBh0erpZJEm5dctwqCqF95+By2amnSZv2KMtSZJyY+l7aSeQJOVaVWnyWLE03Rx5xkJbkiRJUtuZPjZZt3meS0upeFloS5IkSWo7fx6VPN73pXRzSDlkoS1JkiSp7dWUp51AyhkLbamALF1dk3YESZIkSRthoS0VkMffXJB2BEmSJEkbYaEtSZIkSVIWWWhLUko+XFqRdgRJkiTlgIW2JKVkyvyytCNIkiQpByy0JUlSfokR7jkV3noo7SSSJG0RC21JkpRf3hwDs8fDo99KO4kkSVvEQluSJOWXso/STiBJ0lax0JYkSZIkKYsstCVJkiRJyiILbUmSJEmSsignhXYIYfcQwn0hhOUhhMoQwuQQwrBm74cQwugQwoIQQlUIYVwI4aBcZJEkSZKUj2LaAaScyXqhHULoCbwM1AEnAwcClwIrmzW7HPghcCFwGLAIeC6E0C3beSRJkiRJaku56NG+ApgXYzwvxvhajHF2jPGFGOMHkPRmAxcDP4sxPhpjnAp8HegCjMpBHkn6mBgjd770IR+trEo7iiRJkopMLgrtzwOvhxD+GkJYEkJ4M4TQfCHM/kAf4NmmHTHGGuBFYMT6DhhC2C6E0L1pA+z5VkF77E2XrknbbeM+4GdPv8vRN/xf2lEkSZJUZHJRaO8NfBeYAZwE3A78JoTwtcz7fTKPi1t8bnGz91q6Cihrts3PZmCpra2srEs7wjZv6kdlaUeQJElSkcpFod0O+HeM8eoY45sxxjuAO0mK7+Zazn4Q1rOvyfVAj2Zb3yzmlaRUxOgkMMXmhBvHcdlfp6QdQ/liwWQY3QPmvJJ2EklSG8tFob0QmNZi37vAnpnnizKPLXuvd+bjvdxAMrQ8xriqaQPKsxVWktIyfsaytCMoi6bMW8mHyyr46xsOulLGH09MHu/+TLo5JEltLheF9svAfi327QvMyTyfRVJsf7rpzRBCJ+A4YGIO8kiSlHNlVd4SohYaatJOIElKSS4K7V8DR4YQrg4hDAghjAK+DdwKEJOxkjcBV4cQTgshHAzcA1QCD+Qgj5QVr80qpd+VY/n2va+nHUWSJElSHuuQ7QPGGP8VQjiN5L7qa0l6sC+OMd7frNkvgO2B24CewCTgxBijQ8KVt3757HsAPDttvXc4SJIkSRKQg0IbIMb4FPDUBt6PwOjMJhUE562SJEmStClyMXRckrYpT721IO0IkiRJha96ZdoJssZCW5K2UqOjHSRJkrbeknfTTpA1FtqSJEmSJGWRhbYkSZIkSVlkoS1JkiRJUhZZaEuSJEnatiycAqN7wGt3pp1ERcpCW5IkSdK25dHvJI9P/yjdHCpaFtqSJEmSti11lWknUJGz0C5yL7y7OGvHmjK/LGvHkqRiU1XXkHYESZKUJyy0i9yMJavTjiBJ24TXZ5emHUGSJOUJC20VhPqGRh6f/BH1DY1pRyl41XUNPDFlATHGtKNIaywqq2b8jKVpx5Ck/PfuU1C1Iu0UkjaiQ9oBpE1xym/G8/7i1fzqufd58bJPpB2noO3///4BwLjpS/jVV4amnEZKHHn9CwA8/r2jGbLHjimnkaQ89frd8NTFyfPR3tIn5TN7tFUQ3l+cDIGfs9yJK7Jl0iyHuSr/TJ63Mu0IkpS/5kxMO4GkTWShLUmSileFtyQUlYolaSeQpE1ioS1JkoqXhZkkFY5lM9JOkDUW2pIkSZKk9FUuTztB1lhoS5IkSVIhevJiGN0DFryZdhK1YKEtSZIkSYXojbuTx2euSTeHPsZCW5IKXHl1XdoRJElSmhrr006gFiy0pQKyaFV11o710cqqrB1L6fnirS8zaPSz/OTJd9KOIknrt2J22gkkFYra1WknyBoLbUkqYE3rTj/42tyUk0hSK2a+kHYCSYVi0dS0E2SNhbYkSc3UN8S0I6Srvhae+TGs9Ic3krRB8/4F43+ZdgrlqQ5pB5AkKZ9MmlWadoR0PXEhvPUXeOUWGF2WdhpJyl9//FTy2GcIDPxUulmUd+zRliRJay2elnYCSSosS/x7Ux9noS1tooWrnDxMWp/3F5fT78qxjH1rYdpRCt7U8Y/D6B5Mn/Rs2lEktVRXkXYCSQXEQlvaRPNKLbSl9fnufW8A8L0H/p1yksJ38AtfA2Dg02eknESUfph2AklSAbPQliRtlfJq1+7MtvZhG5+QLR/U2nspSdpyFtqSJEnFavbLMLoH3HXy1h9r2YytP4bSFSOMuwF+dzSs8nYfKZcstCVJkorV+BuTx7kTt/5YcyZs/TGUrpdvgnHXw+Kp2fk9IalVFtqStI1bVFbNRyudg0AqStHbEPJKdRksfS+dc795Hzw/Op1zS9sg19EuEJW1DWlHkFSEGhojR17/AgDT//szdO7YPuVEklTEbtgzebzwDSgZ0Hbnfe8f8MRFyfPQHmKB/78yNq59XleZXo4mC95MO4HykD3akrQNq6xdO5HZ8oraFJNI0jZk3qS2O9fcSfDXc5Piesgo2GtE2507VxqbTcK5akF6OZrM9rYKfZyFdg6tqqpLO4IkSdqW1XlbyDZtybvwwBlQXwUDT4LP/ybtRNI2w0I7h5attndIUn6rrV87/C4ffjj4wvQlaUeQisu8V9NOoLSUzYf7vgTVK6HvYfDle6B9x7RTZUfzoeOVy9LLoeyrKUs7QdZYaEvSNqy2Ye1/VlbXpL8e9vwVeXCvnSQVuspSGPMfsOojKNkPRj0EnbqknSp7GpvdY161Mr0c0gZYaKtN9LtyLP2uHJt2DBWRU24eT78rx9LY6Iy6kiStUVuRDBdf9h503x3OeRS69Fr7/uzxyePKeenkk7YRFtrKuT+/NjftCCpC0xauAhxqLClHlqW0BJO0NRrq4K/nwfx/Qecd4exHoEff9bd94Sdtmy2bGpvd6lTmDwyUnyy0lXOrqtO/71PFq6a+wJcokZSf6p1nRQUmxmQJrxnPQIftk+HiOx+wgfaNrb+X75qvD19fk14OaQMstCUVtJWV/iBHUg40WGhnTXkeLL+0LXh+NEx5IFkn+8t3w55HpJ1IhcCVCXLGQltSQXt5prONSsqBpQ4dz5rq4plFOG+9ciu8fFPy/PO/gf1OTjePCseCN9NOULQstCVJkqRC9dZD8MzVyfNP/hcccna6eSQBFtqSJElSYZr5Avztu8nzI74LIy/J/TmXzcj9OQpNhROz6uMstCVJkqRC89Eb8JdzoLEeDj4dTvo5hJD78y6ZlvtzSEUg54V2COGqEEIMIdzUbF8IIYwOISwIIVSFEMaFEA7KdRZJ+WHmknIGXP00/5pdmnYUSS2VL0w7gZp7+jK449i0Uygf3f9lqKuAvT8BX/wdtLP/bLOUzU87gYpcTv9EhhAOA74NvNXircuBHwIXAocBi4DnQgjdcplHUn44885J1DdGvnz7K2lHkdRSpRMMAlCTJxN4vfZ7WDgF5r+RdhJl04xntv4Ylctht0PgK2OgQ6etP962Jro8qHIrZ4V2CKErcD/wLWBFs/0BuBj4WYzx0RjjVODrQBdgVK7ySMofpRUumyNJm6VyedoJlE0VW/jr2XwG9177wKi/wnb2U0n5KJc92rcCY2OMz7fY3x/oAzzbtCPGWAO8CIxY34FCCNuFELo3bYB/o2iz9btyLP2uHEtjY0w7SsFrupaSpDbSWJ92AqWtrmrdnvBzHoWuvdPLo/wy/7Ut+5x/t+RMTgrtEMJXgUOBq9bzdp/M4+IW+xc3e6+lq4CyZps3VWiLvT5nxcYbqVXzSivXPK+pd9iVJLWJWS+mnUBpamyAR7657r6e/VKJkhcamo2MWzE7tRh5JTZu2edeuXXrzls6a+s+X8SyXmiHEPYAbgbOjjFWb6Bpy27FsJ59Ta4HejTb+m5tTm27GuzR3irNr1/0UkpS22j0B5vbrBhh7A9h+lNpJ8lP/tnYOg1bcTtfXTX89dysRSk2HXJwzGHAzsAbYe0SA+2BY0MIFwL7Zfb1AZpPbbozH+/lBtYMLa9peh3aYukCFa2yqrq0I0iStHmcpG7bNe56eOMeIECHzlBflXYiZcurW9mbnLZnroaFk9NOkbdyMXT8BWAQMLTZ9jrJxGhDgQ9JZhn/dNMHQgidgOOAiTnII63j3YWr0o4gSdLm+ejfaSdQGl67E178n+T5Z38JB3wu3TxSk7f+Cq//Me0UeS3rhXaMsTzGOLX5BlQAyzOvI3ATcHUI4bQQwsHAPUAl8EC280iSJEkF552/JeuoAxx/FRx2frp5pCZL34cnf5A8P+ZH6WbJY2mtbP8LkmL7NpLe7t2BE2OM5SnlKQif+tWLjH7iHf5v+mIqapwhUJJUpKY+knYCKV2zXoJHvwVEGP4NOO6KtBPll+YTf1U5yW2bqq2Ah74GdRXQ7xj4xNVpJ8pbubhH+2NijMe3eB2B0ZlNm2jmktXMXLKaeybOpmP7wKF79uSYgSUcM7A3B+/eg/btvHddklQEls9IO4GUnoVT4MFRySRVB3wOTrkRnJ9oXc0nQPOe9bYTI4y9FJa+C113gS/9Edq1TztV3mqTQlvZ8buzDmX8zGWMn7GUeaVVTJpVyqRZpdz47Pv02L4jIweUMHJgCSMHlLBHry5px5Va5czv2Vddt4XLekiS8kfpLLjvdKgth71Gwn/8wUJG+ePf98KUByG0g9Pvgm67pJ0or1loF5CTB+3KyYN2BWDO8gpemrGMCTOWMnHmcsqq6hj79kLGvp1M5N6/ZAeOGViSZtw13l3oHQFSLvxrdmnaESSpMCz/YO3ziqXQc6/0srRm9RIYcxpULIFdBsGZD0DHzmmnkhIL31o7Z8AJ10C/kenmKQAW2gVqr5124JydduCcI/eivqGRKfPLGD9jKRNmLOPNeSuZtayCWcsq1vnMTc+/zzEDezOkbw86tG+72/Mra72fXMq2N+aUcu5dr6UdQ5IKQ02zFUfq8nCocU053H86rJgFO+4FZz8MnXuknUpKVJfBX78ODTUw8EQ4+pK0ExUEC+0i0KF9O4bt1ZNhe/Xk4k/ty6rqOl79YDnjZyxjzKtz1rS76fkZ3PT8DLp17sCIfXZi5MDeHDuwhL122iHF9Co0jdFh32l7c+4Kvn7Xv6iobdh4Y0lSfquvgT+fldyb3aUEznkMuvVJO5WUiBEevxBKP4Qee8Bpd0C7tObTLiwW2kWoe+eOnHhQH048qM86hfYpg/rwcmaY+TPvLOaZdxYDsEev7TlmYG+OGVDCiH1K6NGlY1rRVQDmllaueV5T30jnjt471pamzFvJ1/74Gqtr6jly7168+qHDxyWpYDU2wmMXwKwXoVPXpCd7p33STiWtNel2ePcJaNcRvnwPdOmVdqKCYaG9DbntrGE0NEbe/qiMCTOWMn7GMt6Ys4J5pVU8MGkuD0yaS7sAg/vuyLEDSxg5sDeH7Llj2rElZbw9v4xz/jiJ8pp6Du/Xi7vOPYwDr30m7VjKNyvmJMNQ+xycdhJJGxIj/ONKeOfRpIj5yhjY7ZC0U0lrzfsXPHtN8vzEn0Lf4enmKTAW2tuY9u0CQ/fYkaF77MiFJwykoqaeSbOW89L7y5gwcxkzl6xm8ryVTJ63kt/830y6brfub5EYI8ElJqQ2N/WjMs7+4yRWVdczfK+e3H3eYXTp5F/hTZ5+e1HaEVi0qibtCImbByePl8+y50FqUt/sz2djnswdM+FX8NodyfPTbod9Tkg3j9RcZSn89dzkz8uBX4QjvpN2ooLj/9K2cTts14ET9t+FE/ZPpudfsLKKCTOXMX7GMl6euYzSitp12o/8n38yckAJx+xbwtH7lNBzh05pxJa2KdMWrOLsP06irKqOQ/fckXu+cTg7bOdf3821/LsqDTMW59kKCytmW2hLTapWrH1eW9F6u7YyZ0KyAXzmf2DQ6enmkZprbIRHvw2r5kOvfeDzv3Ut9y3g/9S0jt123J4zhu/BGcP3oLExMm3hKk797YQ173+0soq/vD6Pv7w+jxBg0O49ksJ7YG8O3WtHtuvg/bpSNk1ftIqz/vAqKyvrGLrHjvzpG4d/bKSJJKlAjfwhHHnBprevr85dFqnJhF/BzOegQ2c4417o3D3tRAXJ/62pVe3aBQ7efd2lJe457zAmzEh6vN9bXM5b88t4a34Zt437gO07tufIvXutmc18wM5dHWZehJr3HNY3NKaYpPi9v7ics+6cxIrKOgb37cGfvnE43To7WaEkFYVDzoZPXrt5n3n3idxkkZrMegn++bPk+Sk3Ot/HVrDQ1mY5fr+dOX6/nQFYvKqaCTOWrRlqvmx1Df98byn/fG8pALt0345jBvZeM7u5ikN59dp72xpc6itnZi4pZ9Sdr7K8opaDd+/OmG8cQY/tLbIlqWAtnrbu61Nvdjiu8kv5Ynj4fIiNMGRU8sMgbTELbW2xXbp35kvD+vKlYX2JMTJ9UTnjM7OZvzarlMWranj4jfnrfOb6v7/LMQN6M7xfT5eFklrxwdLVnHnnJJatruXAXbtz3/lHuOxeAfDnTpJatXIu3Pcfa1/vdii0L9D/hseGtBMoq5r94/XI+VCxBHY+ED77S38QtJUK9E+48k0IgQN27c4Bu3bn28fuQ3VdA6/PXsH4GUu546UP17S748UPuePFD9muQzsO79+LYwf2ZuTAEvbv081h5hIwa1kFZ/7+VZaW17B/n27c/80j2LGLkw4WgvfybTI0SfmhYjmM+Q8oX7h2X8cu6eXZWu+7rGRRaWg2mejs8cl67mfcC50K+PdonrDQVk507tiekQNLGDmwhNnLK9YMH//SoX2ZMHMpi1fVMD5zrzdA727bZSZVK2HkgBJ27t45zfhSKmZniuwl5TXst0tSZDuzvyQVsNoKeOAMWD4DuvdNZnEudA11aSdQLn3+N1AyMO0URcFCWzlXWbt2iNEvzxhCjJEZS1ZnCu2lTPqwlKXlNTz25kc89uZHAOzfp1tmGbHeHN7P5WmUfS9MX5J2hHXMXV7JmXe+yqJV1QzcuSv3f+sIduq6Xc7P29hsxFh9g2OfpbxVXZZ2Am2uhjp46Ovw0euwfU8451G49fC0U0mtO+ybcPCX2v68H77Y9udsAxbayrl3F647nDKEwL67dGPfXbpx/sj+1NQ38MacFWtmM5+6oIzpi8qZvqicP0yYRaf27db5fGNjpF07h5lr69TW59eM6Wfe+SoLy6rZp/cOPPCtIylpgyIboLJm7eR2S8pdNkbKW9Ur006gzdHYCI9fmFkiaXsY9RD03i/tVNK66mvXfX3Sz9v2/NVl8Ny18MY9bXveNmKhrdRt16E9I/YpYcQ+JVz+mWT5qJdnLssU3ktZULbuf/4P+9nzHD0gGZZ+zMASdu2xfUrJpez5aGUVe5fswIPfOpLe3dqmyM6WWpd5k6R1Pf9f8NafIbSHM/4Ee9iTrTz0XIvl5Tq04f8/ZjwHT/4AVn3UdudsYxbayju9dujE54bsxueG7EaMkQ+XVfDJX64dUrK8opYnpizgiSkLABiwc1dGDijh2H1LOKL/Tuywnb+tlXuT52W3d6l/yQ48+O0jC3J+gpWV3q+XlyqWpp1Ayh91lWufN9S23i4bJv4WJv4mef6FW2Dfkz7eZs6E3GbIpXyYdbyxfuNttGHv/A0m/a7tz1tZCs/8GKY8kLzu2T/5c3LPZ9s+S45ZkSivhRDYp3fXdfY99J2j1iwj9tb8lcxcspqZS1Zzz8TZdGwfOHTPnhwzsIRjBvbm4N170N5h5sqyp99eyCV/mbxVx1jUYqTGA986gl0KsMhWHisrgkmXpGxpfo97XVXuzjPlL/DsNcnzT18HQ0fl7lzbsvqatBMUtuUfJLc2tLV3