diff --git a/.ipynb_checkpoints/importSACCTinfo-checkpoint.ipynb b/.ipynb_checkpoints/importSACCTinfo-checkpoint.ipynb
deleted file mode 100644
index 5bb52fdb37bad4600da16ee15ec30eb2abc30fbc..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/importSACCTinfo-checkpoint.ipynb
+++ /dev/null
@@ -1,2879 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-18T21:17:12.464096Z",
-     "start_time": "2020-02-18T21:16:56.025053Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import pandas_profiling"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-18T21:28:36.193817Z",
-     "start_time": "2020-02-18T21:28:34.862693Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('userusage.txt',delimiter='|')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-18T21:32:06.478695Z",
-     "start_time": "2020-02-18T21:32:06.464638Z"
-    }
-   },
-   "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>User</th>\n",
-       "      <th>Start</th>\n",
-       "      <th>JobID</th>\n",
-       "      <th>JobName</th>\n",
-       "      <th>State</th>\n",
-       "      <th>Partition</th>\n",
-       "      <th>MaxRSS</th>\n",
-       "      <th>ReqMem</th>\n",
-       "      <th>ReqCPUS</th>\n",
-       "      <th>NodeList</th>\n",
-       "      <th>NNodes</th>\n",
-       "      <th>Elapsed</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>user</td>\n",
-       "      <td>2019-01-06T22:00:21</td>\n",
-       "      <td>2040834</td>\n",
-       "      <td>_interactive</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>medium</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>10000Mc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16:04:23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2019-01-06T22:00:21</td>\n",
-       "      <td>2040834.batch</td>\n",
-       "      <td>batch</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1394528K</td>\n",
-       "      <td>10000Mc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>1</td>\n",
-       "      <td>16:04:23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>user</td>\n",
-       "      <td>2019-01-07T16:15:21</td>\n",
-       "      <td>2043373</td>\n",
-       "      <td>Pipe_trim_galore</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>medium</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2000Mc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>c0038</td>\n",
-       "      <td>1</td>\n",
-       "      <td>00:18:41</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2019-01-07T16:15:21</td>\n",
-       "      <td>2043373.batch</td>\n",
-       "      <td>batch</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>58592K</td>\n",
-       "      <td>2000Mc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>c0038</td>\n",
-       "      <td>1</td>\n",
-       "      <td>00:18:41</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>user</td>\n",
-       "      <td>2019-01-07T16:15:21</td>\n",
-       "      <td>2043374</td>\n",
-       "      <td>Pipe_trim_galore</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>medium</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2000Mc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>c0063</td>\n",
-       "      <td>1</td>\n",
-       "      <td>00:15:48</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       User                Start          JobID           JobName      State  \\\n",
-       "0  user  2019-01-06T22:00:21        2040834      _interactive  COMPLETED   \n",
-       "1       NaN  2019-01-06T22:00:21  2040834.batch             batch  COMPLETED   \n",
-       "2    user  2019-01-07T16:15:21        2043373  Pipe_trim_galore  COMPLETED   \n",
-       "3       NaN  2019-01-07T16:15:21  2043373.batch             batch  COMPLETED   \n",
-       "4    user  2019-01-07T16:15:21        2043374  Pipe_trim_galore  COMPLETED   \n",
-       "\n",
-       "  Partition    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \n",
-       "0    medium       NaN  10000Mc        1    c0088       1  16:04:23  \n",
-       "1       NaN  1394528K  10000Mc        1    c0088       1  16:04:23  \n",
-       "2    medium       NaN   2000Mc        1    c0038       1  00:18:41  \n",
-       "3       NaN    58592K   2000Mc        1    c0038       1  00:18:41  \n",
-       "4    medium       NaN   2000Mc        1    c0063       1  00:15:48  "
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-18T21:46:50.320249Z",
-     "start_time": "2020-02-18T21:46:48.145949Z"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['medium', nan, 'medium', ..., 'medium', nan, nan], dtype=object)"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[['jid','step']] = df.JobID.str.split(\".\",expand=True) \n",
-    "df.Partition.values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-18T21:54:58.373117Z",
-     "start_time": "2020-02-18T21:53:34.613891Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/wsmonroe/.conda/envs/wsmplayground/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  after removing the cwd from sys.path.\n",
-      "/home/wsmonroe/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/generic.py:7626: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  self._update_inplace(new_data)\n",
-      "/home/wsmonroe/.conda/envs/wsmplayground/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2961: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "0  user  2019-01-06T22:00:21  2040834  _interactive  COMPLETED    medium   \n",
-      "\n",
-      "  MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "0    NaN  10000Mc        1    c0088       1  16:04:23  2040834  None  \n",
-      "     User                Start    JobID           JobName      State  \\\n",
-      "2  user  2019-01-07T16:15:21  2043373  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "  Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "2    medium    NaN  2000Mc        1    c0038       1  00:18:41  2043373  None  \n",
-      "     User                Start    JobID           JobName      State  \\\n",
-      "4  user  2019-01-07T16:15:21  2043374  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "  Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "4    medium    NaN  2000Mc        1    c0063       1  00:15:48  2043374  None  \n",
-      "     User                Start    JobID          JobName      State Partition  \\\n",
-      "6  user  2019-01-07T16:15:21  2043375  Pipe_fastqc_pre  COMPLETED     short   \n",
-      "\n",
-      "  MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "6    NaN  2000Mc        2    c0023       1  00:03:50  2043375  None  \n",
-      "     User                Start    JobID           JobName      State  \\\n",
-      "8  user  2019-01-07T16:15:21  2043376  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "  Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "8    medium    NaN  2000Mc        1    c0068       1  00:23:11  2043376  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "10  user  2019-01-07T16:15:21  2043377  Pipe_star_index  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "10   express    NaN  10000Mc        6    c0072       1  00:27:42  2043377   \n",
-      "\n",
-      "    step  \n",
-      "10  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "12  user  2019-01-07T16:15:21  2043378  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "12     short    NaN  2000Mc        2    c0044       1  00:04:15  2043378  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "14  user  2019-01-07T16:15:21  2043379  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "14    medium    NaN  2000Mc        1    c0068       1  00:21:59  2043379  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "16  user  2019-01-07T16:15:21  2043380  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "16     short    NaN  2000Mc        2    c0073       1  00:05:09  2043380  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "18  user  2019-01-07T16:15:21  2043381  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "18     short    NaN  2000Mc        2    c0073       1  00:05:58  2043381  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "20  user  2019-01-07T16:31:49  2043395  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "20     short    NaN  2000Mc        2    c0023       1  00:04:39  2043395  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "22  user  2019-01-07T16:34:29  2043403  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "22     short    NaN  2000Mc        2    c0044       1  00:05:33  2043403  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "24  user  2019-01-07T16:37:42  2043408  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "24     short    NaN  2000Mc        2    c0023       1  00:03:37  2043408  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "26  user  2019-01-07T16:38:47  2043417  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "26     short    NaN  2000Mc        2    c0050       1  00:03:57  2043417  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "28  user  2019-01-07T17:01:02  2043430  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "28    NaN  10000Mc        6    c0036       1  00:03:43  2043430  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "30  user  2019-01-07T17:01:02  2043431  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "30    NaN  10000Mc        6    c0084       1  00:04:02  2043431  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "32  user  2019-01-07T17:01:02  2043432  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "32    NaN  10000Mc        6    c0085       1  00:05:31  2043432  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "34  user  2019-01-07T17:05:07  2043433  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "34    NaN  10000Mc        6    c0036       1  00:04:46  2043433  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "36  user  2019-01-07T16:48:51  2043436  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "36     short    NaN  2000Mc        1    c0023       1  00:13:54  2043436  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "38  user  2019-01-07T16:48:51  2043437  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "38     short    NaN  2000Mc        1    c0061       1  00:04:29  2043437  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "40  user  2019-01-07T17:03:05  2043479  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "40     short    NaN  2000Mc        1    c0023       1  00:03:57  2043479  None  \n",
-      "      User                Start    JobID       JobName      State Partition  \\\n",
-      "42  user  2019-01-07T17:10:12  2043480  Pipe_bowtie2  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "42    NaN  9000Mc        8    c0036       1  00:26:13  2043480  None  \n",
-      "      User                Start    JobID        JobName      State Partition  \\\n",
-      "44  user  2019-01-07T17:05:07  2043489  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "44    NaN  2000Mc        1    c0070       1  00:01:28  2043489  None  \n",
-      "      User                Start    JobID        JobName      State Partition  \\\n",
-      "46  user  2019-01-07T17:05:37  2043496  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "46    NaN  2000Mc        1    c0050       1  00:01:25  2043496  None  \n",
-      "      User                Start    JobID        JobName      State Partition  \\\n",
-      "48  user  2019-01-07T17:07:09  2043508  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "48    NaN  2000Mc        1    c0023       1  00:01:48  2043508  None  \n",
-      "      User                Start    JobID        JobName      State Partition  \\\n",
-      "50  user  2019-01-07T17:10:12  2043514  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "50    NaN  2000Mc        1    c0023       1  00:01:39  2043514  None  \n",
-      "      User                Start    JobID             JobName   State  \\\n",
-      "52  user  2019-01-07T17:27:02  2043515  Pipe_featurecounts  FAILED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "52     short    NaN  5000Mc       12    c0022       1  00:00:01  2043515  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "      User                Start    JobID             JobName  \\\n",
-      "54  user  2019-01-07T17:36:25  2043837  Pipe_featurecounts   \n",
-      "\n",
-      "                 State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes  \\\n",
-      "54  CANCELLED by 10993     short    NaN  5000Mc       12    c0036       1   \n",
-      "\n",
-      "     Elapsed      jid  step  \n",
-      "54  00:06:06  2043837  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "56  user  2019-01-07T17:36:35  2043848  Pipe_bowtie2_log  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "56   express    NaN  2000Mc        1    c0050       1  00:00:04  2043848  None  \n",
-      "      User                Start    JobID             JobName      State  \\\n",
-      "58  user  2019-01-07T17:36:35  2043849  Pipe_samtools_sort  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "58     short    NaN  10000Mc        1    c0032       1  00:21:18  2043849   \n",
-      "\n",
-      "    step  \n",
-      "58  None  \n",
-      "      User                Start    JobID       JobName      State Partition  \\\n",
-      "60  user  2019-01-07T17:36:47  2043852  Pipe_multiqc  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "60    NaN  2000Mc        1    c0050       1  00:00:25  2043852  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "62  user  2019-01-07T17:52:13  2043914  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "62    medium    NaN  2000Mc        1    c0050       1  00:16:27  2043914  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "64  user  2019-01-07T17:52:13  2043915  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "64     short    NaN  2000Mc        2    c0044       1  00:04:09  2043915  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "66  user  2019-01-07T17:52:13  2043916  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "66     short    NaN  2000Mc        2    c0064       1  00:04:04  2043916  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "68  user  2019-01-07T17:52:16  2043917  Pipe_star_index  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "68   express    NaN  10000Mc        6    c0015       1  00:24:22  2043917   \n",
-      "\n",
-      "    step  \n",
-      "68  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "70  user  2019-01-07T17:52:16  2043918  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "70    medium    NaN  2000Mc        1    c0071       1  00:32:07  2043918  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "72  user  2019-01-07T17:52:16  2043919  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "72    medium    NaN  2000Mc        1    c0072       1  00:23:38  2043919  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "74  user  2019-01-07T17:52:16  2043920  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "74     short    NaN  2000Mc        2    c0011       1  00:04:53  2043920  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "76  user  2019-01-07T17:52:16  2043921  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "76    medium    NaN  2000Mc        1    c0011       1  00:12:04  2043921  None  \n",
-      "      User                Start    JobID          JobName      State  \\\n",
-      "78  user  2019-01-07T17:52:16  2043922  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "78     short    NaN  2000Mc        2    c0068       1  00:05:53  2043922  None  \n",
