diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 9e9249c..af9a4df 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -1,6 +1,17 @@
 Changes
 =======
 
+Version 0.9.1
+-------------
+
+**2018-08-07**
+
+* Fixed issues loading pyFR data (#180)
+* Fixed loading of YC events (#182)
+* Fixed loading of jacksheets with tabs instead of spaces (#185)
+* Breaking change: removed ``to_xyz`` methods (#187)
+
+
 Version 0.9.0
 -------------
 
diff --git a/cmlreaders/__init__.py b/cmlreaders/__init__.py
index dc40234..c8d492e 100644
--- a/cmlreaders/__init__.py
+++ b/cmlreaders/__init__.py
@@ -8,5 +8,5 @@
 from .readers import *  # noqa
 from .cmlreader import CMLReader  # noqa
 
-__version__ = "0.9.0"
+__version__ = "0.9.1"
 version_info = namedtuple("VersionInfo", "major,minor,patch")(*__version__.split('.'))
diff --git a/docs/getting_started.ipynb b/docs/getting_started.ipynb
index 96a005b..ed66d47 100644
--- a/docs/getting_started.ipynb
+++ b/docs/getting_started.ipynb
@@ -125,7 +125,7 @@
     {
      "data": {
       "text/plain": [
-       "['localization']"
+       "('localization',)"
       ]
      },
      "execution_count": 4,
@@ -145,7 +145,7 @@
     {
      "data": {
       "text/plain": [
-       "['pairs',\n",
+       "('pairs',\n",
        " 'contacts',\n",
        " 'voxel_coordinates',\n",
        " 'prior_stim_results',\n",
@@ -157,7 +157,7 @@
        " 'classifier_excluded_leads',\n",
        " 'electrode_categories',\n",
        " 'target_selection_file',\n",
-       " 'baseline_classifier']"
+       " 'baseline_classifier')"
       ]
      },
      "execution_count": 5,
@@ -177,7 +177,7 @@
     {
      "data": {
       "text/plain": [
-       "['session_summary',\n",
+       "('session_summary',\n",
        " 'classifier_summary',\n",
        " 'math_summary',\n",
        " 'used_classifier',\n",
@@ -192,7 +192,7 @@
        " 'all_events',\n",
        " 'task_events',\n",
        " 'math_events',\n",
-       " 'ps4_events']"
+       " 'ps4_events')"
       ]
      },
      "execution_count": 6,
@@ -518,7 +518,7 @@
        "       'R1394E', 'R1395M', 'R1396T', 'R1397D', 'R1398J', 'R1401J',\n",
        "       'R1402E', 'R1404E', 'R1405E', 'R1406M', 'R1409D', 'R1412M',\n",
        "       'R1414E', 'R1415T', 'R1416T', 'R1420T', 'R1421M', 'R1422T',\n",
-       "       'R1423E', 'R1425D', 'R1427T', 'R1431J'], dtype=object)"
+       "       'R1423E', 'R1425D', 'R1427T', 'R1431J', 'R1438M'], dtype=object)"
       ]
      },
      "execution_count": 10,
@@ -971,517 +971,6 @@
     "event_recarray[0]"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Loading from a Custom Location\n",
-    "\n",
-    "Since locations are automatically determined based on the data type, if loading from a custom location, be sure to specify the file_type parameter when loading the data. One common use case for this functionality is that you need to load some data from your scratch or home directory that is in a format supported by CMLReaders. Another use case is that you may discover that data is residing in a location that is not known by CMLReaders. Instead of waiting until the next release of the package, you can use a custom file path to load the data, submit an issue on Github, and continue with you analysis. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "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>eegoffset</th>\n",
-       "      <th>category</th>\n",
-       "      <th>category_num</th>\n",
-       "      <th>eegfile</th>\n",
-       "      <th>exp_version</th>\n",
-       "      <th>experiment</th>\n",
-       "      <th>intrusion</th>\n",
-       "      <th>is_stim</th>\n",
-       "      <th>item_name</th>\n",
-       "      <th>item_num</th>\n",
-       "      <th>...</th>\n",
-       "      <th>recog_rt</th>\n",
-       "      <th>recognized</th>\n",
-       "      <th>rectime</th>\n",
-       "      <th>rejected</th>\n",
-       "      <th>serialpos</th>\n",
-       "      <th>session</th>\n",
-       "      <th>stim_list</th>\n",
-       "      <th>stim_params</th>\n",
-       "      <th>subject</th>\n",
-       "      <th>type</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-1</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ARTIFACT_DETECTION_START</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>5831</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>23781</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>100</th>\n",
-       "      <td>315125</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>REC_END</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1000</th>\n",
-       "      <td>2515863</td>\n",
-       "      <td>Flowers</td>\n",
-       "      <td>9</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>LILY</td>\n",
-       "      <td>112</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>WORD</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 28 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      eegoffset category  category_num                          eegfile  \\\n",
-       "0            -1        X          -999                                    \n",
-       "1          5831        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "10        23781        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "100      315125        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "1000    2515863  Flowers             9  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "\n",
-       "     exp_version experiment  intrusion  is_stim item_name  item_num  \\\n",
-       "0                    catFR5       -999    False         X      -999   \n",
-       "1                    catFR5       -999    False                  -1   \n",
-       "10                   catFR5       -999    False                  -1   \n",
-       "100                  catFR5       -999    False         X      -999   \n",
-       "1000                 catFR5       -999    False      LILY       112   \n",
-       "\n",
-       "                  ...                recog_rt  recognized  rectime  rejected  \\\n",
-       "0                 ...                    -999        -999     -999      -999   \n",
-       "1                 ...                    -999        -999     -999      -999   \n",
-       "10                ...                    -999        -999     -999      -999   \n",
-       "100               ...                    -999        -999     -999      -999   \n",
-       "1000              ...                    -999        -999     -999      -999   \n",
-       "\n",
-       "     serialpos session  stim_list  \\\n",
-       "0         -999       1      False   \n",
-       "1         -999       1      False   \n",
-       "10        -999       1      False   \n",
-       "100       -999       1      False   \n",
-       "1000         4       1       True   \n",
-       "\n",