n4KxP4TVi4EAR30PPvHjop3h3EJbBefw/r04vH8vLj1xP8oq65j4wTJeygwzn7+iikmzSpk0q5Qbn32fHbt05Oh9kmHm0taKMXLbuA/432fe26rjLF5VzZl3vrrOPm+BkKQCN+N5ePw/k+dHXQgjLko3j7Q+dVXJJH215bDnUTD3ldyfs2IZ/P1ymPpI8rpkX/jCrUV/S4WFtgpajy4dOXnQrpw8aFdijMxZXsn4mcsY//5SXvlgOSsr6xj79kLGvr127cqbX5jBQbt156h9dqJb544pplchqa1v5KpH3+aRfye9hOeO6Mc9E2dv9nGWZIrsWcsqspxQkpSa+a/DQ+ckQ5oHnQGf/m8IjqhTHvr75bD4behSAqffBb86IHfnihHeeRSevgwqlydzFhz9AzjuCuhY/KP4LLRVNEII9CvZgX4lO3DOkXtR39DIlPkr16zX/cacFWvafnvMG7RvFzhkjx05ZmBvRg4sYUjfHnRoMcO5BLCiopbv3PcGr80qpX27wOjPHcg5R21+ob20vIZRf5jEh0srCCH590eSVOCWzYD7v5zcB77PJ5Oeunb+f0J5aPKD8O97gQBf+gN03y135ypfBGMvhelPJa93OTi5F3u3Q3J3zjxjoa2ca0ypmujQvh3D9urFsL16cfGn9qXflWPXvNdvpy7MXl7J63NW8PqcFfz6+ffp1rkDI/bZiWMG9uaYgSXstdMOqeTOd3Ebqw4/XLqab9zzL2Yvr6Trdh24ZdQhHL/fzpt9nGWrazjrD68yc8lqdu3RmR7bd2T6ovKNf1DaUo15MGGRVOxWLYAxp0FVKex2KJxxL3TolHYq6eMWT4OnLkmeH38V7POJ3JwnRpjyZ/jHlcmyhO06wLGXwcgfbnN/Niy0lXOlFTme3XMz/eCTA7nk0/+fvbMMj+rc2vA9M8nEXYmRQAxCcIdAgQotdafU9dS9PT1tT/2rn3pPe+pGjVKhFGgpbsEDBKLEQ9wmNhnZ3493MpYJhAhJYN/Xta/MbJt3NPt511rPiqeoppmN2VVsyqlkU3YVDa16VqWXsyq9HIAof3dmxgUyKy6QacPlGu92CmssJjJa3cnd1mlLbhW3f72b+hYd4b5ufHr9JBJCvY77PDVNbVz9cSpZ5Y2EeLtw/fRoXlyR0QcjlpGxYsXDMOXW/h6FjMzJS0stfH0J1BdBQCws+hFcPI99nIzMiUbbCD9cC/oWGDYHZj3Ud4/1zWWifzzAkLEiwyN0VN893gBGFtoypyyR/u5cNSWKq6ZEYTBK7C+pZ1N2JRuyq9hdUEthTTOLUwtZnFqIvXG5zmDE+RRNM5c4NSLaP+wo4l8/70dvlBgX5cv/rpnYrf7WtU1tLPo4lYwyDcFeLnx07URu+XJnH4xYRkZGRuaEoWuBbxdCxUHwDIWrl4KHPCkvMwCRJNGvujobvMJEyrhS1XePl/MXqFzgtH8KQ0DVqSs3T91nLiNjhUqpYGykL2MjfblrbhyNWj2ph6tN9d2V5FbaGleNe/Yvpg4LMLURCyQm0AOFbHpyUmA0Sry8KoMP1x8G4NzRQ3jtsjG4Oh//P6W65jau/iSVQ0caCPR0YfEtU/lyaz7lDVpz+UJ/Y7AqBdDqT+4MBZl+YPNbMPfx/h6FjEzvs+RG4dbs4gNX/wR+Q/t7RDIyjtn5CRxYIozILvus9yeEavNt70dMFrXYQQm9+ziDEFloy8g4wNPFiXkjQpg3IgSA0roWpr+0xry9Uatn9aFyVh8Saebhvm6kxIk2YjOGB+LncWrVoJwstLQZuP/7vaxMLwPgnrmx3Hd6PMpu9GKvb9ZxzSfbSS9tINBTzbe3TKGhVcdX2woAeOGiZBZ9nNqr4+8OzW2WOt6qRrkvqUwvY5A/UzK9Q3JMFAAeRiPbjrHvCSHzDxG1W/jtKZsWKzMIKNkNKx8Tt894BqKm9t65jUbY8RGsftp2/Y0r+zZiPoiQhbaMTBcI87Xtcfz73TPZkC1qu3fm11JS18J3O4r4bkcRCgUkh/sI4R0bxIShfqidTs0088FEeUMrN3+xk/0l9ahVSl66JJmLx0d061wNrTqu/TSV/SX1+Huo+ebmqUQHenDeO5uQJLh4fDgzYuUUQxkZGZnjpWmguHkrlKI1UvSM/h6JjIxjWmrhx+vA0AYJC0Rv996iKgd+u8txD25ZZJuRhbaMTDcYFe7DqHAf7jgtluY2PdvzaoSxWnYVmeUa9hXXs6+4nvfW5uKuVjElxp+UuKD+HrZMJxwsbeCmL3ZwpL4VP3dn/nftRCZF+3frXJpWHdd9up204nr83J1ZfMsUEkK9+O+6XDLKNPi5O/PEgpG9/AxOHg5Xyv3FZWRk+gBNmeW2tqHn51vwHxhxbs/PIyPTF0gS/HIn1BWC71C48P3e6etuNMDW92DtC6BvBbWniJQvf7Dn5z4JkYW2jEwPcVc7cVpCsLnlU3lDK5tMtd2bcqqoamxjbWYlazMrbY77dW8JM2MDCfA8foMtmd7l0g+20NxmYHiQB59eP6nbrd0atXqu/2wHewrr8HV35pubp5IY6k1BdRNvrs4C4IkFI/GXSwtkZGRkTizWQrul7viPP7DU9v7EG3o2HhmZvmTLO5C5HFRquPwLcPPt+TkrDsGvd0LJLnF/+Fw47y3wjZKFdifIQlvmlKBVfd6bwQAAIABJREFUZ6lD7WvP7BBvVy6ZEMElEyIwGiUyyjRsyqk0GatVmfe797u9ACSFeZvaiIk08+6Ybsn0jOY2AzNiA3j/qgn4uDt36xxNWj03fLadXQW1eLs68fVNUxgZ5o0kSTzxywG0eiMzYgO4eHx4L49eRkamz6nOhYDh/T0KmR7SXue9/3gPPLwOlsqt8mQGCQVbLXXT81+CsHE9O59BB5vfhPWviDR0Fx846wUYd3XvRMlPYmShLXPSs7eojgd+2Gu+X17fesIeW6lUMDLMm5Fh3tw6azjR/1xu3jZiiDeHjjSQXiqWD9cfxtVZyeSYAFJiA0mJDyQhxGvAuZnvLrREAqyNtAYTOoOtu/bCyZE8e8GoHrVsu+HzHezIr8XL1Ylvbp7KqHAfAH7dW8rG7CrUTkqevzB5wL2fMjIynWMWZu9MgMQFMONeiJzcz6OS6Q7vOVv+969rLua0rh5Yuhe+uxqMur4YlkwPMH8/8wr7eSQDiMZKWHIDSAZIvgwm3tiz8x3ZB7/eAWWm6an4+XDuG+Ad1vOx2nEyvp+y0JY5aWnTG3l3TTbvrcvFYLTEsfXGgdEHesW9KVRqtGzOqTK3EavQaNmQVcmGrEr4A4K8XEiJFW7mM+MGhnmWptVysaE3Dr52UPUtOu5avNtm3f9d1HMBvD2vBi8XJ766aQrJEUJk1zW38dzvBwHhYB4T2L2UdBkZmRNP+0WfQIKM38USORVm3APxZ8NAMeaSOSYHlJaJ4SJ9Y9cOqjkM31wKbRqIToH8jX00OpnjpVJrmfS/LziQN/txLAOKpTeD5ggExsO5b3Y/4qzXwobXYNN/wKgHNz84+xUh3vs4YJAcE3X8WScDFFloy5xQHlu6jzkJwcyMC8Rd3Xcfv8wyDQ/8sJf0UmF4cv6YMH5LK+2zx+suQV4uXDgunAvHhSNJEtkVjWzIErXd2w5XU6nRsnRPCUv3lHQ4tqXNgJtaTjM/Hopqmrnh8x3kVNheZPVGlNnTxYkvbprM2EhLHdT//XGI6qY24kM8uXWWnHYqIzNouSMVtr4D+36Aom3w3TYIiBUuvmMWgrNrf49QprdprICvLoKmSghNhisXw0uR/T0qGRMNOotx5t8e7v04kgHG4XXg7A6Xfwkunt07R/EuUYtdeUjcH3kBnPMaeAb32jBPFWShLXNC+XZ7Ed9uL0KtUjJlmD/zEoOZmxhCVEDv/EgajBIfbzzM639m0WYw4ufuzPMXJrNg9JABKbStUSgUxId4ER/ixc0pw9DqDewqqDW7mR8orUeyCsaPefZPJkX7MTM2iJS4QEYO8e5Wv+dThV0FNdz65S6qm9oI8XahvKFn/X2t6/4BvrhxEuOj/Mz3t+ZW88POYgBevDhZbvEmIzOYCU6EC96DuU9C6gew41OozoHf7xPuu5Nvg0k3gXv3uhXIDDBaG+DrS6A2H/yiYdFP4Ord36OSkeka574BwSO6d+yfT8LWd0EygkeQENhJF/bu+E4hZKF9CmE0Sv0uxK6bNpQ1mRUU1bSYzcGeXnaQ4UEezE0MZk5iMJOi/btVK1tY3cyDP+5lR34tAPMSg3nxkmSCvQZnpMHFScX04YFMHx7Io/OhpqmN8c/9Zd7epjeyOaeazTnVvLwSAjzUzDClmafEBTLEx+0oZz+1+HVvCQ8v2Ueb3khSmDefXDeJqS/+3e3zteoM3PbVLpt1E4b622x//GeR+LRoSpTNNhkZmUGMVyic/jSkPAi7v4Jt70N9Eax9XqRYjrsGpt0hxJnM4ESvhe8XQdk+ITSuXgpeIf09KhmZrjH+OhhzZfeP3/K2+Jt8OZz9sjx52ENkoX0KMfbZPxkb5ce4SF/GRfkyNtIXX/cT22bomQtG8bQkkVvZyJqMCtZkVLAzv5bcyiZyK/P4aGMeXi5OpMQHMsfUMivI6+jtryRJYvH2Ql5YfojmNgMeahVPnZfEZRMjHKYE7y/pRluPAYB9S6jVD8xmU7ZwM992uJrqpjZ+Sys1R+5jgz1JMYnuKTEBeLh0/LpvzqliRuzAqP3uLkfruyxJEm/9nc2bq7MBOGNkCG9dObZHZQtavYE7vtnN+qzKTvd5f10uh6uaCPJy4ZH5id1+LBkZmQGKi5cQ1JNvgfRfYMtbwixo+4ew4yORajn9nv4epczxYjQId/G8DaI/8KIlstu8A7a6unDrEDH50G+1tNLgNGPtdQx2Jn1nv3x8x7c1cUSl4swo0RFlf5VORMQTzu6lAZ7ayEL7FKKhVW8x2jIxLMiDcZF+jIvyZXyUH/Ehnjj1wHm5KygUCmKDvYgN9uLWWcNpaNWxMauKvzPKWZ9ZSXVTG3/sL+OP/WUoFDA6ovPef2X1rTz60z6z6JkS489rl40h0r/zVPSs8i6aoAxwYoM9iQ325PoZMbTpjewprGVTThUbsqvYX1xHTkUjORWNfLY5H2eVgvFRfsyKD7I5x6KPUzl9RDCPnTOC4UHdrOXpZzLLNQ7Xt+oMPPrTPn7dKyYebp01jEfnJ6LqQVZHm97Ind/sZk1GBa7OSlp1Hc3gcio0/HddDgBPn5eEj1v32oXJyMgMAlTOMPoySL4U8tbD5rch929I/1ksMoMHSYIVj8LBX0DpDFd+A2Fj+3tUA5J2kd2v6HtW/nXS8PeztvedjyOb8fB6+O1us8gG4I5tvdNzWwaQhfYpxe93z2RPYS17CuvYU1RHXlUThyvF8tNuUUvqrlYxOsKHcabI99iovv+yebs6s2D0EBaMHoLRKJFWXMfajArWZFZwoKSBtCLbCPQjS9KYmxhMTZOOl1dmUN+iQ+2k5NH5idwwPbrf0+P7A7WTkinDApgyLIAHz0ygrrmNLbnVZjfz4toWUvNqSM2r6XDs6kMVrMus5OqpQ7l3Xhx+Hic2y6EvqG7UcutXu9hVUIuTUsFzF45i4eSoYx94FHQGI3ct3s3qQxW4OCn55LpJLPo41WYfo1HiX0sPoDNIzE0M5pzk0B49poyMzCBBoYBhp4ml7ABseQcOLBFuve3s+Vo49jodPUtLpp/Y8JrIRkABF/9PvJcyMgOZjD8sqd7HQ2sD/PVv2PWZuO9ndX0ki+xeRRbapxCjwn0YFe7DNdPE/ZqmNtKK6thTWMvuwjr2FtXRqNWz7XAN2w53FGQAewprGRnmjYtT37hdK5UKIfKj/HjgzATKG1pZl1nBoz9ZkpN+2FlsNplq572rxnPGyAEwwzpA8HVXc07yEM5JHoIkSRRUN7PRlGb+58HyDvvrjRKfb8nn8y353Hd6HHecFtupeVeVxjKLrDcMjFZp1mSXa7jxix0U1bTg5erEB1dP6HF6vM5g5J5v9/DnwXLUTko+unaiw3N+v7OI7fk1uKtVPHtBktwzW0amv9B0/J07YYSOgos/hHlPwhtJlvW/3gl/PwdT/wETbpAvaAcSuz4XdfYgUm9HXdyvw5GROSa1+fDLP47/uOzVsOweaDB1s5l0M1T92atDk7EgC+1TGH8PNXNMBmQgHLtzKxstUe/COrIqNDZO1xe9vwW1k5JRYd4mQezLuCg/wnxc+0RUhHi7csWkKBuh7YhbvtxJTKAHcxKCmZsYzOQYf9nl2YRCoSA60IPoQA+umRZN9D+Xm7dNGOrH3qI6mz7jb64WNc0jh3jz3IWjGBPhY1NO0NRmqYsySANLaG/MruSOr3ej0eqJ8nfn0+snERvcs5R4vcHIfd/tZcWBMtQqJf+7ZkKHFHyACk0rL/4hWmE8cEY8EX5yuxEZmX7BoIMfr+/vUYBPhO19ryGiv+3qp2HD6zDhOph6e8f9ZE4sh36H3+8Xt1Megim39e94TgDtPeJfrahifj+PRaYb6LXww3XQWg8Rk0h2FhOLt9TV06kzREstrHoc9n4j7vvFwAXvQvRM+CL5hAz7VEQW2qcQzyxLJyHEi4RQ0ULK3hxLpbS0l7pikvgR1rTqSH7aMtPl76GmpqmN3YV17C60pHQHe7mYRfe4SF+SI3z6tE92XLAnd82NpVKjZW1mBdvzasiraiKvKo9PN+fhoVYxMy5QOJknBBPsPTidx/uan26fTkOrjq251azPqmRxaqF528EjDVzy3y0AzE8KZWZcILPiOgrMgcLX2wp46rd0DEaJSdF+fHjNxA4GcseL3mDk/h/SWL7/CM4qBR9cM57TEhz3kXzu90M0tOoZFe7N9dOje/S4MjIyPWDV41C4pb9H0ZF794l08i3vQMVB0UIn9QMYdQlMv1v0apY5seRvhiU3ilZG466BuU/094hOKA8HB8pCezCy6l9wZC+4+cGln8Gv5wDwka+PY6GdsVxMJjWWAwqYeof4rKvlgEBfIwvtU4jPNufb3I/0dyPBJKwTQsUyLNDTJhLs5Wpr5LTridMprGlmt1XU+9CRBio0Wlall7MqXcyqqZQKEkO9GNcLNd5bc6tt7t+SEsODZybg6izS129OGYamVcfmnCrWZFSwNrOSSrvxjAqX+192hrerM2clhXJWUij/d1EyGWUNXP3xdqoaLSniK9PLWJle1uHYI3Wt0LPS517h2WUH+XRzHgAXjQvnpUuSe1zeYDBKPPRjGsvSSnFWKXh/0QTmJnZenrAsrRSlAl66eHSfGwr2Js1aS4ZCeX1rP45ERqYXSPtOOH8PRJzUMPYqGLMQclbD5rcgfyPs+14sw+bAjHvEX7nspO8pT4dvF4JBCwnnwLlvyq+7zMBn/xLY8bG4ffFH4BvZ+b5NVbDiETjwk7gfGA8XvAeRk/t+nDKALLRPKW6aGUNWuYaMMg2VGi1FNS0U1bSw+lCFeR8npYJhQR7Eh3iRaIp8W6NQKBga4MHQAA8uGifS3VraDBworTennO8urKW8QUt6aQPppQ02x9/w2XZzyvmYSF+8XTt3ZG7VGXhlZaZZQLXz+IKRHfb1cnVm/qghzB8lDNUOlNYL0Z1RQVpxPQdKbMfx4A/CUC0lPvCoYzgVSQz1ZucTp1Na18JLKzLM7cIccefi3Xy8yZeUuCBS4gIZG+nbrR7oPaX9M/LgGfHcNTe2x2UMBqPEw0vS+GVvKU5KBe920QPghhkxjAr36dFjn2iMVun/A60UQEbmuCjdC8vuFbdnPwrrj7PNzYlCoYC4M8RSukdEuNN/hsNrxRKaLFqDJV0kXM1