-      "      User                Start    JobID              JobName      State  \\\n",
-      "80  user  2019-01-07T17:57:56  2043925  Pipe_samtools_index  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "80     short    NaN  7000Mc        1    c0068       1  00:01:52  2043925  None  \n",
-      "      User                Start    JobID      JobName      State Partition  \\\n",
-      "82  user  2019-01-07T17:59:56  2043929  Pipe_report  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "82    NaN  2000Mc        1    c0064       1  00:00:04  2043929  None  \n",
-      "        User                Start    JobID       JobName               State  \\\n",
-      "84  user  2019-01-07T18:02:59  2043932  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "   Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "84    medium    NaN  10000Mc        1    c0015       1  03:27:24  2043932   \n",
-      "\n",
-      "    step  \n",
-      "84  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "87  user  2019-01-07T18:04:24  2043935  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "87     short    NaN  2000Mc        2    c0044       1  00:03:56  2043935  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "89  user  2019-01-07T18:08:44  2043936  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "89     short    NaN  2000Mc        2    c0044       1  00:04:53  2043936  None  \n",
-      "      User                Start    JobID           JobName      State  \\\n",
-      "91  user  2019-01-07T18:16:04  2043942  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "   Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "91     short    NaN  2000Mc        2    c0044       1  00:04:01  2043942  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "93  user  2019-01-07T18:16:44  2043943  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "93    NaN  10000Mc        6    c0013       1  00:03:41  2043943  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "95  user  2019-01-07T18:16:44  2043944  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "95    NaN  10000Mc        6    c0015       1  00:03:49  2043944  None  \n",
-      "      User                Start    JobID    JobName      State Partition  \\\n",
-      "97  user  2019-01-07T18:16:45  2043945  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "   MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "97    NaN  10000Mc        6    c0024       1  00:05:21  2043945  None  \n",
-      "      User                Start    JobID        JobName      State Partition  \\\n",
-      "99  user  2019-01-07T18:20:34  2043963  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "   MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "99    NaN  2000Mc        1    c0072       1  00:01:29  2043963  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "101  user  2019-01-07T18:20:34  2043964  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "101    NaN  2000Mc        1    c0063       1  00:01:22  2043964  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "103  user  2019-01-07T18:22:15  2043968  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "103    NaN  2000Mc        1    c0072       1  00:01:54  2043968  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "105  user  2019-01-07T18:24:25  2043976  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "105     short    NaN  2000Mc        2    c0044       1  00:05:29  2043976   \n",
-      "\n",
-      "     step  \n",
-      "105  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "107  user  2019-01-07T18:24:25  2043977  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "107    NaN  10000Mc        6    c0013       1  00:05:20  2043977  None  \n",
-      "       User                Start    JobID             JobName      State  \\\n",
-      "109  user  2019-01-07T18:29:55  2043995  Pipe_featurecounts  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "109     short    NaN  5000Mc       12    c0029       1  00:10:07  2043995   \n",
-      "\n",
-      "     step  \n",
-      "109  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "111  user  2019-01-07T18:29:55  2043996  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "111    NaN  2000Mc        1    c0029       1  00:01:42  2043996  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "113  user  2019-01-07T18:40:06  2044027  Pipe_fix_counts  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "113   express    NaN  2000Mc        1    c0070       1  00:00:08  2044027   \n",
-      "\n",
-      "     step  \n",
-      "113  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "115  user  2019-01-07T18:40:16  2044028  Pipe_multiqc  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "115    NaN  2000Mc        1    c0070       1  00:00:37  2044028  None  \n",
-      "       User                Start    JobID      JobName      State Partition  \\\n",
-      "117  user  2019-01-07T18:40:56  2044032  Pipe_report  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "117    NaN  2000Mc        1    c0026       1  00:00:06  2044032  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "119  user  2019-01-07T20:45:14  2044530  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "119    medium    NaN  10000Mc        1    c0010       1  00:45:09  2044530   \n",
-      "\n",
-      "     step  \n",
-      "119  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "122  user  2019-01-07T21:31:33  2044604  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "122    medium    NaN  10000Mc        1    c0013       1  02:19:14  2044604   \n",
-      "\n",
-      "     step  \n",
-      "122  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "125  user  2019-01-07T23:50:52  2044761  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "125    medium    NaN  10000Mc        1    c0005       1  00:12:48  2044761   \n",
-      "\n",
-      "     step  \n",
-      "125  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "128  user  2019-01-08T00:04:35  2044771  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "128    medium    NaN  10000Mc        1    c0013       1  00:01:31  2044771   \n",
-      "\n",
-      "     step  \n",
-      "128  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "130  user  2019-01-08T00:06:24  2044775  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "130    medium    NaN  10000Mc        1    c0013       1  00:02:49  2044775   \n",
-      "\n",
-      "     step  \n",
-      "130  None  \n",
-      "         User                Start    JobID       JobName      State  \\\n",
-      "132  user  2019-01-08T00:09:19  2044778  _interactive  COMPLETED   \n",
-      "\n",
-      "       Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "132  interactive    NaN    1Gc        1    c0004       1  00:00:08  2044778   \n",
-      "\n",
-      "     step  \n",
-      "132  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "135  user  2019-01-08T00:09:59  2044780  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "135    medium    NaN  10000Mc        1    c0013       1  00:34:42  2044780   \n",
-      "\n",
-      "     step  \n",
-      "135  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "138  user  2019-01-08T14:20:32  2045986  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "138    NaN  10000Mc        1    c0045       1  1-00:00:23  2045986  None  \n",
-      "      User                Start    JobID    JobName           State Partition  \\\n",
-      "141  user  2019-01-08T15:39:42  2046469  PS_MATLAB  CANCELLED by 0    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "141    NaN  12000Mc        1    c0011       1  01:36:00  2046469  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "144  user  2019-01-08T17:17:10  2046737  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "144    NaN  10000Mc        1    c0011       1  1-00:00:17  2046737  None  \n",
-      "      User                Start    JobID    JobName    State Partition MaxRSS  \\\n",
-      "147  user  2019-01-09T10:54:46  2047828  PS_MATLAB  TIMEOUT    medium    NaN   \n",
-      "\n",
-      "      ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "147  12000Mc        1    c0005       1  1-00:00:26  2047828  None  \n",
-      "       User                Start    JobID       JobName    State Partition  \\\n",
-      "150  user  2019-01-09T12:59:29  2047944  usermatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "150    NaN    4Gc        4    c0011       1  08:00:08  2047944  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "153  user  2019-01-09T13:06:17  2047950  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "153    NaN    4Gc        4    c0061       1  00:10:09  2047950  None  \n",
-      "        User                Start    JobID     JobName    State Partition  \\\n",
-      "156  user  2019-01-10T09:47:50  2050611  mkb_matlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "156    NaN    4Gc        1    c0034       1  12:00:01  2050611  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "159  user  2019-01-10T10:55:44  2050665  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "159    NaN  10000Mc        1    c0005       1  1-00:00:16  2050665  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "162  user  2019-01-10T13:11:15  2050945  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "162    NaN    4Gc        4    c0080       1  02:54:24  2050945  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "165  user  2019-01-10T13:35:40  2051227  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "165    NaN    4Gc        4    c0037       1  02:00:19  2051227  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "168  user  2019-01-10T15:43:53  2051659  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "168    medium    NaN    4Gc        1    c0063       1  00:06:19  2051659  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "171  user  2019-01-10T15:48:19  2051669  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "171    medium    NaN  10000Mc        1    c0009       1  22:19:44  2051669   \n",
-      "\n",
-      "     step  \n",
-      "171  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "174  user  2019-01-10T15:50:14  2051673  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "174    medium    NaN    4Gc        1    c0050       1  00:08:31  2051673  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "177  user  2019-01-10T16:00:27  2051683  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "177    medium    NaN    4Gc        1    c0050       1  18:38:59  2051683  None  \n",
-      "         User                Start    JobID       JobName      State  \\\n",
-      "180  user  2019-01-10T17:25:17  2051802  _interactive  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "180    medium    NaN  10000Mc        1    c0016       1  00:12:50  2051802   \n",
-      "\n",
-      "     step  \n",
-      "180  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "        User                Start    JobID   JobName               State  \\\n",
-      "183  user  2019-01-11T10:34:40  2057201  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "183    medium    NaN    4Gc        1    c0066       1  00:04:46  2057201  None  \n",
-      "        User                Start    JobID   JobName           State  \\\n",
-      "186  user  2019-01-11T10:40:04  2057202  lfmatlab  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "186    medium    NaN    4Gc        1    c0050       1  05:32:01  2057202  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "189  user  2019-01-11T11:15:36  2057257  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "189    NaN    4Gc        4    c0039       1  04:25:18  2057257  None  \n",
-      "         User                Start    JobID       JobName           State  \\\n",
-      "192  user  2019-01-11T13:13:17  2057637  _interactive  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "192    medium    NaN  10000Mc        1    c0064       1  00:45:31  2057637   \n",
-      "\n",
-      "     step  \n",
-      "192  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "195  user  2019-01-11T14:07:42  2058030  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS       NodeList  NNodes   Elapsed  \\\n",
-      "195    medium    NaN  20000Mc        4  None assigned       1  00:00:00   \n",
-      "\n",
-      "         jid  step  \n",
-      "195  2058030  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "196  user  2019-01-11T14:23:33  2058033  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS       NodeList  NNodes   Elapsed  \\\n",
-      "196    medium    NaN  10000Mc       10  None assigned       1  00:00:00   \n",
-      "\n",
-      "         jid  step  \n",
-      "196  2058033  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "197  user  2019-01-11T15:13:37  2058040  _interactive  TIMEOUT     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "197    NaN  10000Mc       10    c0018       1  02:00:13  2058040  None  \n",
-      "      User                Start    JobID    JobName           State Partition  \\\n",
-      "200  user  2019-01-11T14:32:42  2058043  PS_MATLAB  CANCELLED by 0    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "200    NaN  12000Mc        1    c0052       1  01:05:30  2058043  None  \n",
-      "         User                Start    JobID       JobName           State  \\\n",
-      "203  user  2019-01-11T14:38:22  2058044  _interactive  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "203    medium    NaN  10000Mc        1    c0040       1  00:15:02  2058044   \n",
-      "\n",
-      "     step  \n",
-      "203  None  \n",
-      "         User                Start    JobID       JobName           State  \\\n",
-      "206  user  2019-01-11T14:59:44  2058054  _interactive  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "206    medium    NaN  10000Mc        1    c0040       1  00:07:01  2058054   \n",
-      "\n",
-      "     step  \n",
-      "206  None  \n",
-      "         User                Start    JobID       JobName      State  \\\n",
-      "209  user  2019-01-11T15:12:22  2058058  _interactive  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "209    medium    NaN  10000Mc        1    c0064       1  19:00:51  2058058   \n",
-      "\n",
-      "     step  \n",
-      "209  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "212  user  2019-01-11T15:18:35  2058061  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "212    NaN    4Gc        4    c0018       1  00:22:30  2058061  None  \n",
-      "         User                Start    JobID  \\\n",
-      "215  user  2019-01-11T15:33:41  2058064   \n",
-      "\n",
-      "                                   JobName   State Partition MaxRSS  ReqMem  \\\n",
-      "215  subj001.lh.V1.OppPRL.10.2to20.2.label  FAILED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "215        1    c0080       1  00:00:05  2058064  None  \n",
-      "         User                Start    JobID  \\\n",
-      "217  user  2019-01-11T15:38:14  2058065   \n",
-      "\n",
-      "                                   JobName      State Partition MaxRSS  \\\n",
-      "217  subj001.lh.V1.OppPRL.10.2to20.2.label  COMPLETED   express    NaN   \n",
-      "\n",
-      "     ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "217  5000Mc        1    c0052       1  00:00:22  2058065  None  \n",
