diff --git a/importSACCTinfo.ipynb b/importSACCTinfo.ipynb
index cd5d973f59a5bed4410d3ce8ff0590f3a0fb9cb2..8ec103c7f6171e61b46f888d2aca1f55e20495c5 100644
--- a/importSACCTinfo.ipynb
+++ b/importSACCTinfo.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-16T20:57:10.405006Z",
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-16T20:57:11.865980Z",
@@ -32,175 +32,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-16T20:57:11.932878Z",
      "start_time": "2020-03-16T20:57:11.905219Z"
     }
    },
-   "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>c0089</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": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-16T20:57:14.154962Z",
      "start_time": "2020-03-16T20:57:11.967976Z"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['medium', nan, 'medium', ..., 'medium', nan, nan], dtype=object)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df[['jid','step']] = df.JobID.str.split(\".\",expand=True) \n",
     "df.Partition.values"
@@ -214,29 +67,7 @@
      "start_time": "2020-03-16T20:56:57.392Z"
     }
    },
-   "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"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "batchDF=df.dropna(subset=[\"MaxRSS\"])\n",
     "userDF=df.dropna(subset=[\"User\"])\n",
diff --git a/slurm-2sql.ipynb b/slurm-2sql.ipynb
index 090075cce3c674be5da68f061df2c2e59d806fc5..662c12d33b2ba61682d802e353d846ea35ed4ec4 100644
--- a/slurm-2sql.ipynb
+++ b/slurm-2sql.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,20 +13,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "db = sqlite3.connect('test.db')\n",
     "slurm2sql.slurm2sql(db, ['-S', '2020-03-18', '-a'])"
@@ -34,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,233 +33,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>JobID</th>\n",
-       "      <th>ArrayJobID</th>\n",
-       "      <th>ArrayTaskID</th>\n",
-       "      <th>JobStep</th>\n",
-       "      <th>JobIDSlurm</th>\n",
-       "      <th>JobName</th>\n",
-       "      <th>User</th>\n",
-       "      <th>Group</th>\n",
-       "      <th>Account</th>\n",
-       "      <th>State</th>\n",
-       "      <th>...</th>\n",
-       "      <th>MaxDiskReadNode</th>\n",
-       "      <th>MaxDiskReadTask</th>\n",
-       "      <th>MaxDiskWrite</th>\n",
-       "      <th>MaxDiskWriteNode</th>\n",
-       "      <th>MaxDiskWriteTask</th>\n",
-       "      <th>ReqGPUS</th>\n",
-       "      <th>Comment</th>\n",
-       "      <th>GPUMem</th>\n",
-       "      <th>GPUEff</th>\n",
-       "      <th>NGPU</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>3319116</td>\n",
-       "      <td>3319116</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>3319116_[43-45,47%5]</td>\n",
-       "      <td>1mUD1MPa</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>PENDING</td>\n",
-       "      <td>...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3927198</td>\n",
-       "      <td>3887451</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>3887451_30</td>\n",
-       "      <td>100kCrC20MPa</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3927198</td>\n",
-       "      <td>3887451</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>batch</td>\n",
-       "      <td>3887451_30.batch</td>\n",
-       "      <td>batch</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>user</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>...</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.222336e+10</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3927198</td>\n",
-       "      <td>3887451</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>extern</td>\n",
-       "      <td>3887451_30.extern</td>\n",
-       "      <td>extern</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>user</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>...</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>c0088</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3927199</td>\n",
-       "      <td>3887451</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>3887451_31</td>\n",
-       "      <td>100kCrC20MPa</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>user</td>\n",
-       "      <td>COMPLETED</td>\n",
-       "      <td>...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 63 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     JobID  ArrayJobID  ArrayTaskID JobStep            JobIDSlurm  \\\n",
-       "0  3319116     3319116          NaN    None  3319116_[43-45,47%5]   \n",
-       "1  3927198     3887451         30.0    None            3887451_30   \n",
-       "2  3927198     3887451         30.0   batch      3887451_30.batch   \n",
-       "3  3927198     3887451         30.0  extern     3887451_30.extern   \n",
-       "4  3927199     3887451         31.0    None            3887451_31   \n",
-       "\n",
-       "        JobName      User     Group   Account      State  ...  \\\n",
-       "0      1mUD1MPa  user  user  user    PENDING  ...   \n",
-       "1  100kCrC20MPa  user  user  user  COMPLETED  ...   \n",
-       "2         batch                      user  COMPLETED  ...   \n",
-       "3        extern                      user  COMPLETED  ...   \n",
-       "4  100kCrC20MPa  user  user  user  COMPLETED  ...   \n",
-       "\n",
-       "   MaxDiskReadNode  MaxDiskReadTask  MaxDiskWrite  MaxDiskWriteNode  \\\n",
-       "0                                             NaN                     \n",
-       "1                                             NaN                     \n",
-       "2            c0088                0  1.222336e+10             c0088   \n",
-       "3            c0088                0  0.000000e+00             c0088   \n",
-       "4                                             NaN                     \n",
-       "\n",
-       "   MaxDiskWriteTask  ReqGPUS Comment GPUMem  GPUEff  NGPU  \n",
-       "0                        NaN    None   None    None  None  \n",
-       "1                        NaN    None   None    None  None  \n",
-       "2                 0      NaN    None   None    None  None  \n",
-       "3                 0      NaN    None   None    None  None  \n",
-       "4                        NaN    None   None    None  None  \n",
-       "\n",
-       "[5 rows x 63 columns]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df1.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "more plots to come\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"more plots to come\")"
    ]