lep+WWvjqYtDWQ9Q0uPRTUMmXxDIDnMos+M0Us055SPyGOEKSIH0p/PEwNFeDQiUm8Wb/E5zlDM8TSa//qigUiseAi4FEoAXYAjwqSVKm1T4K4CngVsAPSAXulCQpvbfHI2PhyXMtArWmqY3MMo1ZeGeVa8gq06DR6skqbySrvJHf9x3pcI5HlqSZRLg38aGeBHm64KZWMSnan0nRlqb2R+pbTBHvWj7aaBHKazMrWZspWnEpFBAb5GlJOY/yJS7YC5VSwb7iOu7/fi+5R+mR3BlKpYLREb6MjvDlvtPjqdRoWZdZwcNL9pn3+Wl3MT/tLsZJqWBitB9zE0Vt9/AgT9nAykSYrxtvLxzHTTNjeH75QXbk1zrcrz2z4e2/s/F0cWLqsABmxQcyMzaQmECPE/J6qp2UvH7ZGM4bE9bjcxmNEv/8aR9Ld5egUip4Z+E4zko6tnt4uK8bD5wR3+PHP9FYC+2BaG43UGlpM5BT0UhmuYbMsgYyB2rbwHcni4iHT6T46zvUctszFJSDJ/viqDRVw/dXg74V4ueLC8qBKrStCRsnRN68p2Db+7D7S9GPe+ktsPoZUcMt0ztYTySW7oZGDQSNgIXfHl9LpFMRSYKaw1C4DYq29fdoTk3amuCHa0HXBNEpMOdfjvfTlMPyByDjd3E/OEnUYoePP3FjlTHTF9N3s4H3gB2m878A/KlQKEZKktSumh4BHgCuB7KAJ4C/FApFgiRJjpviyvQq/h5qpg0PYNrwAPM6SZIorW8lq8wivjPLNBw8YokG27t9+7k7i7TzEC8SQr1JCPUkLsSLIT5uDEl245zkITZC++nzRrKnSAizwppmsisaya5oNJ/XxUmJVm/pTeykVPDRtRO54fMd3X6uQV4uXDYx0kZo35ISw5qMCnIrm8wu6//3RwZR/u6irjsxmCkx/ub09FOZMZG+/HDbNFYeKOPFFRkU1jSbt509KpQ5CcFsyK5kc04Vtc06Vh8qZ/UhkbIf7utGSlwgKXFBzIgNwNe9d1qH7S+ut7n/3a1TGR/l1+PzGo0S//p5Pz/uKkalVPDWlWM5O3lIl4597sKkDr4Hg4FmK3O7Co3cl9QevcFIfnUTmWWNJkGtIau8kfzqJgZFAkBVplgcoXQGn3CT8I6yCPDBhkEPS26A+iLwHw4XfTj4JhD8hgq369mPws5PIPV/0FAMfz7e3yM7eTC0gXVJkU8kXLNU1LnK2KLXigyRolTL0lRp2R4zAGrGTiUkCZY/CJWHwDMELvkElJ1cn743GVrrQOkEsx6GmQ+IshWZfqHXrwolSbLxVVAoFDcAFcAEYIMpmn0f8IIkSUtN+1wHlANXAQO0uOrkR6FQEO7rRrivm9mJHLBxqb5nXhxZZRoyyzXkVzdR26xz2A4s3NeN+BBPEkJta6OvnxHD9abbVY1a9hbWsadIpJxvya22Edkg2k49vcw20aFNb+yxo/jjC0by+IKRFFQ3sSajgjUZFaQerqGwptnc5srNWcWMWJOhWuLANQE7ESgUCs5OHsLcEcEkPLHSvH7FgTIMRonHzhnB21eOI720gY05lWzMqmJXQS0ldS18t6OI73YUoVDA6HAfZsb1rNXWygNHuO/7vTbrektkP/HrAb7bUYRSAW9cMZZzR3ceIbd2ageOWr8tM/CR7FTzfd/tIbO8kdyKRtoMRofH+HuozQaTCaFePLb06N0R+oVrfoG6QiFC64osfxtKwKgTLWJq8zs//vURthFxe1Gu9jhRz6Rz/n4G8taDswdc+c3gbpvl7i8ujqfdLeq2t7yDoTqbI04qIvQG+OVOmH4XBI/o75EOPiQjYCVOrl4K3j3PgjruYQDFTioi9YZj7nvCaKo2CeptUJgqShoMdhOvKjWEjRf1vUd+6fFDJluJ9QH4yzmw2PMVpH0LCqUQ2V5Hud5orYMhY+CC90WrwROE/H465kSEX9oLFtuVWAwQCpitrCVJ0ioUivXAdBwIbYVC4QK4WK3yst9H5sRgnRrbqhOpkxnWKehlGsoaWimpa6GkrsWcJt7OvNfXibTzEC8SQoUQn50QxOeb89meV4PeJF7c1SrCfd3IrmikoLrZ5hzJT68iOdzHJuV8iE/30r6GBnhww4wYbpgRQ5NWz+acKtZmCuFd3qC1ic5aYzBKqJSnXoq5I4OxPw+WsyajgmunRXPvPNGD+47TYmlu05OaV8Om7Co2ZleSVd5IWnE9aXbR6E835TErPvCYafuSJPHhhsO8tCKj15+XJEk89Vs6i1MLUSjgP5eP5fxjpKF/uTW/18chc2JoL51pT/nOLGsgyy71+5e9Fm8Cd7VK/GaFeBEfavGvCPJysTlmQArt4XMcrzfoRaspswAvFH/rCkWdcDuaUrEUpTo+j5u/rQBvF+EnigNLYcvb4vaF7508AtTZVbT/GncNY78aA8CTVTVcvvdr2Ps1xJ0p6rijZx7TwEu+AAaMRjDqAVPNu28kBPVPqc9o0/txdmMTr3Tj+GWe7vwrSExYd+v9tE/FeWciVGd33M89ACKnQtQU8TdsLDiZfvO+6LnQlhFkqJ25LFxkzjl8P8v2i1prEE7hMSmWbZIEu7+w3X/eU+K3QfYcGBD06btgil7/B9gkSdIB0+r2Ykd79VIODO3kVI8harplBhCuzipGhft0MH+qb9aJukVT7eLX2ywto3Irm8itbGL5/o713+28euloUuKCCPF2oaFVT1pRHdd+ut28Xas3srOglp0FtYBISw/1djUJb1/GR/kxKtznuNO+PVycODMplDOTQpEkiYNHGlhrinbvKaqz+d808fm/OC1BpJjPjgvCx/3UNKy5Z24s+0vqWZtZyaeb81i6p5h758Vx9dShuKudmJMg2qsBlNW3simnik3ZlTYi5tnfDwLiPUyJC2RmnKjvDvC0iJg2vZEnftlvLjG4dtpQvtxa0GvP45llB/lqWwEKBbx26RguHBd+1P1L61p4bVUn6bgyA4YmrZ7sikabcpiMMo2No35nPHxWgtkUMtzXDeXJNrGmcjLVbEd2/M/7tNVv+s1rLCLcPiqurYeWGrEcSev8sd6b6jgq7hsFHsHdT/MuT4df7xS3Z9wrzMNONqxem+cC/bk8Yi4cWgbZf4olbJy4qB5xvnxhfTT+etL2vk//pz6v8PToltBuF9ldRtcqItTt0eqiVAj1tGxvF9mBCSZRbRLWAcNlF/YuoFXA915eXNvQvcrXdpHtkNZ6UZetbxWTazPut2yrzRfGaHnrbVP5Ux7o1jhk+oa+/lV+FxgNzHSwzb66TeFgXTsvIgR7O15AcSf7yvQzPu7OTI7xZ3KMMEezFtpf3DiZzLIGMso0LN1d4vD49lpqHzdnUwTJ02b7mgdnCwMuU8p5himKvuJAGSsOiBZUTkoFI8O8GRdpiXofDwqFgqQwH5LCfLhrbhzVjVomPL/avL22WcfPe0r4eY8wzJoQ5ccck6FafMipY6gWG+LFA2cmsCGrkheWHyKzXCNE69YCHjtnBKePCDa/FqE+rlw6IYJLJ0TYCO2UuEBS82ooa2jlx13F/LhLfLWTwrxJiQtidIQPH288zO7COpQK+Pe5I7l+RkyvCu3Pt+SjUMDLl4zmkgkRR91XkiT+/Ws6TW0DKO3vFEdnl9p98xc7ySrX2PgJ2BPl727prmDymTjrzQ3m7XfOie2z8XaZ7R8J8zK/aCFK+8MtNmKCWBzRUmcnvq1S1Et3W/arPCQWR6jU4BNhJcKjulYn3lIL3y0CXbNohzWv41z8P0KC2OzuxhvllZzehafaF8yPCKPEWVxq9Uo0+YqvoDoXtr4He78RAmrJDeJzMu1OGHf1wEjnd0B7ZP2ER9U3vy16lof0vASs/TMFAzg7oLFSiOqiVCGsj+wV9ek2WF1XLfxepIO7+yNz/EyMFp/rVwP8evczIUnw293ChM4n0uI9YTSK9l6rnxbGaE6ykd9Aps+EtkKheAc4H5glSZK1KG5vxhsKWIc1g+kY5QZEajlgDkGcKiLmZGR2fBAjQr149CeLMVmwlwu3pAyjuc1gijg1kF/dTH2Lju35NWzPt63/vuqjVHP65g0zYojyd6dFZ+DQkQZ2F9Syp6iOSo2WfcX17Cuu5wsHgmxzThWjI3w69AnvDOvoKsD3t05lTaZoH5ZV3mge58srM0w17kHMTQxm+vDAU8JQbVZ8ENOHB/DjrmJe/zOTw1VN3PLlTqYPD+DxBSNICuu85dVXN02hVWdgR34NG7Or2JhdxaEjDQ7bw00bHsDU4QEd6ml7gxcvSubyice+wF+VXsbqQ+U4qxToetGle3dhba/Umh8vLVYTBtVdiPT2J0ajREldS4dylcNVtmnf1uUegZ4u5lTvdlEdF+w5II3r0orqGGO94o+HbHfwGiJEt1+0RYD7RQsjrf5wEHfzFUtocsdt1lHxq5dahLh1RFxTKgRAzWGxdMZ/RlpFwSPBO1ykUkoGERG/9FOHxkDtguj+kKB+E0XtIrtXCRgO5/5HuA5v/wi2/w/qCkS/3HUvwqSbYfKt4Bl87HN1ET1wwEXNWK29YOsayf1lnrX3247R7B7Q/pkaMBiNUJVlFa3e5vi75BFsSQGPnAJrbrRsS5jfcf/BQIfJg5OM1A/h4K/CtPKyz8VESHWuyOIp3Cr2GToTzn8bfr+wX4cq0zl90d5LAbwDXAScJklSnt0ueQixfQawx3SMGuFW/mhvj0dmYLEsrZQnfz1AXbMOtZOSR85K4MYZMR3SMlt1BnIrG03O5418sD7XvK2soZWyhlY2ZFnqv5UKUW+dEOLFwslReLk40dSmp7apjX0l9aSXNNgYGi36OBWFAuKDvRg/1JdxkSLqPTzIs0spolOGBTBlWACPnT2Coppm1mVW8HdGBVtzqympa+HrbYV8va0QV2cl04cHmqPdJzNOKiULJ0dx7ugh/HddLh9vymNLbjXnvrOJyyZE8NCZCQR7O47IuTqrTL24RcShUqPlP39l8e32Qpv9NudUM//NjR1qY48Xe6H+wkWjuHLysS8EG1p1PPWbMOe7bdZw3l2b06NxWPPQD2ksvycFN/WJnZixNnWzNyPsTyo1WhsxnVGuIbtcY+OS3hlPnzeShFBv4kM8O0ySDVT2FNZy7Sfb2W/985N4LtQWiBTBNo2oqdYcsVxkWaNyEYLb1y4PvGy/WOfq3fGYE0XsPMfrDTpoKHUcFT+8zrJfQ4lYHLUVaqqAdyc5MGrr/9Rge440HiHUI7T3ggUegTDnMZE2v/cbEeWuzYMNr4oo7tiFMO2uXnmocSahvKhewz975YwngKw/LaUF0++G/KX9O57eoM0uS+eVGGF+ZU/QCIuwjpoCfjEnXxq48STOKiveCX8+IW6f+bwoEdnyDqx5XqSRO3vAGc/AxJsGX4eFU4y+mNJ/D+EefgGgUSgU7TXZ9ZIktUiSJCkUijeBfykUimwgG/gX0Aws7oPxyAwg7v52DwCjwr154/KxxIU49rVzdVaZU7cBG6H90+3TbFrtZJZpqG3WkVfVRF5VEyvTy8z7qp2UxAZ5csbIEJu68HBfN0rqWsy15N9uLwLAy8WJsVG+5pTzsZG++HkcvS1CpL8710yL5ppp0bS0GdiSW8WaDBHtLq1vNbua28+p6w1GnFQn3w+kl6szj8xP5KopUbyyMpPf0kr5YWcxv+87wj9mD+eWlGHHPMf6rEqW7BLvyegIHx45K5GMsgY2ZleRmldNpV0bqvlvbjDVdwcxOdr/qGJVkiRe+9O2vnrRlM7sIWx5bVUm5Q1aogPcuWtubK8K7cNVTbwnlxq+AAAgAElEQVS6KpN/nzfy2DufRGhadR2MyCY89xfVTY6jFWqVkuHBnuYodbup4oyX1pj3uX5GTJ+OubfZVVDDdZ/uoFGrB+u5qCu/EX8lCZproC7f4hLeLsDrCoRINWhFZKsqy/bkH5gqt9z8LdFv+6i4TwSo+sFnQuVsGo+D7591RPym1ZY68dQPRSTcmuYqsZTusV1vHUV9f3rn7umewSdEhJz505n4u/qTFJDEqMBRJAUkkRSYRKBbzzoxoHaHybfAxBtF79zNb0PJTtj1Oez6AmJ6z5zuGx+vwSG0i3bAj9eJrIfRV8Lpz8LHg1Boa8pto9Ulu2w/1611InU4YqKptnoKRE6SW5YNZppr4IfrRFeIkRfCsNnwyRnivQdRKnPeW45/N2UGHH0htG83/V1nt/4G4HPT7VcAN+B9wA9IBc6Ue2if/KiUCu6aE8tdc2Nx7qbInDDUnwlDLbVEkiRR2aglq6yRjLIGEQUvFwZILToDB4802PQCB2ho0ZlTzpu0enOUTKPVm9OX24kJ9GBcZNdqvN3UKuaNCGHeiBAkSSKzXGMW3bsKarHuCDXh+dXMig9ibmIQs+OD8T+GoB+IaFp1nW6L8HPn7YXjuH5GNM//fpDdhXUOo9TWGI0Sr/+VyXtrxcTKOcmhvH7ZWNzUKmbGBXJzyjC0egO78mu56mOLC3KGyezqo415qJ2UTIr2IyUuiJmxgYwc4m2TpfDG6mzz+Y+H3YW1fLVNlCG8cFFyn5QEfLYlj7OSQpgyLODYOw8ytHoDhyubhNu3aYIss0xDSV1Lh32rm9pQKCA6wMPcJjDBJKqjAzxOqgmqHfk1XP/pdpraDEwbFgClDnZSKMAjQCzhDuqlDXrRc7ldfC+7x7LNPQCaqy2mZda10+bzq0Q/7XYBbk1TlThHf0bDIieJpTILNrwm1k25Hea/KISGfUp6uyjHquyoIl0sjnBy7V6d+HGiUqioaa1hY8lGNpZsNK8P9Qg1i++RASNJCkjCx6XzcptOUapg5AXCGK1wqxDcWSts9zm0DBLO6bwH78lAZSYsvkzU78eeARe82ydRv2ZdM+7O7r13QqNReBkUboOi7UJYH631HsAtayB0dP9MlPUzekNrfw+h9zEaYemt4vfcN0qI6Q9niTR5Fx846wXhw3CyZSecxPRFH+1jvvuSyNt82rTInKQ0avW8sPygzbqf75jO6Ije7XGqUCgI9nIl2MvVpkez0ShRXNtiFt+v/WmJ9Gi0ejRafZfO3x4pt+byD7cKl/NIP8ZH+TpMiVYoFCSGepMY6s0dp8VS19zG2Gf/Mm+vb9GxLK2UZWmlKBUwLspP9OxOCGbEEK9B4UXQlVLp8VF+/HT7dH7fd4SXVmQ4FFYgygUe+GEvf+wXGQl3zhnOg2ckdEjld3FSMT3WNgL09sJxbMquZGN2FUfqW9mcU83mnGoAAjzUzIgNJCUukN2FdUcV+p2hMxh57Kf9SBJcMj6CGbE9jEA54IqJkXy/s4iHlqSx8t5ZA7KGuCsYjBJFNc3mOup2UZ1X1dSh93g7Id4ulDdYshSW3TWT2GDPE55Gf6JJPVzNDZ/voLnNwIzYAD6+dhL8n9UOBn3XnKRVTlYiebat0H7kMGg1thFw66h4XYFIRawrFEveBttzvzoc1J52deHWUfEocO6butUCJyeG6k2/060N8P0ikUI/dCac+Zy42HTzE8uQMR1P8IVV7fiin0wC3L5O/Ih4/tU5YrHGOnL4xijbOnFrUe4T0SWjum1XbSOzNpMDVQc4WH2QA1UHyKvPo6ypjLKmMv4u/Nu8b6RXJKMCRpEUmHQ8L5lAoYCh08VSmQl/XGrZ9v3V4D9c9OIes7DP3rt+o74EvrpYmOWFT4DLvzCL0Gqr/yWNUueTxF1lQ/EG5sf0sL45b4MlWl20Qzj5Hw+OJt5OEaRO/ZMHMZvfgBzTdWJ9MWx+S9yOnw/nvtEvfd9lesbgvJKTGfCkHq7moSVpFNXYiqreFtlHQ6lUEBXgTlSAO2cmhdoI7ZX3pZDZLgRMETb7sR6N7Xk1bM+zREvCfd1sUs6Twrw7RDx93W0j1kv+Mc2cVp5RpmFXQS27Cmp5dVUmQ3xcOS1B1HXPiA3AXT24v6oKhYLzxoRxxsgQPtucz8srLb2wb/96FzenxPDs74dIK6rDWaXgxYtHc+kx3L+tOX9MGOePCUOSJHIrm9iYXcmm7Cq2Ha6muqmN39JK+S3NUaiwa3y08TCZ5Rr83J15fEHf9Ol94twRbMqpoqimhRdXHOL5Cx0YTIHpOTayLrOS9VmVDvc5EUiSRIVGS2aZbSJS0lMradU5rvX2dnUiIdRLLCFe5jpqX3c10f9cbt4vOaIb0bxBxpbcKm76fCctOgMpcYF8dO1EGrV6bGTP80HCAM073BRxDQfvCMttn8iuRZtdvCB0lFjsMRpFnbO1+F5nrfYV0NYI5QfE4gjP0A4CvN386oymZpuWIV3Fpvez0Qi/3C7S4r3C4LLPjj+CF9eJ77i+TdR/27cuqy8E8i371Zu2FW5xfB6P4I4C3K5O3NXJlTFBYxgTZJkUaNI1cbD6IOlV6aRXp3Og6gDFjcUUaYoo0hSxIt82Iv34psfN0e8E/wRcVMfwIAhKsL3v6gM1ufD7/bDmBZhymzBPOxkcp5tr4OuLRTQwIA6u+tHGgd36V6k3/DRX5q88PqHdUCqi1dZ8cV7Xjo2cKmruR14IP6Qce/+TDUkSk4Kle0zLXijZAkdrjdUF2oAJMVG8V1bBrN4Zac/4+1nLbckoJhHPfgWSL5Oj2IOUwX31LjPgaNUZeG1VJp9szkOSIMLPjeLargvYE0V7pNmaRq2e7HIrN2OTEVtXeu6W1LVQUtfC8n2iDtxZpWBkmI9JeIve3hF+tpGDidH+TIz255H5iZTWtbDW5GK+KUdEZb/dXsi32wtROymZOiyAeSeBmZqrs4rbTxtuI7St27IpFcKFfGo3U6cVCgWxwZ7EBntyw4wY2vRG9hTWsujjVPSdRFMB3lubQ0pcIElhPqjsIugF1U28tVr0GX1iwcg+S/H3cnXmlUtHs+jjVL7eVshZSaFmczhNq47NOdWsz6pkQ1Zlp1kBfUV9i84yKWWamMoq11DX3DEq1Koz4uKkJC7E0+L0HeJFYqg3Id4ugyJTo6/ZlF3FzV/uoFVnZHZ8EB9eM4H9JfXctXg3qdY7SkaLEVjxdscnc3I1CXGT8Pa26wGv1Qih3RlKJXiFiiVqqlhnLbQfLxMCs7ZAGG3ZRMULQNsAjWVisTYrMwnlvzzc4Z0JDtzSTX9duzCpsul1UXusUsMVX/eqmzZOavCPEYs91hHxG//s2MKs/a+uSUxWNFVY6ijbsY6K/3dmhzpxD99IJvlEMylkovlCul5bbyO81xRZ/Ad+y/2N33J/E0NXOBHnF8fIgJHmmu9Yv1iclUeZhLj/IOz5Cra+LyYT1r4AG/8j0lGn3en4dRgMtDXDtwuhMkNMTl2zVJRa9CEbizeiadPgpXbw/TIaoOKgKQ3c1Gar3pRNZf2Z8A4HzxDhFG5vauYbJbIOxlwJ/sf2NjlpkCQRzTWL6j2iRVlLre1+6p6ny08wvRd3hgYPvHZtI86HBa/37u+dzAlHFtoyvcb+4noe+GEv2RXC2OjKSZE8ce5IRj21qp9H1jU8XZxMPbdtTUSqG7Vklmu46qNUm30bj5J6rjNIpBXVkVZUx+emAEignftxk1ZvTg8O83Vj0ZShLJoylFadga2Hq1lrinYX17awwSSwrNmaW83EaL9u17oPRIwSZJVrmDC0d56X2klJWnGdWWTfOmsYYyN92ZhdZZNC/uqqTF5dlYmvu7NIM48NJCU+iDAfV5745QBavZEZsQFcPD68s4fqFWbEBnLttKF8ubWAaz7Zzu2nDWdXQS27C2ptJgrUTkqmxPgzOz6I55d30p+4G7TqDBwoqTdne7RPOB2pd1wLp1QID4PcSktpxZoHZzM0wKPDhIWMYENWJbd8uROt3sjcxGDeXzSer7YW8NLKDJFab52B/GCmSIWtLzJFXa1vF0NjuUh7rskViyNejBBitl2E+5ii49aRca8wITgd4ewKgXFisUeSxMVvezTcOi1dsmox5Cgtux03v46tyuzrxNe8IP4ueL3znt59TdQUYErH9e2vQXvqvb2DOlbiqXy/WBzh5CbeD98ofHwjme4TyXTfKBh+JclWQvsfY/5hFuE1rTUcqjnEoZpD/JT9EwBqpZpE/0SSAi2Gaza4eMLU22HSLXDwF9jyNhxJgx0fwc5PxMX9jHsGV0qyQQ9LbhQTPa4+op3cCXCdbzO2sbZoLecPP19MaBXvFKK6KFXc1tp6w6BQQkgSYJUe7htl20VA7QVJF8CYqyBq2qnjKJ2x3FZYN1d33EfpLLJywsbBkLFQvgcq/+6432BH7QkXvAdJcsuukwFZaMv0GJ3ByHtrc3h3TQ56o0SQlwsvX5LM3MSQ/h5arxDg6UKkXUuh/U+fKVzL26N7JjOu3MrGTnsr20fGk55aRZS/OzPjAs0p58MCPXB1VjEnQdRqP3O+RE5FoznFPNUqXX3hR9vwcnViVlwQcxKDOS0hqIOY72s6q7ntDkFeLlRqtPz713S+2JLP4wtGMCchuEcR0I83Hub//hDR8wfOiOeeeUIsnJM8xEZonzkyhK251dQ161i+74g5M8Gax84e0afR2NqmNjbmVNl8Tv67ziKeYgI9mB0fxOz4IKYM8zeXE3RHaOsNRgpqmskq0/DKKkt2QX51M+e+s8nhMWE+riSY+lC3R6mHB3ni6qyySfseFuR53OM5VVibWcFtX+2iTW/k9BEhvHxJMvd+t4dV6aLv9wVjwyDD6oD2SHNn4lKvFemo9iJ856e2+7XWi6Wz1G8UIqpmEt41SiWzh0ZwU10995XsEqLcI6jjRb9CIVKO3f0hfLztNuto8HXLbJ3S20V5U6UQqS21ImJljU3fZdPvTGM57F9iEeYegf2fTmn9GoSN7bjd+nW46keLUZt1X/HGMtC3QHW2WOyxei3u3PMH+EYiBZ7BEQ9f0pV6DrTVkt5UzMHqQ2h0GvZV7WNf1T6Hw12Rt4JRAaOI8IpAkXwpjLpE1AlveRtyVgvxffAXGDoDpt8DcWcObLEnSfD7vcL0zckVFn4HIZ10bjDqAdOEUutx1kJ3wortb3D+X6+K75ZkVzKj9hJu4FGm3tVhY4UA3/KAZZ/CrUKAD5sjoteJC4SL/MmKpkykfdt3CPjuKtv7SicIHilEddg48doFjwQnq2uc7ZrBL7TtSwmGjBUTRX2cjSFz4pCFtkyPyKnQ8MAPaewrFv+0FiQP4fkLRx2zJdZgYnteDf/42jYdUKFQEOHnToSfO/NGWCYUdAYj+VVNNuI7q1xDfnWz/WkBKKxpZnFqIYtTLaIv2MuFSydEMGVYAGMjfIkL8SIuxIvbZg+3ETT+HmpqmtpYvv8Iy/cfQaGAMRG+zDX17E4K8+7zNN2jpWN3eozB9mLk8okRPH9hMkoFfLujiDf+yiK3sokbP99JSlwgjy8Y0SHNvyt8tjnPLELvnRdnFtmO+N+1E9EbjKQV17Ehq4pNOVXsKrBNU7vwvc2Mi/IVbuZxgYwO71kdsf0kxfjn/3JYN3haQhDPnJ/E0ACPjhuPgSRJHKlvNRuSZZkmhrIrGmnrpGe2r7szCe0p3yZRHRfihbfrqedq25v8faic27/eTZvByFlJIdxxWiwX/3cLBdXNqFVKnjxvJFdPiaL4BRVnR4azurCEY05VOrk4THtOrl4NwNqCYgIfKbAI8YZiEQm3j5IbtJb075KdzDYJu098fbjvo7nipCq1MOI5WmS8szTwmFlisUfbaIqCF3SMiuPgN3PN87b3nT0sEXD7qLh9P/GBQPyZjtfrtab3xb5OvD0qbvXDULAJCkABhJmWM0ybjJ6hFPkO4YCHN+nOStKNLRzSVtJitJR4PLLhEQC81d7m9mKjAkaRdNF7hGiqUGx9F/b/CAWbxRKYIHpQD1TWPAd7vhZi9dJPhQFcVzge0zGDXgjpotQOm7ZpK6mrKMFXMorvRuQUi7AOSRLu7uXpsHcx/HybmCyynkQ6/RkYffnJaXLVWGlJ+26PVGusJrGtX4eQUUJMtwvr4KQuGQwOWtqaRD126ge2r8Nt6/tvTDJ9giy0ZbqF0Sjx6eY8XlmVSZveiI+bM89ekMT5Y8JOqhrMb7cX8u9fD3QapbbHWaU0C2NGW9Y3t+nJqWjk/Hc3H/McFRot76/L5X2raKa3qxMLJ9umwu14/HTSiuvMKebppQ3sLapjb5FooxXs5SIi44nBzIwLxHMAuFhrWnXctdh2JvvlS0abPzPXTB3KBWPDeG9tDp9tymdjdhXnvLWRKyZFcv8Z8QR7de0f75db83lmmXC8v2tOLPed3rnIbsdJpTS3jrv/jHj+8dUuc0/29r7rO/Jr2ZFfy3/+ysLb9fhfzwpNKxuyqlifVcnGbNtSAEmCxFAvc9R6VXoZX2wtIL20AR+3roncbYerLSnfJlGtaXVc4uDmrCI+xJO0YtsLzj1PnnFSfYcHAn+ml3Hn4t3oDBLnJIcyIzaQyz/cilZvJNzXjfcXjWeMqYXg2ZGiPOH0qPAe1wzOGRrBfldvcPWG4E5M/CRJtPCyFt6Z71m2e4WJi2NDm0UMd4aLt8W4zZq8DSZRHm4bkXLxFGIkxC69WZLgS6sf0NOfsXp8kxBvKBG10RUHxeII6wvYNS/YuqV7DRk4La6cXCBguFgcYR0Vv/gjx3Xi+haUjWUMbSxjKLDAtLsBGGv1OiQbVWQojTS0NbD1yFa2HrGkLQe4Boh087MeIak8h6RDqwioyoTf7rLLMBggbPsANr4ubp/7pogGd5VGkwGgfZkCCIf74h2m2mpT7+o2URJn/TokGlVkKA2sTrmdS8ffKSabzOevFD3f076FMqvsAjc707mZ93V9zAOZpmo4YmVUVrpXTOzZo1CKyZuwcdBglT11+7GvjQCLKVrZftjxCfRXApXRKPwAOjNHPBqH18Nvd4vnIXPS0/9X3jKDjqKaZh76Mc2cxjw7PohXLh1NiIMWV4MVncHI878f5Iut4odwweghDtOJu4q72qmD43r+SwuobWozt0BKL2ng17QSh47NDa16Ptxw2GbdiCdXcuXkSK6YFMkDZ8RTodGaRfemnCoqNFq+31nE9zuLUKuUTI7xZ04/GqoV1TRz0xc7yCpvtFlvL+q8XZ157OwRLJo8lJdXZrB8/xG+3V7Eb3tLuWNOLDfNjDlqD+uvtxXw719Fv9zbTxvOg2fGH7dw3JpbbRbZP90+jQlD/SmqaTb1WK9kc04VDXYCdvara5kZG0hKXBDThgfg4+aMzmBkV0Et67MqWZ9Z2aGfu81jPjaXIT4Ww7zxQ/3YlFNFbmUTT/2WzltXjgOgpc1AdoVFTFtz5f/s0tAAJ6WCYUEexIe0O32LJdLPHaVSwSeb8njudyFUvFydZJHdy6w8cIS7Fu9Bb5Q4fUQILk4qHv9ZpHDPTQzmP5eP6dCR4ISiUIBnkFja07+thfaDh8CgE2K7PRpuExkvFvdbakVNamWD6AVsLcysnZU9gu2i4XaRcc8Q2Gb1+OBYjLRHgdsN2qyj4rUFHSOWG16xva90NvWpjbZrV2a67XbiOmQcF6Mv77hOkkRNq7UAN91W1RVhXRO8uCAPHZCtduaAiwvpLmrS1Wpy1M5Ut1azvng95phaqA9DJD+Smm1/s1n5mKjzPgF10J2yfwms/Ke4PfcJmHDd8Z/jrTHgFyP8B5zdRdZGxSHRb90+DdzFGyImgdGS2j9/4t1k7H6TlW0VXOoTLj6TmSsg7TvRoslo+h+hdIb4s2DsVaKv9zeDqP7dEfamZG8mmzIv7FGI19ac/j0OQpMtTvBfOO6sYcagE+3pyvYJYX3E9Lf9u612Bs+euY53GX2biMwXbBHp/oXbLOZ1XZ2Eam2Av/4Nuz7ru3HKDDhkoS1zXHy/o5Bnlx2kqc2Au1rF4wtGcNXkqJPq4ryuuY07vtnNllxhxvHQmfHcOSe2R0K7M/w81EwZFsAUk8v2y5eORpIkyhpaySjTsO1wNd/vKHLo7txmMPLl1gK+3Go7K3r5xAjeXzSeJq2BHfk1rM2soKC6mU05IiXams05VUyK9kft1Lc1eLsLa7n1y51UNbYR7OVChebYTu5RAe68t2g8N+TX8NzvB0krrufVVZksTi3kkfkJDo/5dnshT/wiRMxts4bxyFkJx/3ZbNUZePxnEUtcNCWKCUNFBCLS352rpkRx1ZQoDEaJfcV1XPS+ZTa7oLqZgupCvkl1dMFhYXSEjzlqfekHlmiStcgGUCkV3DZ7OI8s2ceve0v5dW8pQwPcKaxp7rQ1TYSfm7l+ul1QxwR64OI0QCJ3pxjL9x3hnu/2YDBKjIn0pbCmiazyRpQKePDMBG6fPbxDn/gBicokSo8mrNqabEX4/lct2wJixTZ9i8Wd275G0x7ri9ftH4m03HZR7up77ChwSy38YJWuPuEGS1p6XSEYdUc3kXP1gSFWqfA7PrGIcZ/Izs3j+gOFQtSrewR2rJUHW0Gz8Huc64sYWVfISCtR3tJcTKba2SS8XTjgoibf2YkjCiNHPGxrhhcU/0zSN9+TpG1j1PCzGZF0Ge7+caaMhRP0uvz8D0CCybdCykPdP09tnlgcMepSkYoeNRWCEkUGhNVrOT9mPm/ufpPtZdup/O1Ogg7+buscHj5B1F2PumTwtk9rrRdmedZttWrzbL+f7SI7IFbUGLeL6iGjj97xwBqtBsoOCCFdlib+VhwSmSz2qNQiQ6f+cMdtvYVWA0Xbhagu2AolO4XxpDXO7mLyhU4+P9Zkr4Zl93aM8nel64LMoEYW2jLHxaM/CQEyKdqP1y4b06260YFMdrmGm7/cSUF1M+5qFW9cMZazkkJP6BgUCgVDfNwY4uPGnIRgHjtbpHzqDUZiH19xjKPhh53F/LDT9sc8KcwbSYLS+hYb0b7o41Q8XZyYGRvI3MRgTksM6nJ6dldZllbKgz+m0aY3MmKIN59cN5HpL6059oEmJkb78/MdM1i2r5SXV2RQUtfCvd/t7bDfDzuKeGyp+HzeNDOGf56d2K0JoPfX5XK4qokgLxcemZ/ocB+VUtHBnT46wL3TWvx27pkXx0XjwokOcO8wtr8PlZtrqTPLNByubKLNrp69wHT+QE81apWSUjs38E2Pzu3Sc7RGslLtxl40tzvV+S2tlPu/34vBKOGhVpFdrqG5zUCgp5q3rxzH9NjA/h5i76L2gKB4sYCt0L57lynqWmMS4laRcPvIuCP+sBNSzh5WvcQdRcbDhZu5Nee9abltNAgTOXun9PaoeFOFySzL6iJ4uZWBlUIpRKUjt3S/aGEcN1AnnxMc931207Uytr6YsVZmbY21eRxqyCO9tZLXrbR2obMzhc7OrPD0gLptKDdtZZhOR5JWR5LClVGuwcR7x+DiN9TUyqwPIt9GHSRdBPNfOvpr3VIn0sDtTae6Qs5q8ThKJyEY7Z5H+O7FjNYr2Ock8WfOLyxqbRSlFmOuEALbvof5QEerEVFja/fvziairLluGQwZ03XRqCm3TacH0R3BES4+Igo+ZDSEjha3gxLE5N+2dyDzf117zK5w8Fchqgu3CKFvn9XgHiCc4KOmwdBpYjwq56NH5ltqYdXjsPcbcd8vGuLOgu0fivsXfgCpj/bec+gPJElE+mUcIgttmeNCrVLy0Fnx3DRz2EnXvufvQ+Xc+91eGrV6Ivzc+Pi6id0y4eornOzaXeW/JOrRKjVaft5TzHfbizhc1eToUNJLO09ZbtTqWZleZk6VTg73YU5iMPMSg0kO9+l2xE2SJN5dk8Prf2UBMC8xmLcXjjO3NDselEoFF4wN58yRoXyy6TDvr8ul2coJ/s3VWbz1t0jpu2FGNE8s6J5DeHa5hv+uE22Injk/yWFttCRJ5FU1sd6u3Vq7yFYqINTbFaVSgUqpoK5ZR32LmNx4++9s3v7bgaswcNMXOzus81CriA70sHn/rps2lNS8GjLs0sa7S5PW8jo22bnry3Sf+77bQ/u8RfvrOinaj3cWjifU5+Qps+kyCoVw0vUIEBfl9uha4OMzHLe/SlhgEeXN1aI2uypTLJ3hHgAhVhPBm98y1Y+bIuNeQ0Qva1I6HtvWJKJ0K6zStOPPtghzXbNI0a4vEuZk9ji7W0S4NeUHhSBXD8AJamdXCIwViwlPYJJped1KTHww7ErSC9dxoP4w6S5qKpycyFGryVGr+RWAapyaqoir3UKSVssobRsEWbkofzjb1Ec8qkNfcdz8ujZJETMbLvrQts5eksR71F5bXZQqoqLtZnJhdpPmc58U0eqw8cLpuzYfctdC7t9weIOITh/8VSwgRHSg1f+vNc9ztrcX+wL8WBk0lEUXvCBM/wZK7X9XWXqrENVV2dgY77XjG2VpqRU2Tnx/f5xt2e7I6BBEHXPNYVPqt1X6d1OF6Ti7CRjvcIuYHmL66zu09yetJEmMy37y5Ydrbe/7RkHUdCGqo6aLNPjjGUvGcvj9fmGAh0KUW4xdBJ+dLbZPvwcSzxm8QttoEM9x81si4j8QfRwGALLQlumUuuY2njTVuraz7O6ZJIR2MRVokCBJEh+sP8wrqzKQJJgS489/r56A/yBxTg/ycuHWWcO5dZZIoZQkiYLqZtZnVfL9jqKj1gU7Yn9JPftL6s2C8NIJEcxNDCYlLhCvLjpPa/UGHvtpP0v3lAAiwvyvc0b0eHLGTa3irrlxXD4pkskvWNp6vLlajPXiceH8+9yR3RLZRqPEv37ej84gMS8xmLNHWS7KmrR6tuZWsy6rgvVZlRTVtHQ4/oqJkcxOCGLG8EBUKgXZpuh0RpmGn3YXd2pKZk2otytXTo4kOdyH+BAvwn3dyKrQ8NqqTO7zoFAAACAASURBVFYfEhcn7b4BTkoF02MDO/RXlxkY2CcH3DprGA+flXBS9b3vNSQJfn9AiGz3ALh1HfxqZWy1cLHltq7FKkW9k8i4rsnUh9dK0P71b9vHVKiE2D5aZNyaq76zjLWp0nG7MrNJW7OoU7evVf/vNPHXI7hzt3Tv8AEv1GakPM4MHhd3aguo3PwG6Zk/c0AlidRzFzW1KhWHXNQcclGzxO74F7UFjCrKIimnjWidHptvhNrTIrx9oyy3VXatK6/4GlCIdlmF20QP7aLtJlFjh1+MENSVay3rlCqYZZcp4RcNE28Qi0EPpbtFVHv9y2K7phQCbcXEmc5BvIKBvUYNR0ISGTIQ37u2ZuGa3t5Wq3SPrYnYvu8tt70jrNy/x8KQcV1rNaVrFZ/39jrqsn0iFVznYPJfoYTAeGw6Czx8uO9aWhkN4vkXbjPVWG8THRbA9vsZnGQS1abF2tzueGiqhhUPwwHR256AONEXe8hoMZmobRDnn/fvo59noKJrESZ/W94RExbQ8fspY0YW2jIOWZtZwaNL9nWopT3ZRHarzsCjP4kaWBA1uU+fnzSoL4YVCgXRgR5EB3pw3fRoQBhoHSitZ3dBLS+uyDj6CexYsquYJbscp3Q6SjWuaWrjtq92siO/FpVSwTPnJ3H11N5ttdNZevu6rEoWby/kiomRHTIAjsX3O4vYkV+Lu1rFMxckkVmuYX1mJeuzKtmRX2PjPO+sUjAp2t9cxw8Q4Klm6e5i/u+PQxTXdhTiICbDAz1dqG/WdUgLByhraOV/Gw7j7epMo1ZPo9axOH/4rAQWTYnC111t0/KtO7To5Ch2X+Ll4sSrl41h/qgTW4IyqNjxMaQtNrVo+uzoqcbObh0irzZIkohE1pfAqoWW9cmXW0R5Q6kwqmow3S/q5LGsL8J/udMiytsj44lJHaPT+jYR6W4X3+lvWLa5+oqxtdepF+/o+JhKZ5PItBLgAxm/oQSd+yanzXuK03Z+CqkfIpWXcMRJxQEPX9Ijx5Lu7kFq5f+zd97xctTl/n/PbK+n95KenOQkJKEkkBBAikJQQEABRRHr7yL3WrBgu6Iicq/XrogoolwVKVdUhNADBAiQ3vs5OTWnl21n28z8/vhumd2zpyUnOQnM+/Wa18zO7s7O7s7Ozuf7PM/nSZf7/CXPA4hrCScyC1SZhUND1AcHqY8MUd29B6l7z/DX0n8fd9eMsEOS6F2tb7PlFiagzQ+k3e37xuoN3t8I+5+GbQ+P+rDS3gbOsJSy0WHnmSc+zsfqPix6Yh+tSDtWYmHRTqx9c6Kt1lYR1deyzvNu3Wf5rm+kI9bukrFfI9sM7Z4VIrtEzfF/ZXaIrgL69O/SBSKDQJ9yPZkiOxYWTvHN68XU8pYQt3pkS8LPQOe9c8skpD/v/Bs89WUI9Yjz2crPwfm3i4yRf/57YjCxWLSiM51iLTNDfbDxfuGmH0wM8NvzYdmnhFfC/100tft3kmIIbYMMgpE4dz65h4feEuYWM0tcNHTnTkc+1ekYDPOZ/93IttZBTLLEHVfU85FJFoQnCw6ribOmF3LW9MIMoX3Ph09nc1M/G5v62doyMMoWcvP9p/bwf5tb+cg50zitKh9Jgs/+ZTNNvSE8NjP33Hg6q+aM44/7GCnz2nBZzTT0BPnG4zv54+uH+cblCzh/7vheu8sfTtV3h6IK1/z6dTp9ww3byr12yvPsFLqstPZn1mPr27GB6Ic+r1w4fc9NzOeUuXFa06ddvUieWeyioSdIKKpkpMUnWTWnmK0tA/jDcTY19XPLBSOYQE2QwaEcZjMGEyZ5ztQzv8LLrz98OtOLT8JU4ZOFpvVp9+hLvgszzx/98WMhSSL9OLtG+5rfppdVRbR38iX6ieeKjCfTW5Ns/VPu13MUZPYS10fGZ1+cKbRvbxI1w7nqwjNM2hrSkSLIFJg/qE1Ew/VO6cl5TWb7tBOJowBW3Qbn3Iq0/WEqX/8FlT37effgCyBbWDQt7Q594/wb2dW7iz29ewgpYTbKKhtdFmHmBuSZndTbSqiPRKhv28HCSJRSZbwDghr4jgihFUiY7iWi4kM6cX3IkuPyN9QnopDb/ipSYZPY86D+auEa/uIn0utX/w8cWstlnW+w0QFr/If42D8+K+4rqYNZF4pp2orjVy6gNylr3yJa3eUSvK7STPfvN76cvu/8r+TetqaJ34g+Sn1kOww2Zx6TXYnMR0ehrpb6NLFcNPvEZWg8f4c4n7RvHm6iZvVAzbJ0GnjV6WLQbizn84ny2M1iXloPV/4ybU649SHY/CAgwTW/O7X6pg80w/p7xP4nMxTyauCcW2HpjaJNo8GIGEL7BPGblw9R6LJS5LZS6LJR5LJS6LLitJpOGsfutxr7uO3Rram02JtXTuerl9ZR962np3jPJp+tLQN8+sGNdPkj5Dst3PPh01kx6/iaE40UnZxKVi+qYPUicQEUjavsOeJjS3M/W1oG2NI8QHPf6OZeAHs7/Kl2RXrOnVPM4FCMg11+phe5JhxhHo2ndmQ6wK+//SIUTePPbzTx0xcOsL8zwE2/f4vz55bwjcvnM7ds9EwMfRo6kFNkg4g4d/jCOe/70PLatON3mYeCMUoPtCzr8JHq65OsO5B2jH9xbxdffGQbd18zyRcJBhNG0zR+8tx+fv7iwYz1151Zw3eurB+1Fd07Hl+7qItU48KZ+ZxbT8zryibwVoip+szcj4lH4M+6+y78ZpZxW5uIkg31iylXbTlkCpJHP5ZZJz59FSz+kBCYkiQGAPxHhqek+9PdCYgMpmtehyGJC/jsVmV69j0tIox51cfHsM1sg9M/CktuhAPPiPTSpsweyV8tPhvO+gpxTaFhsIFdPbvY1b2dXR2b2OdvYjAe4vV4E68DlInB0uJ4ptDum3Y2hZ5qMNvT9fKDrUJgJTMVWJ/xnIzvQlPFseepEC2kDr8qBjmSSCYxULLkBlGfb8mRRbXsU7DsU1wc7OKuxy5ht81GU9USprVvFz2Wu/fCG/cIl+zasxPC+yijfkpMRKaz3frvu2D4Y51FmaK6cql4n/rvWy+0QaTK9x5I1FEnXL87dsBQ39j7dsPDImLtrTwxJoC+dpEC/uqPoUQn8l7VDWq5StOieto5ULbw+Aj+7BYgslm44K+6Le3A37UnbaZ4we0w612Tvx/Hg44d8NrPxeBTMiOibJGI0tdfdepF5KcIQ2ifIEZK17WZZSG6swR4octKUdaF+uBQDO9x6HMbjin8+Ln9/HZdA5oGVfkOfviB04678JxKPvib9UTjKnPL3Pzuo2dRW+Qc+0lHgaZpbG0Z4K9vtfDE9vbj8hqThdUss7gmn8U1+Xwssa4nEGFr8wBbWvrZ0jzAtpaBcRtmrdnZwZqdog7KapKZVepmXpmbucdYfvD0zg7+46HMiw1ZlpCR+NjKGbx/aTW/ePEAf1x/mJf3d7PuQDc3LKvlC5cIN+R1B0RP64liNcvMLnELMZ1onXXzA+nUz7veP7boVVWNzc39PLWjg6d3Zg4WOCwmLpxfyuqFFVwwrwSXzUw4pvBWYx+vHuzhlf3dGQZoj29p4/FEDXwSTdMmfH5IGrUZjE4wEqexJ8ih7gAN3UEaeoI09gTY2ZbbA+G/rj3tBO/hKUY8IoROsEtEf674xcnl1J0dGT7vy8MfEx5M1ItnR8YTt31Z5/xdj+d+LZMtMyU9uVyzHBZeDWt0gvGWN0d2S48FxWv72jLFrV5gPnRd5mt7q6HucmHKVH3W5EVeZRnmXSam1o3wws3p+x68AvJqMdcuZ667jLmtG3l/+xZQIkQRPb53JXp877RaOWS10JPVovB8uZ1KoD6/nvpZV1JfXM+Cgjq8sXDCNT3tns5AYpmswcykyVkunIXieDz8mnh+fq0wb8tBoauUsyvP4bX213h62Yf4zJzHofEVOPSimAZbxO3GV0TUVf99+DvAk1VWosRFKrbe/btjJyiJAWD98x0FmUZllUvHHkSJZn0O971LRMKz21eBEI4ldZkmZWUL4RGdieAITvaTgqYJk7bm19M11gOJlqZWCxnF5ktuTNdYF848/ueTwTb41+cz1336JfE5JYkExHkuFhIlBbnOIycbDS8Jg7NDuu4wMy8Q5m2zLjy5ztOnAIbQPkG8f2kVvcEofcEIfYEovcEokbhKJK7SPhge1qYnF4u/8ywWk0SB05ozOl7ktiaWbTmFei52tg3yxUe2sr8zAIgezN9674Jxm16dqkTjKhfPL+On1y/BfRQu2GMxGIoJJ/ANLZPmDj0VFLttXLygjIsXlAGgqBqzvv7UhLcTVUS0fE8OY7ar73ktI8W6rtw7ohHds7s6uPUvm4mP0oYqz2nhm+9dwI1nT+POJ/fw/J5O/vzm2P2tk8gSTC9yZfSinlfuYVqh86ii8oqqseFwH2t2HGHNzo4Re4hv/tYlOKyZF5N2i4nz5pZw3twSvr56Pl3+MK/s7+FLj27LuY3ld73AuXOKWTWnmJWzi8fVqi1XmroB3P9qIw0JUd3YExwxk8HgKFnzVVGjbM+D6/90cjpxj4U9T0xlC3Lfr6rwvzqH9ff8YLgoD3QKAZWdLq5HL6ye+1YiPb1KuD/XXS6WvZUQ9ukEeGNagNM08nvwtYpWQ8l2Q3rmXiYE+PQczuwToeqM4esGm2FH1jnZWYS15mzqa5dT3/CycP9GYujq37CvfB4fWfORjIe3B9tpD7bzXNNzqXXTvNOoL6pnYfFC6uecR11hHU5LYiB9ImnCwW5Ro52N/rt48KqUe/qlpgJeA54+9ASfWfgJEfGrv0oIxd6DadHduC5zez+aJ6LnyXIHix16Doqe89nY8oRBmb5v81caRxc+wR5dhDqRAt57EKbrzP7aN4u51S1EYvmitLAunX9iyxGUuOij3ZSor25+Q9Q765FkIfZDmYPVXPWrE7OPmibSqJ/9pshq0R8TepGtaaJ3ds9+4Vh/ze9OeqNDAB68UswlWbTQW/EfiePO4GgwhPYJ4ifXZR6kmqYRiir0BaMpAd4biNIXjOrWRXlxb2adWEzR6PJHRrxYH43r71tPUUKE5zks/HVDCz2B9HbuvnoR155RPakpvicLvnBm1O7Wd83mi5fMPerWVbnQNI23Gvv464YWntpxhEhcmF3ZzDKXL6rg+mW1fPA368fYyvj5w2uNXDS/jJrC4xONz8VoruGyBKvmlAxrezUWm5sH2NycWR9e7Lal07DL3cwr99LcF+K2R7YSVzWuXFKZMrBLoqgazX0hXt7XxW/XNdI2kNuQbCS+d2U9S2sLmF3qPuZ037ii8mZjH0/tOMIzuzroCaTrxTw2M5csKOOyRRV86sF0HWC2yM5FqcfOtWdUs7Q2n9U/W5c6xpJ0+SP8bXMbf9ssIt115R7Om1vCubOLWTaj8KRLY+4JRNjc1M+m5v6xHzyJ9AejNPQEhZBOzrO8KL73r93DnlfkslLmteO2mXnr8DhSKg1ys+mPsOkBRL3i70X06e1ItuHWObcMf0w8KtLF9ZHw7Mi4ngPPjvBikjD9SorwvBohkuZcAhu+mX7YR/4uLvwPPCsctUdj/xoxQaaYuOccmLdapKAn09T1bbliYRGFbXkDmt8UbbbKx1HHecbHYNlnYN+TCZENrP4hjtOuI/sy//UbXmdP7x529e5iZ89OdvXuoi3QRpOviSZfE081igFhWZKZaStmYSTHQFn9+0Xq/qwLwZS4HI4GMyPhgy2621nfRUPaxfxCWeK7tdUc9Ddx4L8qmeMoG966bNmnRJ23/vsAkZYb6hkuKB2F4vHJSHUySqsfMEh+5snWZvo2Wh3bxbE1Fh/4gxDWBTOGH7MnipfuThiXbRjuVG6yiRKPZP/q6mVg905+H+3x0N8kTM0aXxa3q88CcjjdA2z8Pex8TAykXPv7lAfBSUU0CFv+nLnO7BDlH+fccmLMGH3t4hzR8tbxf60pwBDaU4QkSbhsZlw286hCSW+WtPd7l2YJ8dzivDcQoTcYHdZO6I2G0S8Mb//bDr72+A7yHJZURDw7sviPrW261HYh2q3mk1uYH+4J8skHM3sUf+k98yZt+72BCP+3WUSv9RfrdeUeblhWy1VLqshzTn6GwB1P7OaOJ3Yzr8zDRfNLuWh+GUtq8k94f3OrSeaHHziNK5cIl9Vkn+ktzQNsOCwGHsbDtCInmgbNfSF6AhFePRjh1YM9OR8rZ43gH6vz9u8/diYX1pUd0zZiisr6Q72s2XmEZ3Z10hdMi+s8h4V3Lyhj9aIKVswuwmY+NsE7q8TNVy6tGyYG//LJ5aw72MO6A93sbPOxN9Fe7L5XGrCaZZZNL2TVnGLOnVPM/HIvsiwRPEHeAYqqsb/Tz6am/pS4buod2wPgaInEFZp7QwkhnSmq+0MTS5e3W2RcVpHKP9F2eQZZtG6EpxJtlS78Bsy5eGr3Z6oxW9PmZiOhF1bv+/lwUe5rE2m/gU4xtW3KfL5eJD/xuXR6+qrb0qLc5hGi7PA62PtUuv1RLrp2i2lC6IT2DQ8LYyqzXbQJWv9LEc1f9yMxJTnvK0Kc5sBqsrKsYhnLKpal1vWH+9ndu5udPTvZ2bKO3X176NKiHAx3cTDr+Rsddr5bPZOFUoD6wUPMyp+FWTaLzIrSOjHlQv9dXHlPSpB7B5pZGW/iJQs87bQzZ6BZRO1zMd5+w0N9sONR0apOU8V3lHBQT7Hmq+l66mxnbQAkKJqVjlInzcr0DtH17x/f/kwGoT4hqJuyHL5f+kF62Z4HNWena6wrl0ydyV8SVRXdEZ6/QwwEmO2iD/vZ/wb/myPa274lbfJ48R3ivZxMBHvgrd/CW/eJ40x/TH5h1/FrtabExLHa8pYQ160bMgcT34a9uA2hfQpht5iozHdQme8Y1+OjcZW531yTuv3T65bw4+f2DzO4mlXioi8YZWAohqbBQCjGQCiW0238c3/dOmydx2ZO1JgL8Z2sOc8l1MMx5Zijal3+MA6LCbvFNGYbrlcP9PDZv2ye9DpUVdV49WAPf93QzHO7O1Otn5xWE1csruT6ZbUsrs47rkZ3y2cUsrGpn32dfvZ1+rnnpUMUuaxcWCdE96o5xbiOQ1p8Ng99ejlnTCtM3ZYkiZklbmaWuLnmjGruvuY0QtE421sH+ee2dv4yQgq3XnQtrPIyu8RNJK6m6rz1ZNcm58JlNfGZ82dx7RnVVOTZkSSJUDTOb19p5FcvHSSqiwbPK/dO5C3n5Mw7n884zgqcFt5TX85liypYMato0lvG3bxiOs/u6uDNxvQA2orZxayYXcxXL62jNxDhtUO9vHqgm3UHejgyGObVgz1i8GINFLutrJxdzIbDxyeaPDgUY2vLQEpYb20ZyGkIOLfMzRnTCnjorfENyOjRNJHhc6g7kLH+/B+upaUvNKyX9dESjqmEY7nd2avyHaxeVE6Z186dT+ZoSWSQJtAFD39EGFbVvRfOve3EvbamHVNt4U83/oQlZUtZXLKYAnvB2E84Xpxx0/B1mibE2GBr7sg4unPoQFO6xjUXVo8Q4eULhQj3lIuoV8c/J+89HNkq2pzlTxOR8dNvgn1PwSOZqeF07hQpxLVnD/vufrv9t9y6NNM8ryA0wMoD61i57aFEyjx0mUzsKqhiZ9UC7vNlDg48uv9RHt3/KAB2k526wjrqi+upL6qnvrie6d7pyNIo5+2lHxbzRDT5sp0P8lLjYzztzefWgUEm5d8/0CkGI7Y9lF6nFyNv3pteNllF6yy983dZ/dS6Qg8069LA1wuDuCT697HwmkTEegWUzB9XZL0vfoI64vQegn/cKurEAaatFJ4SRSN0/hjqh0duEue5eZfDin8/Mfs5HvoaYP2vYMuf0jX5BdMBXXbc0Yjs+AjdS4K9QkwnI9Ztm4aXRSRLAWqWQ88zE3/tkxxDaL+NyY40/3VDc0pknze3hP++5jTK89I1nIqq0R9KRsWTkfII3/rHrtRjzplZlIqe94eiKKqGPxLHH4mPKzpV962ncVpNGRHzQpctUW9uzVhf5LJR6Lbiykqp1TtEm2UJu8WE3SIn5olls4mNTSMLiF+tPZgS63aLnFq26ZbtFlNiWR42OHDeD9dm9EpeXJ3H9ctqed/iyuNS850LvcBK0huM8uimVh7d1IrVJHPOrCIuTkS7xztAMxrP7c5MkbphWW2GyB4Jp9XM2TOLOHtmEXe9f9GYEeidbb4RTabGiwa8sLeLtv6hRO23SEX/j4tmE4rF+c3L6XrIC//nJT65agb/dsHsMb+/cEzh1QM9w5zPB4diFLutvKe+nNWLKlg+o/C4lmHIssQPr13MeT9cm/P+IreNKxZXcsXiSjRN41B3kHUHunn1QA/rG3rpCUSHpd8DrN3bxfKZhRltyCbC1/62g81N/ezv8g8zZHVZTSytLeD0aQWcMa2AJTX55DlEtsdoQjsUjacNyLqDNPQE2N3u40BXIOfjJyNS/r7FlZR5bJR57ZR6bRQ4rXz095mpbRu/eTHF7nSkxRDao6DEhOu2vx2K58JVvz6xaap3loG7TEQEk5MruaxfX5azXvz+Xb+HxF/hNNnJYmcliwvrWFK5nFlVKzC5SqbOJEiSRFqqqzh3LaU+CvvxZ9KCPFuUD/VB1J92zNYzmZEmffQSRHQwlxHXvqfElGMf7t95P6tnrGamvUiYmm19KC2EQNQbL7iK0iU3UFq7gnfJMvdl1WjfvPBmdvXsYnfvbgKxAFu7t7JV1+/bZXGxoGgBC4sWsqBYzDN4/o50W63wABdIEvbaKppNMrutFuoVWUSSU+7fS6B4HvxpaXob77krnZreukEI66OhbJGIrhbOFKnqnooTVw/81w/Dgqtg7rvFcdT8ekJcv5Fwf8+ieK4Q1f26/65rfz/hl1WZpJHUEV9AEa7xL94pjk+LCy75Dpz5iZHPXZoGf/+sGMzKnwZX3XNymIe1bYbXfy5+K1pCVFcuFQ7i86/IjMoHukTmQbKjwpB+uT/rvsQUDWSeI/5+ixDXvdm5JIje2zXLRAlAzTLh4ZAcDPqjIbQNTmHeaOjDYTHxjcvn8+HltcOirSZZothtExeOuixavdB+6NNnp5ZVVcMXjulS1tPiXL8uO/1X9AkeyhCqozFaanpc1QhE4gQmWLL+w2f2TewJWej33W6RcVrNPLe7k3UHurGbTditJjHPEO6Z7+PVAz3DBgj0Iv9YU8CjisrL+7t5eX936jucN0abq5HQNI3frWvkrjWZQqKmcGLiPa6oHM4SQTOKXRzuDQ4TZRPh/pvOZH9ngP2dfvZ1+DnYFSAUVdjWIpzSxyISV/nV2kM8vKGVL717Lh84sybj8w/HFF7a182anUd4YU9XzsjsXz99NmdNLzyhqfvZbvmHugPMKhkevZAkidmlbmaXurl55QyicZUtzf2sO9DDL9dm/hHe/IcNWE0yp0/LZ9WcElbNKWZhZV6Gn8FQVGF76wCbmkW0Wo++n/S0IidnJIT16bUFzCv3jOvzueOfu3ijoXfSjAQdFhNlXhulXjulCfFc5hXzktRtOwu/nf6T/8UN6Yvh1v4Q5/5X+qLQLEvsu/OyE16mcUrz7LeEE7bVA9f/RdRYnkiUiEjlHSmdV4/FJUR3fnrV1f4AW202GqwWmtQQTYGD/DNwEJr/hUtVOS2qsER2sthRyaKCuXgLZ4kL7ZOMl6QwldWnUTnvUtzWrHNFNCSMsXb+n5jCgydmp3KJ7LGeosb53uPX8vuWZqRUWy5JuCMv+ZAwiRvDYG9JyRKunn01VZ4qWv2t7OrdJVqNJXp8B2NBNnRsYEPHhpzPf3Hzveke3yYrzrJ6zrebeSbaydMrP0n9ud8buwVSoEs4jHfsEAZsR0vnDvhHlgdA/rSEW3rN8HrxyWTvv8SUC8kkTPumrRDiuvbsdK3yZPewnky69sI/Ppvupz7zAlG2MVqJB4gyiH1PiuyCD/4RHPmjP/54EY8KAbzjUTEgpGZldRbPFcfHxgdg3Y9Bfyn3P3OO/fW36uq+i+dBzVkiYl2zHIrmTJ0XwBRgCO23MV3+zD+vM6cV8KMPLmZa0eS4u8qyRL7TSr7TyqySkR+nj15uv+PdKdf1DFEeyKwzF8sRwjE1I8V3sphe5MRpNeO0iih2NK4SjqkMxRTCMYVwTM0wihuNcExlfUPvhPfhxvvfHPV+q0nGlhDijhxC/WjY15kpXKbf/iRnzyxkQUUeNYUOqgucVBc4qCl0piK7MUXlP/+xc0KpvZqm0T4YZn+iRnh/p5gf6goQVTK/z8ZE/2irSR5233i588k9LK3N5/RpBXzi3BnMLnXT2j/Evg6RVr8/MR9L0PcEItz+tx3c/rcdfPGSudQUOnh+Txdr93ZluHOXe+1ctqicB147nFp39szjVNM0Ab706DYe+38rxhSAVrPM8plFLJ9ZxPN7OjMEbVW+g7aBId5o6OONhr6MQSmn1YTTamIgFBvR+f0z581MCesSTzraG44ptA8McaDLz/pDvaxv6B0xa+EPrx8e93uuzLNTXeDMMCf7yXWLKfPYKU0Iarft6Nsirt3bxc1/SF9onzOzKGPA0WAcbHsY3vy1WL76N1A8CRdyE+XzO4SoCXQm5onlYFfm+lhI1GD2NwqRkuA7PeL4GpRlttusbLXZ2Ga3sd1mJSjLrLfLrCcGShNS92FmtcdYHI6CVydmf3NeWvwk+1zn14rJemJMLf/9xXQaq8fqocpWRAUmqsIhKnwdVPq6qIzHqYwr5IFIf3ZntZ/61IvisxoWGW8Vxkba8e9kYFdVNsox/uG0clUgISJmXyxqYWWTEEoF09NtunLwubWfA8AiW5jmncYMZzkzJBvXKXamUYbSt48GJchOm5VdNiv7rFbium19LtHju8SaT33pYuqLF+IJdcL+x3imezNfkE3IsTB07dIZlO0AvfZ+7afpZUkWoiTZRitZV+3MyhrTC9SSuuHZB0lGdAgRtgAAIABJREFUKxPI6O9+c+I4FA7qKTGenXIe8Yv03+ZxmrqarPDuO2HRB4a/h5MVJSZaW738XyL12+aF93wfln5kfJHp574t5pf+QESMj5V4VJRZjBVh1vO90nQruJHo2S+mJBkZK5IYIHAUCEM+R4G4HR4Urdb6G4dtbhirviREdfWZp853f5wwhPbblKd2HOEbj+/IWPfwZ86Z8giM127Ba7cwvXh8Yj8UjdMbiLLqv9PRpK+vrsspzrNrz0dDH1WVJVIt0/IcFg51B8aMrj5x67k6Ua4wFFOIxFTCcYWhqBDqyeVIXNweiio8vStdK1dX7kk9V9SAKhku0lFFJaqow0ztJpukoDoa7ll7iFBE4XBvkJa+EE19IQbGMJqyW2TCsfT7XDGriA5fmOYR0n2/9O65FLttNPWFeG53JwdzpAs39ogWTEm3bYfFxKLqPJbW5rO0poAbl9dS6rXz+JZWvvBw7tZY2fz4uf3D1tUWOvnCJXN432mVmE1yhtA+GdjSPMB9rzTwbxeMUDs2DtZ+6QKe2nGEn71wIDUIkkRko6Qvoq1mmU+tmsGv1h5KravIs7PxcB+/fukQW8eRTTAWlXl2zp5ZxNxyT0Y0utRrx6MT0PoBvfcvrR5pc+NGUTV+8tz+jIj/zSun8+331R/ztt9xPPEfYn7el0WkcaL86Ro4/6sizfBoSQrasYgEEgK8G9bqjLhOvwkCXeQFu1gV6GKVvxMGBokDB62WlPDearPSarFw0GrloDXTo+RWtZ3F7Y0saYxQH4nizP6jsTjFhWnl6VA4Iy3EJ5H57hraQ50MqlH8UT97o35SMs0BONKj5g7ZQpWrggrvNGhLt6XaZjVTVXsWRfZLhw9gqYr4/LJFeNfE20KOxi0Dg/y4sIAfFeZzfmiIAlWFg8+JSY/VkzCbmz5sG/MjURotZsLEODhwkIMDmdk9UoGNyriZ6bKd051lXFkwh7s6XkrdP6dgDocGDtEdHeCl1pd5qfXl1H1Hgke45A9L+PDAAPWRMAsiUTzJ71svas78RFpYly4AywRLvD6bGLCPDQkBfOhFOPDcyOI7F7v+NrHXhMz3UPdeEal2FEBfo0j379othOqar8AzX4cZ58GCK8VjJ8t9W5vkIMyR7SKK3bFd3J7zHnjvT4Rnwbj3SYGF14rvVc9oglnPH68YnpI9HvTfRy6R7akQddDJNnLOwvSyoxBe/0L6sf/ZJ7bRvhVa3xKDKw0v5c64yK9NR6r3/Dy9/qJvjW+/3wEYQvttxmAoxn/+c2fO2supFtlHg9NqxlmYeZh++rzhImLNjiN88ZFtDMUUHBYT/3XtaeQ7LPQFo/QEIvQFo9zzUloMzCh20RuI4AvHUTVR29wbHMHMIQc33v+mrsbcqqsxF0Ig3dfcRoHLknKZ1ouBpz9/3rDtqqpGJK4OE/HhmEokpvCh36Wj4HdetTAlzoW4V9jeOnhC2w4FIvFhqcdjoRfZAK8fGjkb4OqlVfQEogSjCnaziQ+eWU1fMMb6ht5RU8KHYgpvNfbxlq6O3WM3pwYtVswqynjdb79vAT974cCYgwTNfSG+8PA2vva3HcwpzUzD7/SFKfXYjqsB3nj4yXP7ubCulHnl4ysT0LceA1h0xzPD2oaNRDSRcq/njicm5kZc6rFxzqyijHNW4w9WT/nn+JH738w4Rr6+ui7nucdgHMTDMOfdcMHXju75B58X08wL4Pzbj6+Dr80tpmyjoyt+nnlb0yA8iDnQRV2gk7pgF9f72mHD/fQMNrHNbmObzcYD+ekU+ZedDl52CiFl0jTmRmMsCUdYHImwJBKhMhZCanwFGl/JfC39RfR3ixP1jWeK1kIVi4VpWa56XN8R0WJLxyM7XgMgKEkcMZtpt7toL55Ou6eUdqudI1qUtlAnveFehtQYB/3NHPRnptvf+NSNAFhlKxXuCipdlVS6K6lwVVDpFstVhbWUVJ2BSTaJwYu/Tq7QvnHQzxNuFwesVn5UmM+dPSP870X9wlStc2fG57hsKMz9HV2owBGziQaLhQaLhUaLhUarmQaLhQGTiTaLmTbivBZpg45ME05PPMZqRy3RcD+h8ABDSoQes4kmiwhZd8kaPynMA/IAmG5yU++dAf26IMh7fzw5H4jFIdqUzbpQRJH9HXBorRDeDWtHT0tfdZv4jhpfge6j8JmIJ/rAp1rKvVv85lvehN3/FGntyT7i//oCTD9XiO5jRFEnOQjx23eBGhfi87L/FpH47P+hXII5m/Cg6EU9XsGs/303vpzjAbkizDrBrESh9dHMp8gWuOCrcNYnxePGQm8Cf/8lovd6drq5yQoVS8T5J1lj7a1I378n6xxpABhC+23Fy/u7+cpj2+j0RZAl+Oy7ZvOLFycmgsZid7uPunLPpPafPhZUVeNnLxzgZy8cAGDVnGJ+ecPpOdtp6YX2HVfUM6vExfpDvfz65UM5HdZXzSnGbTPTG4xyZHCIlr50XfbgUIzBoRgNPeNzvUw6s+u5e83etFh3Z5nAZbm15+LGs0evFTrQ6eepHR38cu2BlCv6qcbfxuEuPl70mQHZ4v47OcThggrviK2cwjGVHW2Z9YvL73qBPIeFeeUe5pV5xDxhwJY0/DreXFRXygt7u7jt0a08fsvKYU7niqqxu93H07uOsGZnR87jfrwie7wUuqycM7OIs2cVsbQmnxnFrpxu+HqhPdUiGzKPke9eWc9Hz5k+dTvzdsBkhSdvE8ZXZqvojWtOTBnL1uGtfCoWiwu/hpfEVFovIiazLhI1sFNxvEjJi998cJfA5gfhzfvA10oxcFE4zkVzruIB32upp3yl7qNs7dnO1sFDdMX87LFZ2WOz8hBiUKwkHmdxJJoS3wsiUYb9E6gxUeve9Fr2PSOTbWRWMB3XGTcze+b5zC5blO4hnUTTiAy2cKRjM+3du2kfaOA7felB3nJXOV2hLqJqNNW3OhdmJMo0mcpICOzp7/S06TV8ZsDHjT4/eaoqevbOugh6D4jWYu2bx3xLFuA/e/r4aEUZ//C4uTIQ5Kzw+M1awoljRgaq4gpVcYVVQ5nldn2yTIM1KcDNNFosvOZMR5w3+w+T2lOrBNhxjPJXe1gJcLg/M9Pw6n9ezcKihdQX1bOweCFzCuZgNY39/z8mnnJYcoOYVFUMNCTFbnbqt76l2kh4q8SkKcP7iWdnESSRLSIa7K1Om6JpqhD0ja9kHpcv3Y0y43z8eRX4ZRO+oT58gXb8wS78Q934Qr34IwP4IoP4Yn78sRCvRrvG/3lkkxTMepLCve5y8RntfTK36Vc22b+vkT6PkQRzQDcYdvVvM9O1HQXCPCxXTXPPAXj9F8KRvlZX3vG+n8Np14HFPvw5INLjO3emW2y1bAB9dneyLt1VmhDViYh1xeKRt5m9a0M9hGIhArEAwViQQDSQWk5OgViAYNRPINhNcKiXYOTYM+BORgyh/TYgGIlz11N7+HOibdLMYhc/+uBiltYWTLrQXv3zdeLCeVYRK2cVc+7s4mGGTCeKUDTObY9sS7V/+sS5M/jaZXXjcnq+Kcs9OMntl9Vx88rp2MwmNE1jV7uPRza2sDdLcD33hfPShm+pNPZIVo15lP5glLjOmV3PvS9nRgL1OCymrEi5EOJ6Njf3p8R5rhrUOWUePlfm4XMXz6GhO8CanR38Y2sb+zvHmYo0DiQJPnPeLHa2DfJWY99R1VjXFDpo7R/KSNf/yqXzsMhyZmp9XCEcVcQ8pvLi3mP4kx0HR9MveXAoNiySnou6cg/1lXkZ6363rgGbxYTdLONImemZcFhlbKllcf9Ihnn/ftEcXtjbxc42H+f84EXee1oFz+zq4MjgxM2GJguP3UyBy0KJ20ZNofOEtJw7GrQR6kXuvGrhmINax4sWXwtlrrLJufCeakYySxoJ/cXrkaxyj65d8ND16dtme6ZgN1nFOl2F0nv/eDp5kgWPbMErW8mTbXhNdvLMDrxmB16zizyrG6/FQ57Vi9eWZdbWuC5rYMAqBMemB2DX4+nHOYvhrE+I1FFPWUY97UeWf5lkA6uOYAdbu7ayrXsbW7u2srdvL91meN5s5nmX+E+1SCYWOMogNDxD7ZjoPwzPfzv3fQkHcBswPTEBfEf3fTx37XPE1BidwU6OBI/QFmjjSO8+2ju30T54mPboIB0mibgEbZJCmz1z4ESTJO4tyOPegsQ5sP8lLn3pSarjcSriClUOOxWJOnG7poGzSNTKoqv9XnwDS/oa+YB/H494PXyvqJDH2o4MH5gYgdg4BmcKVZXCcIQzdQJ+ke5zuKurh0ariII3WCw0W8wMTXDQ50D/AQ70H+Dxg+IYssgW5hbMTQnvBUUL0j2+jxZZFuZX0YAQk2ocGMNzRTLBu74G9VcLJ/Ps9zWst3sLWn8zocEm/P42BoNd+GXwRzrxyTJ+rwe/LOGTZXE7SzguavozNP2ZY6Jp/cRcsiG3m/6WP43xQjrB3NeQedcFX8tMyR6PYNZ/lqd9cOz32fKWqCPf+yTkcl7PbgEY6hPPSaaBt20SXhR6CtOfw4HLvk+weDZBm5tAPIgv6qOnbzNdbU/THeqmK9RFV6iL3vDI2YjveuRdY7+Pdwgn5xWPwbjZcLiP2x7ZlqpP/tiK6Xz10joc1uPT1sFpNdEXjPLk9iM8uV20N6oucLByVjEr5xSzYlZRRrub40Vrf4hPPbiJPUd8WE0yd75/IR88c2QnzVB0fClGd6/Zy91rxq5tmlPmYTx2Ppqm4RuK0xMU6esfuDc9knzzyulpUR5IC/SoIlLH2waGaBsY2Zn96nvSuT5Ws0yhMzuN3UqxW0THNQ3iisbyGUWTKrQ1bfQBg/GgzxRI8j/P7KMiz0FVgUOYsxU4mV/gobrASU2hg3KvndnfWDPseVX5Dm5aMY3rzqwlElf4y1vN/PT5A8e0f8eDvQmTOD2T0Rrqql+lo1w9gciETMVGw2MzM7fcw8xiFzNKXMwsdjOrxEVtkROb2ZRREvH4LStYd6CHVw/0sLm5n6beEE29zfzpjWZMssTi6ryUm/nimvxJ7y9+NPjCMb786PDa/buvXsT1yya3RnYirH58NQCF9kLKnGWUucooc5ZR7ipPzcud5aOL8YMvwOyLTuBekyk8Ad7zA1HzF09MSlSklqaWk+sjItIUDwO6gTRPRfoxsRxZRPFwbudq3UV0EzHQYkKrHYVX103PfhyvouJV01Ne4naew55eF+7D8+a9WDY+IER5YVqgbLr/AgrMdgpNTkpNdi61OLjUbANTGUPF1exWg2yN+9gW62NbpJs+Jcy2LJH9nmm1LA4FRbp5OMLcaIxJzZcZjwP4vqex2NxU9x6kumMnZx1+dVjKsWL10D39HI5ULqStsIavbfnJqJt82p3bt6VQUaiMx6mI+4H0oP7+3Y9RGY/zOQlecDpptFp4IN/LZwbGN0AamISsvPcFQ6A7HGNASyLy/fmydK27U1UJjdNlOabGhPt57y4e2f8IAA6zQ/T4TvT3HhdDAwnjskSrrfbN4reWJKNO/OMQC0N4kGjzenyRAXwmCf9r/41//f/gM5nxF07D763A5yzAl9UHefWuX+DX4vg1BcUE5EuQX8ZkIWsa9ZEoddEoRYqKJ/Fbe9Vh5xn9cfPApcf2QrMvGbmGOZdg9rXDvasyt3HB7ce2DyOhqnDgGSGwExkJGhCZeymBZZ+A125LPfTpbffT1bGV7r6DdAbb6Y6H6Dab6DKZGJJlqB69Rv7qvb+ZlF12SWZcmoRbjeOORXCqCm5Vw6WqqblLU3FjwuUux+2t4dbwsXUEOhkxhPYpxAfvXU9Znp0yj40Cl5W/vNmcEmLFbis/u34pK2eP/AM6887n8TrMeGxm3HYzbpsZt82CJ7mcmKduJ9bp+fDyWswmmaGowu52H5ub+2ntH+LhjS08vFGMkNaVe1g5u5iVs4tYNmPynZhnff0pFJ3j8RffPZfz5pSgqtqwlPYdrYM8tKGZf2bVrF9aX85VSysp8djY2+FnZ9vghFy1X9nfzYJK75iDCpIkkee0kOe0DHNmz2WqpGmiXVlmpDxp+Bbht+vSbo9V+Q76glGGYgrRuEqHL0yHb+oil9nMKHbxoWW1XH5aBeVee+q70TSNGV/LXa9XmWenNxglEldTAw1v5TC4HMlvoG1giLue2stdT03ACAYo89pYMauYUo8Np9XM/k4/W5r7aZ9AJPj/nT+LJTV5zCnzoKpaKhLf7Y+wvXWAba0DbGsZZCh2/B15Jxt/JM6W5n72HvFl9qtPOOLr+fObzdgtMotr8qiv8rK1ZYAtzSIlTFE1NjcPsLl5IFXuUVPo4OL5mRdluX7Lx4vd7T5u+fOmYW3n/vva00YdvNOjadqw7/XNhl6C0TiBiEIwEk9MSmJdfMR15PDd6Qv30RfuY0/fyIMxejGuZ8MTn6H8+ocpK110YiLjnbtFH9lq3bn/nFtGfvxI6KM8t2X9nlVFRGVf+aFIm0xidoi+sDPOE6Li1f+Y+OuOwGb7+FImk7hUFa+qoL/M+pg5EQFKiv2E7nGqKtNicabFYtTE4yxXFN6jqARlmSaLmQfz0tH1dhna3S7WJASGQ1Wpj0RZkhDep0WiwhjsOPLgk59keizGjFicinh8+IWkuxzTwqspL5hBeX4NS72V6KvzJU3jrHAEl6qKdmmWkYcK+kwm+kwmdmb91V5TLWpDvYqCzyTOQb8syKfbkcfZQyEqQz7hnK6q5DqThKRjH+DrkWWKdZ+1BZgZizMzFue3Rzr5VEUZeYrC2uY2ek2iDrzRaubuoom5MA/Fh9jStYUtXVuG3ffjTT8W0W9bKZU9h1Cb1hNoWY+vdx9+WcKfjCA7LPhkGz6rA7+rCP0IwZX9r+PXYvjUGJFyNzC8RST4IejPGFhI0qIlIv6JD9qsaWLgKTEQ5VHT4lg//25x+hxh1rQMR3c9qiSxw25jp81KRVyhJh6nJhbjkHWUISazHea+R7iyO4uEQDbb4PVfisguiNRoPTc+NvL2slFi8NjHIdQDTGwwNq7GCfY1ENpwL74tD0JVus75u8/+G93hXrrCA3TFBumJZ0WeTWQOksR2Z4hsgC9v1TnZWxh3uvfRYtc0SuNxmnW/422NzQz7hVlcUDJPfCf6eX5t2mPiZG75dpRII6XLncxIkuQFBgcHB/F6T3Avzgmgj/IcvvsonFaztjEWBU4LZV475Xl2yjx2yvLs/PyFkyua9/rtF1LosmIzyxOqwxzP52A1yVQVOMhzWMZ0O05+H829IR7d1MJjm1qHpdc6rSbmlLppGxgaZhiVpNRjY0GllwUV3tR8epFrRJFwrMeE/vlrPreKfR1+trYMTGrP4cli2YxC/v3C2SyfUTSsF3r293nmtAL+8PFluG1mVFWjJxihtX+Ilr4Qrf1DiUkst/UPHXUbsPFgNcksn1nIhXWl1Ffm0ReMsKVZiMXtbQPDzNxyMbPYxaxSNzOKXVTk2RkIxejyh+n0Rejyh+kYjIy7fdyJpjLPTjiuptL2p/IvIt9pSfWjH6nffHKd3gH+u1fWp+9LpuJbRDp+MhUf4K8bmoeZuSX55uXzxyWMk7cn63PyzD9OERGg0OqlzFlKmbuKclcFZa7M6HiZU0TGF+kudnbctGOULWYxNCAMhfoaMlJsJ7SNBOPeB3+HqFPccD8kI20Vi+H8r7LozfRnuaJyBYFoAH/Mn6oXHIqPnDF0KiNrGheEhlg5FGZpOMLV1ekL+enRGMWKQomiUKQoFCsKxYoq5nFxu0BVh10kL8qVYosQSLWxONNjMabF4syIxVLLBTqRO9LzrarGOeEwXkVlwCSz3mHPEFzFcYUzwmHqojF+VpjuSZyHicFxpCY4VJWqREr6Omemo/fa5laKlNxCfCT072N6NMZvO7ooV4bvhwJcVFNFr9nEnd29zI1G6TSZ6TKb+F5xWmi/2tRKo0WYryXrwXfZrPSZjk9W4niQNA23qqWyNPTiOLn8y4L0d3Fr/wCnhyNMi8XxqCp2TRvXZ5pxjmhsRgG6TCZaLGaaLWZazGZaLBZazOL2WFkBRXGF2niMmlicmnic2licmlic2nhceAHoKZgBH3yQRc9+OL0Po5xnNE1jKBqkL9BGt6+Frtd/QnfnNrpMpgzDQ6dkIaSNbqp6smHSNBTdb+43F/8Gp8UpJk3C5TuCs2MX1l2PI7WM3JY24/uMlenE9Hyx7K0as3/2Uf/3nGB8Ph95eXkAeZqmjZpGYwjt48hkC+2fXreEO57YNcwZ2WqWj6nXtNUk47KZcFpFFNtlM6Ek6ooD4Thd/uMnCKryHXjsuii63ZIzqv6Vx7YPe+6FdaWEonHaBoZoHwhnRLnHwms348tqm5XnsPD+pVVce0Y1C6sy62e7/GGWff+F1O2ZJS4ae3L3ZHZaTdSVexLCO48FlV7qyj3YLaYJHxOKqtHSF2Jfp599Hf6cLadOJTx2M+fNLUmVHYAQdv/6j1UpA7hIXKHLF+HIYJgjg0N0DIY5MhgWc1+Y9oEhuif5mDxnZhEHuvw5B1Rmlri4cF4pF8wrpbbQyWuHenh6Zwcv7x/FxfUouHh+GSUeG9G4SncgwvpDPUdtYidJZBybN6+cztVLq5lR4kr1R0+y8u4XM0oU9MelpmlEFTXVfi7ZY17vih+OKfy/P6XNi756aV2i3Z0yrH2dvg1eMBLnUA4ztrcLM0tcuKzifCrOq4nJasJlM4+47obnz01t4w+nfY5OXwsdwQ46h7rpiAzQEQ/QqUbolY7PYFOhyUGfkj4ePr/gZsryZlDurUmlrueMjKsqPHQdHHgW8mpZpAva7Xjv38HmEZPZPi7zsglfcAW6Yf0v4K3fpdLLxxL7MTVGMBrMEN/+qF/Mu/dw9750realgSB+s5VAfjUBqwN/PEQgGiCUHXF6G2DSNAr1AlxReNzjzrjfommEx7ho9ioK0xMi/J+65/+jtZ0XnU6edDszWqB5FJWzwmFMQIfJxA5dbbdLFRH+JDsamwlKEu1mM0fMJt502DMi/0VxhV7z2GLVqmpUaBKVqkRl2C9qw2OiPrwqHqdEUdBvJXvAQNI0vt/Ti0WDTpOJLrOJVrOZQ2NE6pOcMzSEP1GznKxdHimye6wUKgrLh8LUxuL8piB9jXP/kc4MIe1WteHRyCxyDZwUxRXmxKLMicaYG40xJxplViwu6uzH2MaORp2zvcmaiEIXCvO07j1oQK8s02ox05wQ3/cW5A3f6NsUi6bhVlUcqoZDU3FoGnZVE3NN4zlXuqzi3NAQcUlkbfhlmYDJhF+WCY/zsNpR8C7Y8ejwOu7RsHlZVJkefBm3SFZioj97xAcRP4ue+dDEtzEFGEL7JGGyhfbimvxUS6NL68v5/vsXUuS2oWkaA6EYHb4wnYmpYzBChy/MQ281j7TpUfHazZR57RzqDqDXr3e8bwEum5moorKzzccr+7tHrSM+lbBbZGaVuFM1wTWFTrGcmC/4z2dSjz189+WEonH2dvjZ3e5j9xEfu9t97O3w5Yx4yhLMKnFzQNcDetM3L6YokXquaRpd/gj7Ovzs7xT1uztaB9nXeXJFqU92agodfPTs6VTmO3hsUwtr902uGJ5Mrl5aleGqftM503hsUyvB6OSklk8rctKkS4d+4tZzqavwZNREH+zyc/GPM1sJHWumxeG7L0+lUgcSEd/mvhD7O/ypAaN9nf5jGhw8FTjac/54BWZUidIV6qIj0E5nfwMdg410BNroDHWydmBipRMTpRATZbKdcouHMlsB5c5Sypo3Ut7bQFk8TtmH/o8z1qXTtjMuomVzWnTbvLplT8b6RYf/N/38c382/LEWV+7oSLAX1v8S3rqPRVVptf+ZivNxVSzFZfXgtDhxmV24re7UssviwmWy4zj4AtKb90Lz+gwhcE9HF1V6g64EiqeCQNUSAsVzCNhc+K12AiYbfrOZgCRx19afpR57WSBIQJYJJFJ6A7rpnYSkaVTGFabHYkQkiV02q6gd1VEaj7MgEkWVJA5ZLLRZMgcIPzUwyHsDQWbG0gPm9+V5+UVhPoWKwj9b27FpQrC3W8y0m018pzizlE3WNNSToMNBLpLp16kocqI22aVp/E03aGFX1TEHPMZi/eEW3BPUAvrfRnUsRusIgwpyIuNhTkwI7znRGHOiMarjcZbotrG9sZmIJBGUJEKyTK9JpstkStUWd5nNdJtMqXWnwm+mUFEoSWSJ5CVEslNLimUNGQ0VKSNT472BYGLgRSIgyfhNMgFJnDO0STpWnSYbHsmKRwNPbAh32J+R7ZFxvs7FtER7ttrlYHWnRfIrn01vY+bHEgI6e/Jl3s7yhDjWTKgThSG0TxKOR+q4x27mu1fWc9WSqnGlXo+Ucv1vF8yixG1LC3OfSGvtGAyPu4bUJEuUuG2U5dkpdFroDoh037F6EY+Hcq+dRdV5tPSFTrqUaBCR+LpyD/MrvMyv8DKv3E2hy4bTaqK1f4jdR3zsah8UIrzdN6Ee3QYTZ36Fl/nlnlSrNJMk8YOEqd3CKi/Xn1XLA681ntIR1NWLyqmvzGNWiYuZJW5qC53EVY2F304PAK2cXcS+jtyReRDZKzNLXEiSxJ4RXNXXfumCdJr0OGqM/eE4b47hsv5O5HgL7fFu44yyM9jUuQmAS4ZiFM6/gs6oj85AO51DPfTFjv/59YZBP2VKnPK4QpmiCDEeV0Z1iNZfcN084GPV0BBLwhGd8Zc0ulhXFRb5Xp3wvsqahlPTcKoaXeOIiJbG48yNxpiXEBGzYjHyFGHy41Q1lo4UtdOhIvpaBxIRzYAsEzBb8JvMBFC4s2gcfXDf5pwWjrDdPtwTZWEkwvv8QS4LhnCrKtdWVdBgtfDeQJDP9w2kRItPlrm1PLMm162qUy7Y7uruwaNkimoZ8MsS3Tqh2Z1IO+82mdiq+xySx5QG9JjkVD/wBquF3VZrzs9sNM4eGuJ9gRChhFTzAAAWmklEQVQXBUO4RtEH+t/nP1rb6TGZ2Gy38brDzpYJ+hmcisyJRjlzKEKeqk5pZF2WZCyyhYiSzvK7fdnteDQJd6gfT6Abj68Dd38Tnua3cCtxcp3VRswuSOIqFbXeSYGco4f5mNsYDYsTbB4WleiObUNoTx2notAGmFXi4tzZxeQ5LEiShCxJyJLIotPfliUJSYKOwTC/ezWHExRCcFfk2Sn12FP1hzazLGoZzSZsifmPRkk1/u9rT6O20KnbD/G6T24/wv0jvK7Lapq0iJvBsbF6UTlLavKpyBN16R67SEMdigphFMghlHxDMf64PnfPUwNBVb74PO0WmbiqEY2rRBWVSEw94dkb37uyniuWVA3rw62PGOtLGn7/sTMJRBRa+kJsbupnc3M//ZMw8GUgzn3VBU4q8u3kOSx47Ra8DjNeuwWnzYwEfPPvO1OPnwyh/ew1z5Jny8NhdkzI00K/jc0f2cytz9/C60feoFBR+FO8kJqbn08Z5ESUCF1BERnveP3HdLa8nhFhKbAV0B/pP6r3MhaFikJ5QnQLEZ4W4zdXDHct9igq5wwNcd5QmJWhoQwjqlzoL/yu9/kJSjJBWSIoy4QkMQ/IIoIWlCYvYjQShYqI4qYcdxMRSpcqRLlLE2m7TlXFlbjtUlVW16Qd8r7V0ycie8lIX0KM9U9hTa/B0XONP0BIklLfY3fSGXqcjEfQ+GSJvVYrO21W1jvsvOFwjPmcU5H3+wOUJM4fJYpCaSKabNM0wpLIIukxyXSYzXSaTXSYzPyfN5fx26nNLzq60+c1WUqd90KyTJ8s05xoRTdSicILzW1EJCk1hZPLssRQ4nNMlzqI230mExsc6QGWJ7RKIrKZmMlMRDYRkU1ETSYikomoLKe2HZUQczVGVInyR386G8sQ2lPIqSq0DQwmmxKPDa/djDd14W/Jui3qPk2yRCiq5Kx1Nzj1yK7BNph8rl5axeBQDF84hm8onpjHxj3QOBlCO4lVtpJvyyfPnke+LV8s20ZevuLvV6Seu+OmHQRjQT725IfYO9jA9GiM/y27mPwrfpl+AVWFf30ONj8ISCyakXZbv27edZQ4SrCZbFhMFsySGV/UR0ewg45AK50t6+kgzuAUCb0LgiGu9Qc4KxzBkWXCNJEIiwYMSRKhRMpmUJa4XucGfLLgVUSLHKeWEOMJsW7RNEKJtNuALBHSDyqcAmm2BiNTHYuRr6q4EwMwL+jqcadHYxwezX3bwOAUxRDaU4ghtA0MDAzeedgtMgVOKxaTjFmWkGUJkyRNiZeB22YeNqj1/J507+fJENpm2Uw8R4reRJElmXkF8zLag32p6t2Uzb6EfIuX/DfuJX/3v8jTwHHVvSza8r1Rt1dkL6LaU01NbzM1vYepNrsovvRHWN2lxLU4ncFOvvnaN495v48nkqZRFY9TFRd9misTkfWShPlXkaJwYW116vFvHm6h3WymxWKm1ZyYEs7IbWYz0RPUjs7AwMDgnYAhtKeQU1FoL67JxyxLNPYE6TPqdQ0MDAzeNnjsIoV8JPf2iaAX2ts/up1QPMRAZICByACD4cH0ciRzOXl7MDKI/xjqrm0mW0a930Sxm+xUe6o5OHAwte6ekJVKVcOhQZOksMuksduksdOkccRkCFQDAwODtxML7KVYkbAhYUXGClgBmwZWTcOqadg0DauqYtVUbIqCVVO405T+73q7CG3zaHcaTB7bxujrbGBgYGBwauIPC1M4PTfc9wYVeXbK8+yJuSN1u8hlHVfNtSRJwg3b4qLKXTXm45PoxXqNJY+W2OCIj50djTIgmxiwWIlryjGJbICwEs4Q2QC3ODMHl2tjMeojUT4QjVETj1Od6Hubp6qEJIkOs4krqyuPaT8MDAwMDKaGi9v3E5UkYhJEJYmoJBGXJKJIDEoQS6yL6R+DJFq7vc0whPYJ4kcfWJzqRKJpoGoQV1TW7uvimV2dGY+95YJZSBLEVY3fvNwwBXtrYGBgYABQ5rXhspkxSVJCUI+vTnt9Q++I91lNMuUZItxOhVfMM+jcneg9bQOTBSQ5PSFl3pak9FzH11sOUOYo4RczFrG2byfZXOUPctPpt6LNWy2i51Efl756W+r+r835EIMxPweDbbzet5uAEh62jYkizHgsrDnmLRkYGBgYnGz8XGeo+U7HSB0/jhg12gYGBgZvL8ZrRHf10ioOdAU40OUnHBt/z3DP/NtTyz/t7MaRSLOzpCaRemchfduSeIwZkMg0AQOoi0T5xKCPsnicnxfks9GRKejv6O7lmkC69d14TMQ04IjZxDabaOnzmsNOt9kYuzcwMDAwOHbeLqnjhtA+jhhC28DAwMBgIuiFtoGBgYGBwdsBs6bhTvSKd6uid7w7MYke8hq/1vUkf7sIbWP4+QRx+2V19AWj3PfK8FTwmkJHqsZPUU+9gQ8DAwMDg2NnUVUeh6d6JwwMDAwMDCYJSYM5ikZlLI5DieLUNByqikPTcKoaDk1NzN+e+scQ2ieIu9fsHfG+lr6hEe8zMDAwMHhnsKNtEM/Jm6RlYGBgYGAwITQJ9psl9pstwDuv57shtKeIhVVeQlGFwVCMgaGYEck2MDAweAdTle9gRrGLbVO9IwYGBgYGBgaTgjyVLy5J0i2SJDVKkhSWJGmTJEmrpnJ/TiQ723w0dAfpDUYNkW1gYGDwDqdtYIhXD/ZM9W4YGBgYGBgYTBJTJrQlSboO+CnwfWApsA5YI0lS7ahPNDAwMDAwMDAwMDAwMDA4iZnKiPYXgfs1Tfudpml7NE37PNAC/NsU7pOBgYGBgYGBgYGBgYGBwTExJUJbkiQrcAbwbNZdzwIrcjzeJkmSNzkBnhOwmwYGBgYGBgYGBgYGBgYGE2aqItrFgAnozFrfCZTnePzXgEHd1Hpc987AwMDAwMDAwMDAwMDghFKkTvUeTB5T7Tqe7QIm5VgH8APgx7rbHk4BsX347suZfvuTU70bBgYGBganCP49d+OZfzsfGvTjVlU8qopbU/EoKm5Nw6Zp2FQNCxqyBmY0TBrIaJg1MYL9lZIiNjnsfK+7F4+qYk08z5qaxOMlwKSJP14pcRug22TiI5XlfLe7lwJF7IMZDbOmYUo8x5R6PfH6ZjSk1LZgn9XCpyrKuCwQzOiV6tRUHKqGFQ2LBmZNbNdCchksaMSBT1eUMTsa5Zb+QUoUBYem4VA17JqGRdNS71lOvKYKDEkSQVnGL0v4ZJlPV5Txy44uzIBJ0zAnXseSte/6dXLifcjAqmnVAHynu5fKeJwSRcGjargSn4mcuGJJ7oMExIBBk8yAbGLAJPPxijJ+1dGFJfE+rbrvwqKBRdNSz5V0n2Nym7/Oz+MveR4+4POTr6rkKSpOTcWuJo6HxLbsum2adN+vDKyuqeSSYIgZ0RheVcWlqViSx0Hi9QBUCeJIqIAiSSiJdZ0mMw/ke/lWTx8OTcWWeG2LBjYt/Z1YUt+JljpOktt+V201pfE4V/mDVMfjlCkKTlVFhtRnriZeTwXiUmI/kAjKEv0mE98rLuSBI53kKSoOTTxXv/+5Pse4JBGRJMKSxDXVFQD8sKtH7K/uN2FN7L9+nUXTUIGILJ7vk2U+UlnOn9s7Ut+DRff6mm4e///t3W2MXNddx/Hvf+y1nTj25onIJK1JQWlBScDlQeJBcUxURyJFbWIoFQpICaBA8qICUkioROoqQIkEpUCUtgoSUZHSFom2qE1N+oCcEuVBxFBRt6VVIDWx4wfygNeO17te7+HFObM7O56dnbHv7jx9P9LV7M6cOfec+d2ZM+fu3XvLazkTwamAY7UaB1ev5q8uGufFsTG+um//XH9PE5wOmGX+NZ8hmI7gZC23/1itxmu1GvvHVvPx8Y18ev9BNs7OLvjSXK9rpqHOmfIazBCcqOV6jqxaxZ9fchHve/nVkmOay3FNeZ+sSvPZ5efDdMNr+b7LLmXLySlunTjGebOzrEvz28RMwKkITlFu5xY4xfzvD1xyEfe+8urcdrtm7r2dX8OTpf8no8bJyO2fjGCyVuNEBLsuWA/Al//nAKlh20lz23CuZ5aYe+w0wWSp50Stxu9ddikPHHmZ9bOznF/6ECnXlZh//unI/W98DU7UgmfWrWP3+vO5/39fYV1KDc8pt6XfM+Tn5T7UeL2WP6tej2D3+vP5yKEjXD4zQyptTAGny2s/XV7L6bIdHC/LRK3GodWreHFsNXvXruVjh44wTf01m18myzY0FXndzY+frAXfWLuWa6amuOeV1+bynqnnVj4PTkUwVV6Hycifs6+XttT78YWpjeV1rr/e+T1Uv28mnWb61AlOTB/n+OwUxyM4tqrG8ajxyIX5+pa7b/86wyJSDy4QXg4dPwG8K6X0mYb7/xLYklK6fonnbwSOHj16lI0bveioJEmSJGl5TUxMMD4+DjCeUppoV7Ynh46nlKaBPcD2poe2A0+tfIskSZIkSapGLw8d/xDwdxHxHPA0cAewGfhoD9skSZIkSdI56dlEO6X0qYi4BLgP+F5gL3BTSmlfr9okSZIkSdK56unJ0FJKDwEP9bINkiRJkiRVqVeX95IkSZIkaSg50ZYkSZIkqUJOtCVJkiRJqpATbUmSJEmSKuREW5IkSZKkCjnRliRJkiSpQk60JUmSJEmqkBNtSZIkSZIq5ERbkiRJkqQKre51A87FxMREr5sgSZIkSRoB3cw/I6W0jE1ZHhFxBbC/1+2QJEmSJI2cN6SUDrQrMKgT7QAuB471ui0d2EDeKfAGBqO9as88h4t5DhfzVNXcpoaLeQ4X8xwug5TnBuCltMREeiAPHS+darsHoV/kfQIAHEspeaz7gDPP4WKew8U8VTW3qeFinsPFPIfLgOXZUfs8GZokSZIkSRVyoi1JkiRJUoWcaC+/KeAD5VaDzzyHi3kOF/NU1dymhot5DhfzHC5Dl+dAngxNkiRJkqR+5V+0JUmSJEmqkBNtSZIkSZIq5ERbkiRJkqQKOdGWJEmSJKlCTrQlSZIkSarQUEy0I+IPIuJfI+JYRByJiM9GxFuaykRE7IyIlyJiMiJ2R8TVTWXuKPdPRESKiAsXWd/bI+LZUs/LEfHpDtp4bUQ8UZ5zICLui4hYpOzPRMRMRHytw/7fFREvRMTJiNgTEdc1Pb4jIh4vbU0RsaWTenvFPJfM84KIeDAi9pf1fysi7uyk7l4Y5TwjYmtEfK70K0XEzS3KPFIea1yeWaruXhnxPNv2PSLGIuKBiPh6RLxe+v/xiLh8qbpH3TBsVxGxrcV7OUXED3ZQt+P4aOXpOD4geYbj+LDlubLjeEpp4Bfgn4DbgKuBHwE+D+wD1jeUuQeYAHYA1wCfBF4CNjSU+W3g3rIk4MIW6/oF4FXgt4A3A28BfnGJ9m0EDgGfKOveUdpyd4uy48B/AY8DX+ug7+8GpoHfAH4I+DBwHNjcUOZXgftKmQRs6XVm5nlOeT4MPA9sA64E7gBmgHf2OjvzPKP8zwF/VOpMwM0tyjwC7AI2NSwX9zo38+y+76W+LwG/VNr6k8AzwHO9zq3fl2HYrsifyanU2fh+XrVE3Y7jo5en4/jg5Ok4Plx5rug43vOwl2kD+p7y4m8tvwdwELinocxa4P+A32zx/Hp4FzbdvxrYD/x6l+25s6xrbcN99wIHKNcyb7j/k8D9wE46++L3LPCRpvu+BXywRdkrGYAB2jzb5wnsBf6wqcwe4P5eZ2WebdfTboD+bK9zMc/u8mzV90XK/EQps7nb+kd5GcTtarF1dlC34/iI5Ynj+MDk2bQex/EhyrNV3xcpc9bj+FAcOt7CeLl9tdy+ibyX44v1AimlKeAJ4Ke7qPdHgSuA2Yj494g4GBG7mg+laOGngCfKOuseBy4nD5oARMTtwA8AH+ikMRGxBvgxGvpVfJHu+tXvzHNhv54E3hERV5RDe36WvEfv8U7W0wdGIs8ubSuHMH0nIh6OiMuWYR3LZZTzbO77YmUS+UuDOjeQ21VRr/cr5fN5UY7jI5un43hrfZVnlxzHzzQIeS7rOD50E+1y/P6HgCdTSnvL3ZvK7eGm4ocbHuvE95fbneTDSH4eeA14IiIubvO8TYuse65tEXEV8KfArSmlmQ7bcymwapG6u+lX3zLPubob+/Ue4JvkvYTT5MNg7kopPdnhenpmxPLs1C7gVuAG4G7yntN/joi1Fa+ncqOc5yJ9by6zrqzn0ZTSxNmsZxQN6nZF/gvQHeRDJXcA3wa+EhFb29TrOL7QqOTpON5av+XZKcfx1vo6z5UYx4duog08CPww8MstHktNv0eL+9qpv15/nFL6h5TSHuD2Use7ACLiGxFxvCy7llg3QIqIVcCjwPtTSt9pteKIuK6h3uMRcWuF/epn5nlmv95D/p+Rd5D3nN8NPBQRb+uk0z02inm2lVL6VErpsZTS3pTS58j/D/Zm4O2d1tFDo5xnu74TEWPkQ9NrwF1L9laNBm67AkgpfTul9HBK6d9SSk+nlO4CHgPeW+p1HD/TqObpON5av+bZluP4ovo9z2Ufx1efzZP6VUT8NflDa2tKaX/DQ4fK7SbyHpC6yzhzj0k79ed+s35HSmkqIv4b2FzuugkYKz9PNqy/eQ9Q/ZCSw8AG4MeBt0bEg+X+Wu5SzAA3Ak8DjWcZPQxMAacXqbubfvUl8zyzXxFxHvAnwC0ppcfK4/8R+Qy07wW+vHS3e2ME8zwrKaWDEbEPuOps61gJo5xnm77XHx8D/p58+N0N/jW7cwO8XS3mGeBXys/P4TheN7J5Oo631W95nhXH8Tl9m+dKjeND8RftyB4kHzpwQ0rphaYiL5BD297wnDXA9cBTXaxqD/lDdMFp4Mn/L7APIKW0L6X0fFkOlGJPA1vLOutuJJ+977vkM+ldS94g6stHyYdBbAGeTSlNNtT7fErpWEppurRpOwtt77JffcU82+Y5VpbZpjKn6dP386jm2UW7F4iIS4A3snBw6xujnGcHfW8cnK8C3pZSeqWLPo+sIdiuFvNWynvZcXyBUc7TcXxxfZVnF+1ewHF8Tt/lueLjeOqDs92d6wI8RP4H9etZeIr38xrK3FPK3EI+VfyjnHma+k3kL1r1y2dcV36/uKHMh8n/U3MjecP5G/JekovatG+cvME+WtZ9C3CUFpebaXjOTrq7HNSvkS8j8Rfky0h8X0OZi0s/bir9enf5fVOvszPPs8pzN/mMpdvIe9puI+8FvLPX2ZnnGeUuYH4yl4DfKT9vbnj8z8gn/riyZPpU6cOGpeo3zxXPs23fyUeJ/SPwIvmyIY1l1vQ6u35ehmG7Il/q5mbyl7OrgQ+WNuxYou+O46OX524cxwclT8fx4cpzRcfxnodd0QaTFlluaygT5C9TB4GT5DPnXdNUz84O6hkrb6jD5L+MfAm4uoM2Xgt8taz7IPB+mi4106ItHV1uhvx/A98l7zXaQ9Mp6skf4K36tbPX2ZnnWeW5Cfhb8mUOJoH/BH633frNszd5Mn/5ieblkfL4eeQzaR4hfzHbR75MyBt7nZt5dt935i+91GrZ1uvs+nkZhu0K+H3ytZEnyWew/Rfgpg777zg+Wnk6jg9InjiOD1ueKzqO169FJkmSJEmSKtCX/wsiSZIkSdKgcqItSZIkSVKFnGhLkiRJklQhJ9qSJEmSJFXIibYkSZIkSRVyoi1JkiRJUoWcaEuSJEmSVCEn2pIkSZIkVciJtiRJkiRJFXKiLUmSJElShZxoS5IkSZJUof8H2Pt6u/QOKgIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 11.70 GB -- Worker memory limit: 16.66 GB\n"
     ]
    }
   ],
   "source": [
    "warnings.filterwarnings(\"default\")\n",
    "\n",
    "plt.figure(figsize=(12,5), dpi=100)\n",
    "plt.plot(y_train[\"2016-04\":], label='training')\n",
    "plt.plot(y_test, label='actual')\n",
    "plt.plot(pd.DataFrame(rfreg_pred, index=y_test.index), label='forecast')\n",
    "plt.title('Forecast vs Actuals')\n",
    "plt.legend(loc='upper left', fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}