-      "      User                Start    JobID    JobName           State Partition  \\\n",
-      "219  user  2019-01-11T15:38:47  2058066  PS_MATLAB  CANCELLED by 0    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "219    NaN  12000Mc        1    c0052       1  00:03:31  2058066  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "222  user  2019-01-11T15:40:30  2058067   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "222    5Gn        1    c0061       1  00:00:09  2058067  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "224  user  2019-01-11T15:40:39  2058068   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "224    5Gn        1    c0061       1  00:00:04  2058068  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "226  user  2019-01-11T15:40:43  2058069   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "226    5Gn        1    c0061       1  00:00:04  2058069  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "228  user  2019-01-11T15:40:47  2058070   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "228    5Gn        1    c0061       1  00:00:04  2058070  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "230  user  2019-01-11T15:40:51  2058071   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "230    5Gn        1    c0061       1  00:00:04  2058071  None  \n",
-      "       User                Start    JobID JobName      State Partition MaxRSS  \\\n",
-      "232  user  2019-01-11T15:40:54  2058072   RSeQC  COMPLETED   express    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "232    5Gn        1    c0039       1  00:00:04  2058072  None  \n",
-      "         User                Start    JobID  \\\n",
-      "234  user  2019-01-11T15:42:48  2058074   \n",
-      "\n",
-      "                                   JobName      State Partition MaxRSS  \\\n",
-      "234  subj210.lh.V1.OppPRL.10.2to20.2.label  COMPLETED   express    NaN   \n",
-      "\n",
-      "     ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "234  5000Mc        1    c0036       1  00:00:34  2058074  None  \n",
-      "         User                Start    JobID  \\\n",
-      "236  user  2019-01-11T15:42:48  2058075   \n",
-      "\n",
-      "                                   JobName      State Partition MaxRSS  \\\n",
-      "236  subj209.lh.V1.OppPRL.10.4to20.4.label  COMPLETED   express    NaN   \n",
-      "\n",
-      "     ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "236  5000Mc        1    c0052       1  00:00:24  2058075  None  \n",
-      "         User                Start    JobID  \\\n",
-      "238  user  2019-01-11T15:43:18  2058076   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "238  subj210.lh.V1.OppPRL.1.6to4.2.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "238        1    c0036       1  00:00:26  2058076  None  \n",
-      "         User                Start    JobID  \\\n",
-      "240  user  2019-01-11T15:43:22  2058077   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "240  subj309.lh.V1.OppPRL.2.8to4.8.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "240        1    c0036       1  00:00:27  2058077  None  \n",
-      "         User                Start    JobID  \\\n",
-      "242  user  2019-01-11T15:43:44  2058078   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "242  subj301.lh.V1.OppPRL.3.1to5.1.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "242        1    c0036       1  00:00:26  2058078  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  \\\n",
-      "244  user  2019-01-11T15:43:49  2058079   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "244  subj210.lh.V1.OppPRL.4.2to6.8.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "244        1    c0036       1  00:00:23  2058079  None  \n",
-      "         User                Start    JobID  \\\n",
-      "246  user  2019-01-11T15:43:49  2058080   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "246  subj209.lh.V1.OppPRL.5.5to8.5.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "246        1    c0036       1  00:00:30  2058080  None  \n",
-      "         User                Start    JobID  \\\n",
-      "248  user  2019-01-11T15:44:10  2058081   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "248  subj307.lh.V1.OppPRL.5.8to9.8.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "248        1    c0036       1  00:00:23  2058081  None  \n",
-      "         User                Start    JobID                          JobName  \\\n",
-      "250  user  2019-01-11T15:44:12  2058082  subj210.lh.V1.OppPRL.5to7.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "250  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:22   \n",
-      "\n",
-      "         jid  step  \n",
-      "250  2058082  None  \n",
-      "         User                Start    JobID  \\\n",
-      "252  user  2019-01-11T15:44:17  2058083   \n",
-      "\n",
-      "                                 JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "252  subj209.lh.V1.OppPRL.6.2to8.2.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "252        1    c0018       1  00:00:18  2058083  None  \n",
-      "         User                Start    JobID  \\\n",
-      "254  user  2019-01-11T15:44:17  2058084   \n",
-      "\n",
-      "                                JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "254  subj310.lh.V1.OppPRL.6.3to11.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "254        1    c0018       1  00:00:18  2058084  None  \n",
-      "         User                Start    JobID  \\\n",
-      "256  user  2019-01-11T15:44:17  2058085   \n",
-      "\n",
-      "                                JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "256  subj305.lh.V1.OppPRL.6.6to10.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "256        1    c0018       1  00:00:20  2058085  None  \n",
-      "         User                Start    JobID  \\\n",
-      "258  user  2019-01-11T15:44:19  2058086   \n",
-      "\n",
-      "                                  JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "258  subj209.lh.V1.OppPRL.8.7to12.1.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "258        1    c0036       1  00:00:24  2058086  None  \n",
-      "         User                Start    JobID  \\\n",
-      "260  user  2019-01-11T15:44:27  2058087   \n",
-      "\n",
-      "                                JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "260  subj209.lh.V1.PRL.10.4to20.4.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "260        1    c0036       1  00:00:25  2058087  None  \n",
-      "         User                Start    JobID                         JobName  \\\n",
-      "262  user  2019-01-11T15:44:33  2058088  subj209.lh.V1.PRL.11to21.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "262  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:21   \n",
-      "\n",
-      "         jid  step  \n",
-      "262  2058088  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "264  user  2019-01-11T15:44:33  2058089  subj309.lh.V1.PRL.2.8to4.8.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "264  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:22   \n",
-      "\n",
-      "         jid  step  \n",
-      "264  2058089  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "266  user  2019-01-11T15:44:34  2058090  subj301.lh.V1.PRL.3.1to5.1.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "266  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:24   \n",
-      "\n",
-      "         jid  step  \n",
-      "266  2058090  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "268  user  2019-01-11T15:44:35  2058091  subj209.lh.V1.PRL.3.7to5.7.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "268  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:18   \n",
-      "\n",
-      "         jid  step  \n",
-      "268  2058091  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "270  user  2019-01-11T15:44:35  2058092  subj303.lh.V1.PRL.3.9to7.7.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "270  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:16   \n",
-      "\n",
-      "         jid  step  \n",
-      "270  2058092  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "272  user  2019-01-11T15:44:37  2058093  subj209.lh.V1.PRL.4.2to6.4.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "272  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:21   \n",
-      "\n",
-      "         jid  step  \n",
-      "272  2058093  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "274  user  2019-01-11T15:44:42  2058094  subj209.lh.V1.PRL.4.5to6.5.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "274  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:23   \n",
-      "\n",
-      "         jid  step  \n",
-      "274  2058094  None  \n",
-      "         User                Start    JobID                       JobName  \\\n",
-      "276  user  2019-01-11T15:44:43  2058095  subj209.lh.V1.PRL.4to6.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "276  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:22   \n",
-      "\n",
-      "         jid  step  \n",
-      "276  2058095  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "278  user  2019-01-11T15:44:50  2058096  subj209.lh.V1.PRL.5.1to7.1.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "278  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:25   \n",
-      "\n",
-      "         jid  step  \n",
-      "278  2058096  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "280  user  2019-01-11T15:44:51  2058097  subj209.lh.V1.PRL.5.1to7.8.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "280  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:17   \n",
-      "\n",
-      "         jid  step  \n",
-      "280  2058097  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "282  user  2019-01-11T15:44:52  2058098  subj209.lh.V1.PRL.5.5to8.5.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "282  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:23   \n",
-      "\n",
-      "         jid  step  \n",
-      "282  2058098  None  \n",
-      "         User                Start    JobID  \\\n",
-      "284  user  2019-01-11T15:44:54  2058099   \n",
-      "\n",
-      "                               JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "284  subj210.lh.V1.PRL.5.6to13.9.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "284        1    c0018       1  00:00:16  2058099  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "286  user  2019-01-11T15:44:54  2058100  subj209.lh.V1.PRL.5.7to7.7.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "286  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:21   \n",
-      "\n",
-      "         jid  step  \n",
-      "286  2058100  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "288  user  2019-01-11T15:45:00  2058101  subj307.lh.V1.PRL.5.8to9.8.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "288  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:20   \n",
-      "\n",
-      "         jid  step  \n",
-      "288  2058101  None  \n",
-      "         User                Start    JobID                       JobName  \\\n",
-      "290  user  2019-01-11T15:45:00  2058102  subj210.lh.V1.PRL.5to7.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "290  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:20   \n",
-      "\n",
-      "         jid  step  \n",
-      "290  2058102  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  \\\n",
-      "292  user  2019-01-11T15:45:00  2058103   \n",
-      "\n",
-      "                               JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "292  subj304.lh.V1.PRL.6.1to10.2.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "292        1    c0036       1  00:00:26  2058103  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "294  user  2019-01-11T15:45:00  2058104  subj209.lh.V1.PRL.6.2to8.2.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "294  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:26   \n",
-      "\n",
-      "         jid  step  \n",
-      "294  2058104  None  \n",
-      "         User                Start    JobID                          JobName  \\\n",
-      "296  user  2019-01-11T15:45:38  2058105  subj310.lh.V1.PRL.6.3to11.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "296  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:19   \n",
-      "\n",
-      "         jid  step  \n",
-      "296  2058105  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "298  user  2019-01-11T15:45:38  2058106  subj209.lh.V1.PRL.6.5to8.5.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "298  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:20   \n",
-      "\n",
-      "         jid  step  \n",
-      "298  2058106  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "300  user  2019-01-11T15:45:38  2058107  subj210.lh.V1.PRL.6.5to8.8.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "300  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:20   \n",
-      "\n",
-      "         jid  step  \n",
-      "300  2058107  None  \n",
-      "         User                Start    JobID                          JobName  \\\n",
-      "302  user  2019-01-11T15:45:38  2058108  subj305.lh.V1.PRL.6.6to10.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "302  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:22   \n",
-      "\n",
-      "         jid  step  \n",
-      "302  2058108  None  \n",
-      "         User                Start    JobID                           JobName  \\\n",
-      "304  user  2019-01-11T15:45:38  2058109  subj209.lh.V1.PRL.7.2to9.2.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "304  COMPLETED   express    NaN  5000Mc        1    c0018       1  00:00:20   \n",
-      "\n",
-      "         jid  step  \n",
-      "304  2058109  None  \n",
-      "         User                Start    JobID                       JobName  \\\n",
-      "306  user  2019-01-11T15:45:38  2058110  subj209.lh.V1.PRL.7to9.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "306  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:24   \n",
-      "\n",
-      "         jid  step  \n",
-      "306  2058110  None  \n",
-      "         User                Start    JobID  \\\n",
-      "308  user  2019-01-11T15:45:38  2058111   \n",
-      "\n",
-      "                               JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "308  subj209.lh.V1.PRL.8.2to10.2.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "308        1    c0036       1  00:00:25  2058111  None  \n",
-      "         User                Start    JobID                          JobName  \\\n",
-      "310  user  2019-01-11T15:45:38  2058112  subj210.lh.V1.PRL.8.2to16.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "310  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:23   \n",
-      "\n",
-      "         jid  step  \n",
-      "310  2058112  None  \n",
-      "         User                Start    JobID  \\\n",
-      "312  user  2019-01-11T15:45:38  2058113   \n",
-      "\n",
-      "                               JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "312  subj209.lh.V1.PRL.8.7to12.1.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "312        1    c0036       1  00:00:23  2058113  None  \n",
-      "         User                Start    JobID  \\\n",
-      "314  user  2019-01-11T15:45:38  2058114   \n",
-      "\n",
-      "                               JobName      State Partition MaxRSS  ReqMem  \\\n",
-      "314  subj209.lh.V1.PRL.9.9to15.3.label  COMPLETED   express    NaN  5000Mc   \n",
-      "\n",
-      "     ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "314        1    c0036       1  00:00:24  2058114  None  \n",
-      "         User                Start    JobID                        JobName  \\\n",
-      "316  user  2019-01-11T15:45:38  2058115  subj209.lh.V1.PRL.9to13.label   \n",
-      "\n",
-      "         State Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed  \\\n",
-      "316  COMPLETED   express    NaN  5000Mc        1    c0036       1  00:00:23   \n",
-      "\n",
-      "         jid  step  \n",
-      "316  2058115  None  \n",
-      "      User                Start    JobID    JobName           State Partition  \\\n",
-      "318  user  2019-01-11T15:43:12  2058116  PS_MATLAB  CANCELLED by 0    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "318    NaN  12000Mc        1    c0052       1  00:18:00  2058116  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "321  user  2019-01-11T16:01:55  2058181  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "321    medium    NaN  2000Mc        1    c0006       1  01:47:48  2058181   \n",
-      "\n",
-      "     step  \n",
-      "321  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "323  user  2019-01-11T16:25:40  2058182  Pipe_star_index  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "323   express    NaN  10000Mc        6    c0015       1  00:24:30  2058182   \n",
-      "\n",
-      "     step  \n",
-      "323  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "325  user  2019-01-11T16:01:55  2058183  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "325    medium    NaN  2000Mc        1    c0017       1  01:27:15  2058183   \n",
-      "\n",
-      "     step  \n",
-      "325  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "327  user  2019-01-11T16:01:55  2058184  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "327     short    NaN  2000Mc        2    c0019       1  00:10:43  2058184   \n",
-      "\n",
-      "     step  \n",
-      "327  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "329  user  2019-01-11T16:04:10  2058185  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "329     short    NaN  2000Mc        2    c0010       1  00:09:04  2058185   \n",
-      "\n",
-      "     step  \n",
-      "329  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "331  user  2019-01-11T16:05:17  2058186  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "331     short    NaN  2000Mc        2    c0010       1  00:08:49  2058186   \n",
-      "\n",
-      "     step  \n",
-      "331  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "333  user  2019-01-11T16:06:22  2058187  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "333     short    NaN  2000Mc        2    c0010       1  00:10:56  2058187   \n",
-      "\n",
-      "     step  \n",
-      "333  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "335  user  2019-01-11T16:04:10  2058188  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "335    medium    NaN  2000Mc        1    c0080       1  02:41:00  2058188   \n",
-      "\n",
-      "     step  \n",
-      "335  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "337  user  2019-01-11T16:07:27  2058189  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "337    medium    NaN  2000Mc        1    c0010       1  01:48:57  2058189   \n",
-      "\n",
-      "     step  \n",
-      "337  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "339  user  2019-01-11T16:07:27  2058190  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "339    medium    NaN  2000Mc        1    c0010       1  01:51:16  2058190   \n",
-      "\n",
-      "     step  \n",
-      "339  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "       User                Start    JobID          JobName      State  \\\n",
-      "341  user  2019-01-11T16:07:27  2058191  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "341     short    NaN  2000Mc        2    c0011       1  00:12:35  2058191   \n",
-      "\n",
-      "     step  \n",
-      "341  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "343  user  2019-01-11T16:09:07  2058192  Pipe_fastqc_pre  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "343     short    NaN  2000Mc        2    c0024       1  00:08:44  2058192   \n",
-      "\n",
-      "     step  \n",
-      "343  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "345  user  2019-01-11T16:11:17  2058193  Pipe_trim_galore  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "345    medium    NaN  2000Mc        1    c0024       1  01:42:38  2058193   \n",
-      "\n",
-      "     step  \n",
-      "345  None  \n",
-      "      User                Start    JobID    JobName               State  \\\n",
-      "347  user  2019-01-11T16:04:10  2058194  PS_MATLAB  CANCELLED by 10985   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "347    medium    NaN  12000Mc        1    c0040       1  01:22:47  2058194   \n",
-      "\n",
-      "     step  \n",
-      "347  None  \n",
-      "        User                Start    JobID   JobName    State Partition  \\\n",
-      "350  user  2019-01-11T16:14:20  2058196  lfmatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "350    NaN    4Gc        1    c0010       1  1-00:00:19  2058196  None  \n",
-      "      User                Start    JobID    JobName               State  \\\n",
-      "353  user  2019-01-11T17:16:32  2058221  PS_MATLAB  CANCELLED by 10985   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "353    medium    NaN  12000Mc        1    c0053       1  00:10:51  2058221   \n",
-      "\n",
-      "     step  \n",
-      "353  None  \n",
-      "      User                Start    JobID    JobName               State  \\\n",
-      "356  user  2019-01-11T17:19:24  2058228  PS_MATLAB  CANCELLED by 10985   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "356    medium    NaN  24000Mc        1    c0013       1  00:07:41  2058228   \n",
-      "\n",
-      "     step  \n",
-      "356  None  \n",
-      "      User                Start    JobID    JobName    State Partition MaxRSS  \\\n",
-      "359  user  2019-01-11T17:27:34  2058259  PS_MATLAB  TIMEOUT    medium    NaN   \n",
-      "\n",
-      "      ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "359  24000Mc        1    c0011       1  1-00:00:05  2058259  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "362  user  2019-01-11T17:40:14  2058273  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "362    NaN  10000Mc        6    c0040       1  00:14:59  2058273  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "364  user  2019-01-11T17:29:40  2058274  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "364     short    NaN  2000Mc        2    c0028       1  00:08:48  2058274   \n",
-      "\n",
-      "     step  \n",
-      "364  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "366  user  2019-01-11T17:50:48  2058364  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "366    NaN  10000Mc        6    c0036       1  00:16:43  2058364  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "368  user  2019-01-11T17:49:59  2058365  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "368     short    NaN  2000Mc        2    c0005       1  00:10:03  2058365   \n",
-      "\n",
-      "     step  \n",
-      "368  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "370  user  2019-01-11T17:53:56  2058366  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "370     short    NaN  2000Mc        2    c0006       1  00:08:40  2058366   \n",
-      "\n",
-      "     step  \n",
-      "370  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "372  user  2019-01-11T17:53:59  2058367  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "372    NaN  10000Mc        6    c0013       1  00:15:10  2058367  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "374  user  2019-01-11T17:55:17  2058368  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "374    NaN  2000Mc        1    c0006       1  00:04:56  2058368  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "376  user  2019-01-11T17:56:27  2058369  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "376    NaN  10000Mc        6    c0018       1  00:13:50  2058369  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "378  user  2019-01-11T17:56:27  2058370  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "378     short    NaN  2000Mc        2    c0078       1  00:14:34  2058370   \n",
-      "\n",
-      "     step  \n",
-      "378  None  \n",
-      "       User                Start    JobID           JobName      State  \\\n",
-      "380  user  2019-01-11T17:58:47  2058371  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "380     short    NaN  2000Mc        2    c0023       1  00:08:16  2058371   \n",
-      "\n",
-      "     step  \n",
-      "380  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "382  user  2019-01-11T17:58:47  2058372  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "382    NaN  10000Mc        6    c0027       1  00:14:07  2058372  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "384  user  2019-01-11T18:07:35  2058374  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "384    NaN  2000Mc        1    c0017       1  00:05:33  2058374  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "386  user  2019-01-11T18:09:15  2058376  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "386    NaN  2000Mc        1    c0042       1  00:05:46  2058376  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "388  user  2019-01-11T18:10:25  2058377  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "388    NaN  2000Mc        1    c0064       1  00:05:17  2058377  None  \n",
-      "       User                Start    JobID  JobName   State Partition MaxRSS  \\\n",
-      "390  user  2019-01-11T18:12:37  2058378  rserver  FAILED     short    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "390    2Gc        2    c0023       1  00:00:01  2058378  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "392  user  2019-01-11T18:12:56  2058379  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "392    NaN  2000Mc        1    c0068       1  00:05:19  2058379  None  \n",
-      "       User                Start    JobID  JobName   State Partition MaxRSS  \\\n",
-      "394  user  2019-01-11T18:14:43  2058380  rserver  FAILED     short    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "394    2Gc        2    c0023       1  00:00:01  2058380  None  \n",
-      "       User                Start    JobID  JobName   State Partition MaxRSS  \\\n",
-      "396  user  2019-01-11T18:15:45  2058381  rserver  FAILED     short    NaN   \n",
-      "\n",
-      "    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "396    2Gc        2    c0023       1  00:00:02  2058381  None  \n",
-      "       User                Start    JobID  JobName               State  \\\n",
-      "398  user  2019-01-11T18:16:46  2058382  rserver  CANCELLED by 10993   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "398     short    NaN  12000Mc        2    c0078       1  01:32:36  2058382   \n",
-      "\n",
-      "     step  \n",
-      "398  None  \n",
-      "       User                Start    JobID    JobName      State Partition  \\\n",
-      "400  user  2019-01-11T18:45:17  2058384  Pipe_star  COMPLETED     short   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "400    NaN  10000Mc        6    c0013       1  00:15:54  2058384  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "       User                Start    JobID           JobName      State  \\\n",
-      "402  user  2019-01-11T18:45:17  2058385  Pipe_fastqc_post  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "402     short    NaN  2000Mc        2    c0023       1  00:09:36  2058385   \n",
-      "\n",
-      "     step  \n",
-      "402  None  \n",
-      "       User                Start    JobID        JobName      State Partition  \\\n",
-      "404  user  2019-01-11T19:01:21  2058407  Pipe_samtools  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "404    NaN  2000Mc        1    c0042       1  00:06:02  2058407  None  \n",
-      "       User                Start    JobID             JobName      State  \\\n",
-      "406  user  2019-01-11T19:01:21  2058408  Pipe_featurecounts  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "406     short    NaN  5000Mc       12    c0013       1  00:57:35  2058408   \n",
-      "\n",
-      "     step  \n",
-      "406  None  \n",
-      "       User                Start    JobID          JobName      State  \\\n",
-      "408  user  2019-01-11T19:59:00  2058416  Pipe_fix_counts  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "408   express    NaN  2000Mc        1    c0023       1  00:00:06  2058416   \n",
-      "\n",
-      "     step  \n",
-      "408  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "410  user  2019-01-11T19:59:10  2058417  Pipe_multiqc  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "410    NaN  2000Mc        1    c0023       1  00:00:28  2058417  None  \n",
-      "       User                Start    JobID      JobName      State Partition  \\\n",
-      "412  user  2019-01-11T19:59:41  2058418  Pipe_report  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "412    NaN  2000Mc        1    c0023       1  00:00:06  2058418  None  \n",
-      "         User                Start    JobID JobName      State Partition  \\\n",
-      "414  user  2019-01-11T22:27:07  2058477    bash  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "414  7744K  10000Mc        1    c0033       1  00:48:26  2058477  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "415  user  2019-01-11T22:40:46  2058505  subj001  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "415    NaN  5000Mc        1    c0012       1  00:01:25  2058505  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "417  user  2019-01-11T23:08:47  2058609  subj001  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "417    NaN  5000Mc        1    c0008       1  00:01:32  2058609  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "419  user  2019-01-11T23:08:51  2058610  subj002  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "419    NaN  5000Mc        1    c0012       1  00:01:32  2058610  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "421  user  2019-01-11T23:08:51  2058611  subj003  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "421    NaN  5000Mc        1    c0005       1  00:10:05  2058611  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "423  user  2019-01-11T23:08:51  2058612  subj004  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "423    NaN  5000Mc        1    c0006       1  00:01:40  2058612  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "425  user  2019-01-11T23:08:53  2058613  subj005  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "425    NaN  5000Mc        1    c0031       1  00:10:03  2058613  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "427  user  2019-01-11T23:08:57  2058614  subj006  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "427    NaN  5000Mc        1    c0031       1  00:00:52  2058614  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "429  user  2019-01-11T23:08:57  2058615  subj007  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "429    NaN  5000Mc        1    c0031       1  00:10:29  2058615  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "431  user  2019-01-11T23:08:59  2058616  subj008  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "431    NaN  5000Mc        1    c0031       1  00:00:57  2058616  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "433  user  2019-01-11T23:09:05  2058617  subj009  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "433    NaN  5000Mc        1    c0027       1  00:01:44  2058617  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "435  user  2019-01-11T23:09:05  2058618  subj010  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "435    NaN  5000Mc        1    c0027       1  00:10:21  2058618  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "437  user  2019-01-11T23:09:10  2058619  subj011  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "437    NaN  5000Mc        1    c0027       1  00:10:16  2058619  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "439  user  2019-01-11T23:09:15  2058620  subj012  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "439    NaN  5000Mc        1    c0027       1  00:01:59  2058620  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "441  user  2019-01-11T23:09:19  2058621  subj013  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "441    NaN  5000Mc        1    c0027       1  00:01:00  2058621  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "443  user  2019-01-11T23:09:24  2058622  subj014  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "443    NaN  5000Mc        1    c0027       1  00:10:02  2058622  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "445  user  2019-01-11T23:09:24  2058623  subj015  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "445    NaN  5000Mc        1    c0015       1  00:10:02  2058623  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "447  user  2019-01-11T23:09:29  2058624  subj016  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "447    NaN  5000Mc        1    c0061       1  00:10:27  2058624  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "449  user  2019-01-11T23:09:35  2058625  subj017  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "449    NaN  5000Mc        1    c0015       1  00:01:57  2058625  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "451  user  2019-01-11T23:09:40  2058626  subj018  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "451    NaN  5000Mc        1    c0015       1  00:10:16  2058626  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "453  user  2019-01-11T23:09:44  2058628  subj019  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "453    NaN  5000Mc        1    c0015       1  00:10:12  2058628  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "455  user  2019-01-11T23:09:49  2058629  subj020  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "455    NaN  5000Mc        1    c0031       1  00:01:33  2058629  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "457  user  2019-01-11T23:09:56  2058630  subj021  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "457    NaN  5000Mc        1    c0015       1  00:10:00  2058630  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "459  user  2019-01-11T23:10:02  2058631  subj022  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "459    NaN  5000Mc        1    c0031       1  00:01:50  2058631  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "461  user  2019-01-11T23:10:05  2058632  subj023  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "461    NaN  5000Mc        1    c0062       1  00:01:57  2058632  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "463  user  2019-01-11T23:10:11  2058633  subj024  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "463    NaN  5000Mc        1    c0015       1  00:10:15  2058633  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "465  user  2019-01-11T23:10:14  2058635  subj025  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "465    NaN  5000Mc        1    c0015       1  00:01:48  2058635  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "467  user  2019-01-11T23:10:19  2058636  subj026  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "467    NaN  5000Mc        1    c0015       1  00:01:54  2058636  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "469  user  2019-01-11T23:10:23  2058637  subj027  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "469    NaN  5000Mc        1    c0012       1  00:01:39  2058637  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "471  user  2019-01-11T23:10:26  2058638  subj028  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "471    NaN  5000Mc        1    c0019       1  00:00:53  2058638  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "473  user  2019-01-11T23:10:31  2058639  subj029  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "473    NaN  5000Mc        1    c0027       1  00:10:25  2058639  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "475  user  2019-01-11T23:10:35  2058640  subj030  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "475    NaN  5000Mc        1    c0006       1  00:10:21  2058640  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "477  user  2019-01-11T23:10:38  2058641  subj031  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "477    NaN  5000Mc        1    c0060       1  00:10:18  2058641  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "479  user  2019-01-11T23:10:41  2058642  subj032  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "479    NaN  5000Mc        1    c0008       1  00:10:15  2058642  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "481  user  2019-01-11T23:10:45  2058646  subj033  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "481    NaN  5000Mc        1    c0086       1  00:10:11  2058646  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "483  user  2019-01-11T23:10:49  2058647  subj034  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "483    NaN  5000Mc        1    c0027       1  00:10:07  2058647  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "485  user  2019-01-11T23:10:54  2058648  subj035  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "485    NaN  5000Mc        1    c0086       1  00:10:02  2058648  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "487  user  2019-01-11T23:10:58  2058649  subj036  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "487    NaN  5000Mc        1    c0086       1  00:10:28  2058649  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "489  user  2019-01-11T23:10:58  2058650  subj037  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "489    NaN  5000Mc        1    c0086       1  00:10:28  2058650  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "491  user  2019-01-11T23:11:01  2058651  subj038  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "491    NaN  5000Mc        1    c0028       1  00:10:25  2058651  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "493  user  2019-01-11T23:11:02  2058652  subj039  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "493    NaN  5000Mc        1    c0040       1  00:00:00  2058652  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "495  user  2019-01-11T23:11:04  2058653  subj040  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "495    NaN  5000Mc        1    c0040       1  00:00:01  2058653  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "497  user  2019-01-11T23:11:05  2058654  subj041  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "497    NaN  5000Mc        1    c0040       1  00:00:00  2058654  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "499  user  2019-01-11T23:11:07  2058655  subj042  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "499    NaN  5000Mc        1    c0040       1  00:00:01  2058655  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "501  user  2019-01-11T23:11:08  2058656  subj043  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "501    NaN  5000Mc        1    c0040       1  00:00:00  2058656  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "503  user  2019-01-11T23:11:10  2058657  subj044  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "503    NaN  5000Mc        1    c0040       1  00:00:01  2058657  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "505  user  2019-01-11T23:11:11  2058658  subj045  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "505    NaN  5000Mc        1    c0040       1  00:00:00  2058658  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "507  user  2019-01-11T23:11:12  2058659  subj046  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "507    NaN  5000Mc        1    c0040       1  00:00:02  2058659  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "509  user  2019-01-11T23:11:14  2058663  subj047  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "509    NaN  5000Mc        1    c0040       1  00:00:53  2058663  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "511  user  2019-01-11T23:11:17  2058664  subj048  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "511    NaN  5000Mc        1    c0027       1  00:01:04  2058664  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "513  user  2019-01-11T23:11:17  2058665  subj049  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "513    NaN  5000Mc        1    c0086       1  00:10:09  2058665  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "515  user  2019-01-11T23:11:19  2058666  subj050  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "515    NaN  5000Mc        1    c0019       1  00:10:07  2058666  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "517  user  2019-01-11T23:11:20  2058667  subj051  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "517    NaN  5000Mc        1    c0086       1  00:01:05  2058667  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "519  user  2019-01-11T23:11:22  2058668  subj052  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "519    NaN  5000Mc        1    c0031       1  00:10:04  2058668  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "521  user  2019-01-11T23:11:23  2058669  subj053  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "521    NaN  5000Mc        1    c0085       1  00:10:03  2058669  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "523  user  2019-01-11T23:11:26  2058670  subj054  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "523    NaN  5000Mc        1    c0085       1  00:01:03  2058670  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "525  user  2019-01-11T23:11:26  2058671  subj055  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "525    NaN  5000Mc        1    c0085       1  00:10:30  2058671  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "527  user  2019-01-11T23:11:29  2058672  subj056  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "527    NaN  5000Mc        1    c0085       1  00:00:00  2058672  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "529  user  2019-01-11T23:11:29  2058673  subj057  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "529    NaN  5000Mc        1    c0085       1  00:00:01  2058673  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "531  user  2019-01-11T23:11:32  2058674  subj058  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "531    NaN  5000Mc        1    c0015       1  00:10:24  2058674  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "533  user  2019-01-11T23:11:32  2058675  subj059  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "533    NaN  5000Mc        1    c0085       1  00:01:09  2058675  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "535  user  2019-01-11T23:11:34  2058676  subj060  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "535    NaN  5000Mc        1    c0030       1  00:10:22  2058676  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "537  user  2019-01-11T23:11:36  2058677  subj061  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "537    NaN  5000Mc        1    c0085       1  00:10:20  2058677  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "539  user  2019-01-11T23:11:39  2058678  subj062  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "539    NaN  5000Mc        1    c0085       1  00:10:17  2058678  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "541  user  2019-01-11T23:11:39  2058679  subj063  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "541    NaN  5000Mc        1    c0085       1  00:10:17  2058679  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "543  user  2019-01-11T23:11:42  2058680  subj064  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "543    NaN  5000Mc        1    c0085       1  00:01:15  2058680  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "545  user  2019-01-11T23:11:42  2058681  subj065  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "545    NaN  5000Mc        1    c0084       1  00:10:14  2058681  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "547  user  2019-01-11T23:11:45  2058683  subj066  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "547    NaN  5000Mc        1    c0084       1  00:01:08  2058683  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "549  user  2019-01-11T23:11:48  2058684  subj067  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "549    NaN  5000Mc        1    c0084       1  00:01:06  2058684  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "551  user  2019-01-11T23:11:48  2058685  subj068  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "551    NaN  5000Mc        1    c0084       1  00:10:08  2058685  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "553  user  2019-01-11T23:11:52  2058686  subj069  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "553    NaN  5000Mc        1    c0084       1  00:10:04  2058686  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "555  user  2019-01-11T23:11:52  2058687  subj070  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "555    NaN  5000Mc        1    c0084       1  00:01:14  2058687  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "557  user  2019-01-11T23:11:52  2058688  subj071  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "557    NaN  5000Mc        1    c0084       1  00:00:01  2058688  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "559  user  2019-01-11T23:11:55  2058689  subj072  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "559    NaN  5000Mc        1    c0031       1  00:10:01  2058689  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "561  user  2019-01-11T23:11:58  2058690  subj073  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "561    NaN  5000Mc        1    c0084       1  00:01:11  2058690  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "563  user  2019-01-11T23:11:58  2058691  subj074  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "563    NaN  5000Mc        1    c0084       1  00:01:03  2058691  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "565  user  2019-01-11T23:11:58  2058692  subj075  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "565    NaN  5000Mc        1    c0084       1  00:10:29  2058692  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "567  user  2019-01-11T23:12:02  2058693  subj076  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "567    NaN  5000Mc        1    c0084       1  00:01:08  2058693  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "569  user  2019-01-11T23:12:02  2058694  subj077  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "569    NaN  5000Mc        1    c0062       1  00:10:25  2058694  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "571  user  2019-01-11T23:12:05  2058695  subj078  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "571    NaN  5000Mc        1    c0012       1  00:00:51  2058695  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "573  user  2019-01-11T23:12:07  2058696  subj079  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "573    NaN  5000Mc        1    c0015       1  00:00:58  2058696  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "575  user  2019-01-11T23:12:07  2058697  subj080  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "575    NaN  5000Mc        1    c0040       1  00:10:20  2058697  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "577  user  2019-01-11T23:12:11  2058698  subj081  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "577    NaN  5000Mc        1    c0084       1  00:10:16  2058698  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "579  user  2019-01-11T23:12:11  2058699  subj082  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "579    NaN  5000Mc        1    c0034       1  00:00:53  2058699  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "581  user  2019-01-11T23:12:13  2058700  subj083  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "581    NaN  5000Mc        1    c0081       1  00:10:14  2058700  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "583  user  2019-01-11T23:12:17  2058702  subj084  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "583    NaN  5000Mc        1    c0015       1  00:01:01  2058702  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "585  user  2019-01-11T23:12:17  2058703  subj085  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "585    NaN  5000Mc        1    c0034       1  00:01:03  2058703  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "587  user  2019-01-11T23:12:20  2058704  subj086  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "587    NaN  5000Mc        1    c0034       1  00:10:07  2058704  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "589  user  2019-01-11T23:12:20  2058705  subj087  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "589    NaN  5000Mc        1    c0034       1  00:10:07  2058705  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "591  user  2019-01-11T23:12:21  2058706  subj088  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "591    NaN  5000Mc        1    c0027       1  00:00:01  2058706  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "593  user  2019-01-11T23:12:23  2058707  subj089  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "593    NaN  5000Mc        1    c0027       1  00:10:04  2058707  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "595  user  2019-01-11T23:12:25  2058708  subj090  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "595    NaN  5000Mc        1    c0086       1  00:01:09  2058708  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "597  user  2019-01-11T23:12:27  2058709  subj091  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "597    NaN  5000Mc        1    c0035       1  00:00:00  2058709  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "599  user  2019-01-11T23:12:29  2058710  subj092  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "599    NaN  5000Mc        1    c0038       1  00:10:27  2058710  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "601  user  2019-01-11T23:12:30  2058711  subj093  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "601    NaN  5000Mc        1    c0085       1  00:10:26  2058711  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "603  user  2019-01-11T23:12:33  2058712  subj094  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "603    NaN  5000Mc        1    c0035       1  00:10:23  2058712  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "605  user  2019-01-11T23:12:33  2058713  subj095  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "605    NaN  5000Mc        1    c0035       1  00:00:01  2058713  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "607  user  2019-01-11T23:12:34  2058714  subj096  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "607    NaN  5000Mc        1    c0035       1  00:10:22  2058714  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "609  user  2019-01-11T23:12:36  2058715  subj097  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "609    NaN  5000Mc        1    c0035       1  00:10:20  2058715  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "611  user  2019-01-11T23:12:39  2058716  subj098  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "611    NaN  5000Mc        1    c0035       1  00:10:17  2058716  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "613  user  2019-01-11T23:12:39  2058717  subj099  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "613    NaN  5000Mc        1    c0035       1  00:00:55  2058717  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "615  user  2019-01-11T23:12:41  2058718  subj100  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "615    NaN  5000Mc        1    c0085       1  00:01:11  2058718  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "617  user  2019-01-11T23:12:42  2058719  subj101  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "617    NaN  5000Mc        1    c0035       1  00:00:55  2058719  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "619  user  2019-01-11T23:12:44  2058720  subj102  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "619    NaN  5000Mc        1    c0035       1  00:10:12  2058720  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "621  user  2019-01-11T23:12:48  2058721  subj103  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "621    NaN  5000Mc        1    c0035       1  00:01:00  2058721  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "623  user  2019-01-11T23:12:48  2058722  subj104  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "623    NaN  5000Mc        1    c0036       1  00:01:00  2058722  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "625  user  2019-01-11T23:12:51  2058723  subj105  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "625    NaN  5000Mc        1    c0036       1  00:01:06  2058723  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "627  user  2019-01-11T23:12:51  2058724  subj106  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "627    NaN  5000Mc        1    c0036       1  00:01:02  2058724  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "629  user  2019-01-11T23:12:52  2058725  subj107  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "629    NaN  5000Mc        1    c0034       1  00:01:04  2058725  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "631  user  2019-01-11T23:12:54  2058726  subj108  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "631    NaN  5000Mc        1    c0084       1  00:10:02  2058726  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "633  user  2019-01-11T23:12:56  2058727  subj109  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "633    NaN  5000Mc        1    c0012       1  00:00:47  2058727  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "635  user  2019-01-11T23:12:57  2058728  subj110  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "635    NaN  5000Mc        1    c0084       1  00:00:01  2058728  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "637  user  2019-01-11T23:13:00  2058729  subj111  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "637    NaN  5000Mc        1    c0084       1  00:01:07  2058729  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "639  user  2019-01-11T23:13:01  2058730  subj112  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "639    NaN  5000Mc        1    c0084       1  00:00:01  2058730  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "641  user  2019-01-11T23:13:02  2058731  subj114  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "641    NaN  5000Mc        1    c0084       1  00:01:05  2058731  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "643  user  2019-01-11T23:13:04  2058732  subj201  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "643    NaN  5000Mc        1    c0034       1  00:10:22  2058732  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "645  user  2019-01-11T23:13:05  2058733  subj202  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "645    NaN  5000Mc        1    c0015       1  00:10:21  2058733  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "647  user  2019-01-11T23:13:09  2058734  subj203  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "647    NaN  5000Mc        1    c0085       1  00:10:17  2058734  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "649  user  2019-01-11T23:13:09  2058735  subj204  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "649    NaN  5000Mc        1    c0084       1  00:10:17  2058735  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "651  user  2019-01-11T23:13:11  2058736  subj205  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "651    NaN  5000Mc        1    c0084       1  00:10:15  2058736  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "653  user  2019-01-11T23:13:12  2058737  subj206  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "653    NaN  5000Mc        1    c0084       1  00:10:14  2058737  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "655  user  2019-01-11T23:13:15  2058738  subj207  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "655    NaN  5000Mc        1    c0036       1  00:10:11  2058738  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "657  user  2019-01-11T23:13:15  2058739  subj208  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "657    NaN  5000Mc        1    c0036       1  00:10:11  2058739  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "659  user  2019-01-11T23:13:17  2058741  subj209  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "659    NaN  5000Mc        1    c0034       1  00:10:09  2058741  None  \n",
-      "         User                Start    JobID  JobName    State Partition  \\\n",
-      "661  user  2019-01-11T23:13:18  2058742  subj210  TIMEOUT   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "661    NaN  5000Mc        1    c0015       1  00:10:08  2058742  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "663  user  2019-01-11T23:13:20  2058743  subj301  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "663    NaN  5000Mc        1    c0036       1  00:01:58  2058743  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "665  user  2019-01-11T23:13:22  2058744  subj302  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "665    NaN  5000Mc        1    c0034       1  00:00:00  2058744  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "667  user  2019-01-11T23:13:25  2058745  subj303  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "667    NaN  5000Mc        1    c0034       1  00:01:50  2058745  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "669  user  2019-01-11T23:13:25  2058746  subj304  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "669    NaN  5000Mc        1    c0081       1  00:01:50  2058746  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "671  user  2019-01-11T23:13:28  2058747  subj305  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "671    NaN  5000Mc        1    c0036       1  00:02:07  2058747  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "673  user  2019-01-11T23:13:28  2058748  subj306  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "673    NaN  5000Mc        1    c0036       1  00:00:00  2058748  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "675  user  2019-01-11T23:13:31  2058749  subj307  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "675    NaN  5000Mc        1    c0036       1  00:01:57  2058749  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "677  user  2019-01-11T23:13:31  2058750  subj308  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "677    NaN  5000Mc        1    c0036       1  00:02:00  2058750  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "679  user  2019-01-11T23:13:34  2058751  subj309  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "679    NaN  5000Mc        1    c0035       1  00:01:34  2058751  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "681  user  2019-01-11T23:13:34  2058752  subj310  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "681    NaN  5000Mc        1    c0036       1  00:01:58  2058752  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "683  user  2019-01-11T23:36:29  2058792  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "683    NaN  20000Mc        4    c0015       1  1-00:00:14  2058792  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "686  user  2019-01-12T11:04:39  2059268  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "686    NaN  10000Mc       24    c0048       1  12:00:04  2059268  None  \n",
-      "         User                Start    JobID       JobName      State  \\\n",
-      "689  user  2019-01-13T11:28:06  2060516  _interactive  COMPLETED   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "689    medium    NaN  10000Mc        1    c0015       1  00:07:33  2060516   \n",
-      "\n",
-      "     step  \n",
-      "689  None  \n",
-      "        User                Start    JobID   JobName           State  \\\n",
-      "692  user  2019-01-13T14:00:03  2060851  lfmatlab  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "692    medium    NaN    4Gc        1    c0083       1  02:19:01  2060851  None  \n",
-      "        User                Start    JobID   JobName           State  \\\n",
-      "695  user  2019-01-13T14:29:51  2060882  lfmatlab  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "695    medium    NaN    4Gc        1    c0036       1  02:48:30  2060882  None  \n",
-      "        User                Start    JobID   JobName           State  \\\n",
-      "698  user  2019-01-13T17:18:31  2060957  lfmatlab  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "698    medium    NaN    4Gc        1    c0006       1  00:04:31  2060957  None  \n",
-      "        User                Start    JobID   JobName           State  \\\n",
-      "701  user  2019-01-13T17:23:12  2060959  lfmatlab  CANCELLED by 0   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "701    medium    NaN    4Gc        1    c0066       1  00:03:00  2060959  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "704  user  2019-01-13T17:32:45  2060969  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "704    medium    NaN    4Gc        1    c0023       1  00:00:28  2060969  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "706  user  2019-01-13T17:32:51  2060970  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "706    medium    NaN  99096Mc        1    c0040       1  00:00:22  2060970   \n",
-      "\n",
-      "     step  \n",
-      "706  None  \n",
-      "       User                Start    JobID  JobName               State  \\\n",
-      "709  user  2019-01-14T10:39:34  2061500  rserver  CANCELLED by 10993   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "709     short    NaN  7000Mc        2    c0015       1  03:50:55  2061500   \n",
-      "\n",
-      "     step  \n",
-      "709  None  \n",
-      "       User                Start    JobID       JobName    State Partition  \\\n",
-      "711  user  2019-01-14T11:40:28  2061521  usermatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "711    NaN    4Gc        4    c0028       1  08:00:06  2061521  None  \n",
-      "      User                Start    JobID    JobName    State Partition MaxRSS  \\\n",
-      "714  user  2019-01-14T12:10:39  2061590  PS_MATLAB  TIMEOUT    medium    NaN   \n",
-      "\n",
-      "      ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "714  24000Mc        1    c0008       1  1-00:00:28  2061590  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "717  user  2019-01-14T12:12:07  2061592  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "717    medium    NaN    4Gc        1    c0086       1  00:00:52  2061592  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "719  user  2019-01-14T12:12:33  2061593  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "719    medium    NaN  20096Mc        1    c0028       1  00:00:26  2061593   \n",
-      "\n",
-      "     step  \n",
-      "719  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "722  user  2019-01-14T12:14:04  2061598  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "722    medium    NaN  100096Mc        1    c0071       1  21:53:47  2061598   \n",
-      "\n",
-      "     step  \n",
-      "722  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "725  user  2019-01-14T13:21:47  2062126  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "725    NaN  10000Mc        1    c0072       1  1-00:00:20  2062126  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "728  user  2019-01-14T14:56:43  2062411  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "728    NaN  10000Mc        1    c0057       1  1-00:00:29  2062411  None  \n",
-      "        User                Start    JobID   JobName               State  \\\n",
-      "731  user  2019-01-14T15:10:41  2062417  lfmatlab  CANCELLED by 10730   \n",
-      "\n",
-      "    Partition MaxRSS    ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "731    medium    NaN  100096Mc        1    c0044       1  18:57:10  2062417   \n",
-      "\n",
-      "     step  \n",
-      "731  None  \n",
-      "        User                Start    JobID   JobName    State Partition  \\\n",
-      "734  user  2019-01-15T10:08:20  2063641  lfmatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS    ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "734    NaN  100096Mc        1    c0037       1  1-00:00:22  2063641  None  \n",
-      "        User                Start    JobID   JobName    State Partition  \\\n",
-      "737  user  2019-01-15T10:59:35  2063662  lfmatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS    ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "737    NaN  100096Mc        1    c0048       1  1-00:00:09  2063662  None  \n",
-      "      User                Start    JobID    JobName               State  \\\n",
-      "740  user  2019-01-15T11:50:48  2063675  PS_MATLAB  CANCELLED by 10985   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "740    medium    NaN  24000Mc        1    c0049       1  01:09:28  2063675   \n",
-      "\n",
-      "     step  \n",
-      "740  None  \n",
-      "        User                Start    JobID     JobName    State Partition  \\\n",
-      "743  user  2019-01-15T12:09:06  2063681  mkb_matlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "743    NaN    4Gc        1    c0028       1  12:00:23  2063681  None  \n",
-      "      User                Start    JobID    JobName    State Partition MaxRSS  \\\n",
-      "746  user  2019-01-15T13:00:22  2063732  PS_MATLAB  TIMEOUT    medium    NaN   \n",
-      "\n",
-      "      ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "746  24000Mc        1    c0093       1  1-00:00:22  2063732  None  \n",
-      "       User                Start    JobID  JobName               State  \\\n",
-      "749  user  2019-01-15T13:36:39  2063738  rserver  CANCELLED by 10993   \n",
-      "\n",
-      "    Partition MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "749     short    NaN    4Gc        2    c0049       1  00:03:17  2063738  None  \n",
-      "      User                Start    JobID    JobName    State Partition MaxRSS  \\\n",
-      "751  user  2019-01-15T15:15:04  2065149  PS_MATLAB  TIMEOUT    medium    NaN   \n",
-      "\n",
-      "      ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "751  24000Mc        1    c0052       1  1-00:00:11  2065149  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "754  user  2019-01-15T15:17:51  2065150  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "754    NaN    4Gc        4    c0041       1  00:00:08  2065150  None  \n",
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "757  user  2019-01-15T15:18:10  2065151  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "757    NaN    4Gc        4    c0041       1  01:23:04  2065151  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "       User                Start    JobID       JobName      State Partition  \\\n",
-      "760  user  2019-01-15T16:08:55  2065457  usermatlab  COMPLETED    medium   \n",
-      "\n",
-      "    MaxRSS ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "760    NaN    4Gc        4    c0051       1  00:32:04  2065457  None  \n",
-      "         User                Start    JobID JobName   State Partition  \\\n",
-      "763  user  2019-01-16T11:14:51  2066614    bash  FAILED    medium   \n",
-      "\n",
-      "        MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "763  15314280K  10000Mc        1    c0016       1  01:12:01  2066614  None  \n",
-      "      User                Start    JobID    JobName               State  \\\n",
-      "764  user  2019-01-16T11:36:51  2066642  PS_MATLAB  CANCELLED by 10985   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "764    medium    NaN  24000Mc        1    c0008       1  03:52:27  2066642   \n",
-      "\n",
-      "     step  \n",
-      "764  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "767  user  2019-01-16T12:24:26  2066739  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  \\\n",
-      "767    medium    NaN  10000Mc        1    c0005       1  00:09:10  2066739   \n",
-      "\n",
-      "     step  \n",
-      "767  None  \n",
-      "         User                Start    JobID       JobName               State  \\\n",
-      "770  user  2019-01-16T12:33:36  2066755  _interactive  CANCELLED by 10729   \n",
-      "\n",
-      "    Partition MaxRSS  ReqMem  ReqCPUS       NodeList  NNodes   Elapsed  \\\n",
-      "770   express    NaN  8000Mc      151  None assigned       1  00:00:00   \n",
-      "\n",
-      "         jid  step  \n",
-      "770  2066755  None  \n",
-      "         User                Start    JobID JobName      State Partition  \\\n",
-      "771  user  2019-01-16T12:55:54  2066806    bash  COMPLETED    medium   \n",
-      "\n",
-      "       MaxRSS   ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "771  2487188K  10000Mc        1    c0005       1  22:02:58  2066806  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "772  user  2019-01-16T13:00:54  2066813  subj001  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "772    NaN  8000Mc        1    c0064       1  00:04:09  2066813  None  \n",
-      "         User                Start    JobID       JobName    State Partition  \\\n",
-      "774  user  2019-01-16T13:02:24  2066818  _interactive  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS   ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "774    NaN  10000Mc        1    c0016       1  1-00:00:19  2066818  None  \n",
-      "        User                Start    JobID   JobName    State Partition  \\\n",
-      "777  user  2019-01-16T13:14:03  2066869  lfmatlab  TIMEOUT    medium   \n",
-      "\n",
-      "    MaxRSS    ReqMem  ReqCPUS NodeList  NNodes     Elapsed      jid  step  \n",
-      "777    NaN  100096Mc        1    c0057       1  1-00:00:10  2066869  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "780  user  2019-01-16T13:19:25  2066874  subj001  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "780    NaN  8000Mc        1    c0017       1  00:04:10  2066874  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "782  user  2019-01-16T13:19:25  2066875  subj002  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "782    NaN  8000Mc        1    c0049       1  00:04:47  2066875  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "784  user  2019-01-16T13:19:25  2066876  subj003  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "784    NaN  8000Mc        1    c0053       1  00:04:29  2066876  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "786  user  2019-01-16T13:19:25  2066877  subj004  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "786    NaN  8000Mc        1    c0064       1  00:05:15  2066877  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "788  user  2019-01-16T13:19:25  2066879  subj005  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "788    NaN  8000Mc        1    c0081       1  00:04:50  2066879  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "790  user  2019-01-16T13:19:25  2066880  subj006  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "790    NaN  8000Mc        1    c0039       1  00:04:47  2066880  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "792  user  2019-01-16T13:19:25  2066881  subj007  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "792    NaN  8000Mc        1    c0040       1  00:06:04  2066881  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "794  user  2019-01-16T13:19:25  2066882  subj008  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "794    NaN  8000Mc        1    c0067       1  00:04:26  2066882  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "796  user  2019-01-16T13:19:25  2066883  subj009  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "796    NaN  8000Mc        1    c0067       1  00:05:14  2066883  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "798  user  2019-01-16T13:19:25  2066884  subj010  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "798    NaN  8000Mc        1    c0078       1  00:05:21  2066884  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "800  user  2019-01-16T13:19:25  2066885  subj011  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "800    NaN  8000Mc        1    c0079       1  00:05:32  2066885  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "802  user  2019-01-16T13:19:25  2066886  subj012  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "802    NaN  8000Mc        1    c0062       1  00:04:49  2066886  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "804  user  2019-01-16T13:19:25  2066887  subj013  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "804    NaN  8000Mc        1    c0061       1  00:04:43  2066887  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "806  user  2019-01-16T13:19:25  2066888  subj014  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "806    NaN  8000Mc        1    c0061       1  00:05:11  2066888  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "808  user  2019-01-16T13:20:56  2066889  subj015  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "808    NaN  8000Mc        1    c0015       1  00:04:04  2066889  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "810  user  2019-01-16T13:22:28  2066890  subj016  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "810    NaN  8000Mc        1    c0053       1  00:04:00  2066890  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "812  user  2019-01-16T13:22:28  2066891  subj017  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "812    NaN  8000Mc        1    c0053       1  00:04:47  2066891  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "814  user  2019-01-16T13:22:28  2066892  subj018  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "814    NaN  8000Mc        1    c0053       1  00:06:09  2066892  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "816  user  2019-01-16T13:22:28  2066893  subj019  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "816    NaN  8000Mc        1    c0057       1  00:04:21  2066893  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "818  user  2019-01-16T13:22:28  2066894  subj020  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "818    NaN  8000Mc        1    c0057       1  00:03:56  2066894  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "820  user  2019-01-16T13:22:28  2066895  subj021  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "820    NaN  8000Mc        1    c0057       1  00:04:51  2066895  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "822  user  2019-01-16T13:22:28  2066896  subj022  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "822    NaN  8000Mc        1    c0074       1  00:05:13  2066896  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "824  user  2019-01-16T13:22:28  2066897  subj023  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "824    NaN  8000Mc        1    c0074       1  00:04:27  2066897  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "826  user  2019-01-16T13:22:28  2066898  subj024  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "826    NaN  8000Mc        1    c0074       1  00:04:19  2066898  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "828  user  2019-01-16T13:24:00  2066899  subj025  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "828    NaN  8000Mc        1    c0017       1  00:04:11  2066899  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "830  user  2019-01-16T13:24:00  2066900  subj026  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "830    NaN  8000Mc        1    c0053       1  00:05:00  2066900  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "832  user  2019-01-16T13:24:00  2066901  subj027  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "832    NaN  8000Mc        1    c0067       1  00:05:26  2066901  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "834  user  2019-01-16T13:24:00  2066902  subj028  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "834    NaN  8000Mc        1    c0044       1  00:05:32  2066902  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "836  user  2019-01-16T13:24:00  2066903  subj029  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "836    NaN  8000Mc        1    c0044       1  00:05:35  2066903  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "838  user  2019-01-16T13:24:00  2066904  subj030  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "838    NaN  8000Mc        1    c0044       1  00:05:43  2066904  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "840  user  2019-01-16T13:24:00  2066905  subj031  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "840    NaN  8000Mc        1    c0044       1  00:04:53  2066905  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "842  user  2019-01-16T13:24:31  2066906  subj032  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "842    NaN  8000Mc        1    c0039       1  00:05:08  2066906  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "844  user  2019-01-16T13:24:31  2066907  subj033  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "844    NaN  8000Mc        1    c0049       1  00:04:31  2066907  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "846  user  2019-01-16T13:24:31  2066908  subj034  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "846    NaN  8000Mc        1    c0081       1  00:05:14  2066908  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "848  user  2019-01-16T13:24:31  2066909  subj035  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "848    NaN  8000Mc        1    c0061       1  00:05:28  2066909  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "850  user  2019-01-16T13:24:31  2066910  subj036  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "850    NaN  8000Mc        1    c0062       1  00:04:57  2066910  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "852  user  2019-01-16T13:25:01  2066911  subj037  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "852    NaN  8000Mc        1    c0015       1  00:04:55  2066911  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "854  user  2019-01-16T13:25:01  2066912  subj038  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "854    NaN  8000Mc        1    c0061       1  00:04:49  2066912  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "856  user  2019-01-16T13:25:01  2066913  subj039  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "856    NaN  8000Mc        1    c0064       1  00:05:00  2066913  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "858  user  2019-01-16T13:25:01  2066914  subj040  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "858    NaN  8000Mc        1    c0067       1  00:05:34  2066914  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "860  user  2019-01-16T13:25:01  2066915  subj041  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "860    NaN  8000Mc        1    c0078       1  00:05:01  2066915  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "862  user  2019-01-16T13:25:01  2066916  subj042  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "862    NaN  8000Mc        1    c0079       1  00:05:39  2066916  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "864  user  2019-01-16T13:25:32  2066918  subj043  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "864    NaN  8000Mc        1    c0040       1  00:05:45  2066918  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "866  user  2019-01-16T13:25:32  2066919  subj044  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "866    NaN  8000Mc        1    c0060       1  00:05:26  2066919  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "868  user  2019-01-16T13:26:03  2066920  subj045  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "868    NaN  8000Mc        1    c0012       1  00:04:57  2066920  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "870  user  2019-01-16T13:26:03  2066921  subj046  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "870    NaN  8000Mc        1    c0012       1  00:04:52  2066921  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "872  user  2019-01-16T13:26:03  2066922  subj047  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "872    NaN  8000Mc        1    c0012       1  00:05:25  2066922  None  \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "874  user  2019-01-16T13:26:03  2066923  subj048  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "874    NaN  8000Mc        1    c0012       1  00:05:33  2066923  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "876  user  2019-01-16T13:26:03  2066924  subj049  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "876    NaN  8000Mc        1    c0012       1  00:04:37  2066924  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "878  user  2019-01-16T13:26:03  2066925  subj050  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "878    NaN  8000Mc        1    c0012       1  00:05:25  2066925  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "880  user  2019-01-16T13:26:03  2066926  subj051  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "880    NaN  8000Mc        1    c0012       1  00:04:53  2066926  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "882  user  2019-01-16T13:26:03  2066927  subj052  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "882    NaN  8000Mc        1    c0012       1  00:04:31  2066927  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "884  user  2019-01-16T13:26:03  2066928  subj053  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "884    NaN  8000Mc        1    c0012       1  00:05:11  2066928  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "886  user  2019-01-16T13:26:03  2066929  subj054  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "886    NaN  8000Mc        1    c0012       1  00:04:53  2066929  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "888  user  2019-01-16T13:26:03  2066930  subj055  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "888    NaN  8000Mc        1    c0012       1  00:04:59  2066930  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "890  user  2019-01-16T13:26:03  2066931  subj056  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "890    NaN  8000Mc        1    c0012       1  00:04:44  2066931  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "892  user  2019-01-16T13:26:03  2066932  subj057  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "892    NaN  8000Mc        1    c0012       1  00:05:44  2066932  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "894  user  2019-01-16T13:26:03  2066933  subj058  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "894    NaN  8000Mc        1    c0012       1  00:05:59  2066933  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "896  user  2019-01-16T13:26:03  2066934  subj059  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "896    NaN  8000Mc        1    c0012       1  00:05:39  2066934  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "898  user  2019-01-16T13:26:03  2066935  subj060  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "898    NaN  8000Mc        1    c0012       1  00:05:04  2066935  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "900  user  2019-01-16T13:26:33  2066936  subj061  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "900    NaN  8000Mc        1    c0053       1  00:05:03  2066936  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "902  user  2019-01-16T13:26:33  2066937  subj062  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "902    NaN  8000Mc        1    c0057       1  00:05:52  2066937  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "904  user  2019-01-16T13:27:04  2066938  subj063  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "904    NaN  8000Mc        1    c0057       1  00:05:20  2066938  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "906  user  2019-01-16T13:27:04  2066939  subj064  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "906    NaN  8000Mc        1    c0074       1  00:06:01  2066939  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "908  user  2019-01-16T13:27:04  2066940  subj065  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "908    NaN  8000Mc        1    c0074       1  00:04:46  2066940  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "910  user  2019-01-16T13:27:04  2066941  subj066  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "910    NaN  8000Mc        1    c0050       1  00:05:38  2066941  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "912  user  2019-01-16T13:27:04  2066942  subj067  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "912    NaN  8000Mc        1    c0050       1  00:05:11  2066942  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "914  user  2019-01-16T13:27:04  2066943  subj068  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "914    NaN  8000Mc        1    c0050       1  00:05:15  2066943  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "916  user  2019-01-16T13:27:04  2066944  subj069  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "916    NaN  8000Mc        1    c0050       1  00:06:04  2066944  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "918  user  2019-01-16T13:27:35  2066945  subj070  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "918    NaN  8000Mc        1    c0053       1  00:06:00  2066945  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "920  user  2019-01-16T13:27:35  2066946  subj071  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "920    NaN  8000Mc        1    c0057       1  00:03:47  2066946  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "922  user  2019-01-16T13:28:05  2066947  subj072  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "922    NaN  8000Mc        1    c0074       1  00:06:18  2066947  None  \n",
-      "         User                Start    JobID  JobName      State Partition  \\\n",
-      "924  user  2019-01-16T13:28:36  2066948  subj073  COMPLETED   express   \n",
-      "\n",
-      "    MaxRSS  ReqMem  ReqCPUS NodeList  NNodes   Elapsed      jid  step  \n",
-      "924    NaN  8000Mc        1    c0017       1  00:05:15  2066948  None  \n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-38-e9725ecc537d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0muserDF\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubset\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"User\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mjid\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0muserDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'MaxRSS'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0muserDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'jid'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mjid\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatchDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'MaxRSS'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbatchDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'jid'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mjid\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muserDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0muserDF\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'jid'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mjid\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    937\u001b[0m         \u001b[0;31m# do the setitem\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    938\u001b[0m         \u001b[0mcacher_needs_updating\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_is_chained_assignment_possible\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 939\u001b[0;31m         \u001b[0msetitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    940\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcacher_needs_updating\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    941\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_update_cacher\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36msetitem\u001b[0;34m(key, value)\u001b[0m\n\u001b[1;32m    928\u001b[0m                 \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_bool_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    929\u001b[0m                 \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 930\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_where\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    931\u001b[0m                     \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    932\u001b[0m                 \u001b[0;32mexcept\u001b[0m \u001b[0mInvalidIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_where\u001b[0;34m(self, cond, other, inplace, axis, level, errors, try_cast)\u001b[0m\n\u001b[1;32m   7624\u001b[0m                                           \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mblock_axis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   7625\u001b[0m                                           transpose=self._AXIS_REVERSED)\n\u001b[0;32m-> 7626\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_inplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   7627\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   7628\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m_update_inplace\u001b[0;34m(self, result, **kwargs)\u001b[0m\n\u001b[1;32m    397\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_update_inplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    398\u001b[0m         \u001b[0;31m# we want to call the generic version and not the IndexOpsMixin\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 399\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mgeneric\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNDFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_inplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    400\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    401\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_update_inplace\u001b[0;34m(self, result, verify_is_copy)\u001b[0m\n\u001b[1;32m   3185\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3186\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_data'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3187\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_update_cacher\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mverify_is_copy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverify_is_copy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3189\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0madd_prefix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprefix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_maybe_update_cacher\u001b[0;34m(self, clear, verify_is_copy)\u001b[0m\n\u001b[1;32m   2570\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2571\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mverify_is_copy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2572\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_setitem_copy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'referant'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2573\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2574\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mclear\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/wsmplayground/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_check_setitem_copy\u001b[0;34m(self, stacklevel, t, force)\u001b[0m\n\u001b[1;32m   2671\u001b[0m             \u001b[0;31m# the copy weakref\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2672\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2673\u001b[0;31m                 \u001b[0mgc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2674\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_referents\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_copy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2675\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_copy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "batchDF=df.dropna(subset=[\"MaxRSS\"])\n",
-    "userDF=df.dropna(subset=[\"User\"])\n",
-    "for jid in df.jid.unique():\n",
-    "    userDF['MaxRSS'][userDF['jid'] == jid]=batchDF['MaxRSS'][batchDF['jid'] == jid]\n",
-    "    \n",
-    "    print(userDF[userDF['jid'] == jid])\n",
-    "    \n",
-    "userDF.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python [conda env:wsmplayground]",
-   "language": "python",
-   "name": "conda-env-wsmplayground-py"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": true,
-   "sideBar": true,
-   "skip_h1_title": false,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": false
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/neurobiologyusage.txt b/neurobiologyusage.txt
deleted file mode 100644
index 719867c68c9825edb80e9b51a6386d95fb1a042f..0000000000000000000000000000000000000000
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