-       "                                            stim_params  subject  \\\n",
-       "0                                                    []   R1389J   \n",
-       "1     [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "10    [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "100                                                  []   R1389J   \n",
-       "1000                                                 []   R1389J   \n",
-       "\n",
-       "                               type  \n",
-       "0     STIM_ARTIFACT_DETECTION_START  \n",
-       "1                           STIM_ON  \n",
-       "10                          STIM_ON  \n",
-       "100                         REC_END  \n",
-       "1000                           WORD  \n",
-       "\n",
-       "[5 rows x 28 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Loading from a custom location\n",
-    "event_reader.to_json(\"task_events.json\")\n",
-    "event_df = reader.load('task_events', file_path='task_events.json')\n",
-    "event_df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Saving Data\n",
-    "\n",
-    "CMLReaders can also be used to save data in a different format from the original files. The three supported output formats are: CSV, JSON, and HDF5. However, not all file formats are supported by all of the readers. In particular, HDF5 output is only supported for a minimal number of data types."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
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-       "        vertical-align: top;\n",
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-       "    .dataframe thead th {\n",
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-       "</style>\n",
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-       "      <th></th>\n",
-       "      <th>eegoffset</th>\n",
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-       "      <th>category_num</th>\n",
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-       "      <th>item_name</th>\n",
-       "      <th>item_num</th>\n",
-       "      <th>...</th>\n",
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-       "      <th>stim_params</th>\n",
-       "      <th>subject</th>\n",
-       "      <th>type</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-1</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
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-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
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-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ARTIFACT_DETECTION_START</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>5831</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>7790</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>9786</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>11782</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 28 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   eegoffset category  category_num                          eegfile  \\\n",
-       "0         -1        X          -999                              NaN   \n",
-       "1       5831        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "2       7790        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "3       9786        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "4      11782        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "\n",
-       "   exp_version experiment  intrusion  is_stim item_name  item_num  \\\n",
-       "0          NaN     catFR5       -999    False         X      -999   \n",
-       "1          NaN     catFR5       -999    False       NaN        -1   \n",
-       "2          NaN     catFR5       -999    False       NaN        -1   \n",
-       "3          NaN     catFR5       -999    False       NaN        -1   \n",
-       "4          NaN     catFR5       -999    False       NaN        -1   \n",
-       "\n",
-       "               ...                recog_rt  recognized  rectime  rejected  \\\n",
-       "0              ...                    -999        -999     -999      -999   \n",
-       "1              ...                    -999        -999     -999      -999   \n",
-       "2              ...                    -999        -999     -999      -999   \n",
-       "3              ...                    -999        -999     -999      -999   \n",
-       "4              ...                    -999        -999     -999      -999   \n",
-       "\n",
-       "  serialpos session  stim_list  \\\n",
-       "0      -999       1      False   \n",
-       "1      -999       1      False   \n",
-       "2      -999       1      False   \n",
-       "3      -999       1      False   \n",
-       "4      -999       1      False   \n",
-       "\n",
-       "                                         stim_params  subject  \\\n",
-       "0                                                 []   R1389J   \n",
-       "1  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "2  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "3  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "4  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "\n",
-       "                            type  \n",
-       "0  STIM_ARTIFACT_DETECTION_START  \n",
-       "1                        STIM_ON  \n",
-       "2                        STIM_ON  \n",
-       "3                        STIM_ON  \n",
-       "4                        STIM_ON  \n",
-       "\n",
-       "[5 rows x 28 columns]"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# JSON to CSV\n",
-    "event_reader.to_csv(\"task_events.csv\")\n",
-    "event_df = pd.read_csv(\"task_events.csv\")\n",
-    "event_df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['contact_name', 'contact_type', 'x', 'y', 'z', 'atlas', 'orient_to'])"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# CSV to JSON\n",
-    "electrode_coord_reader = reader.get_reader('electrode_coordinates')\n",
-    "electrode_coord_reader.to_json('electrode_coordinates.json')\n",
-    "\n",
-    "with open(\"electrode_coordinates.json\") as f:\n",
-    "    electrode_coord_dict = json.load(f)\n",
-    "\n",
-    "electrode_coord_dict.keys()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1500,7 +989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -1509,7 +998,7 @@
        "array([0, 2, 3, 9])"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1523,7 +1012,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1532,7 +1021,7 @@
        "4527"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1552,7 +1041,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1561,7 +1050,7 @@
        "4527"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1582,7 +1071,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1591,7 +1080,7 @@
        "array(['R1111M', 'R1409D'], dtype=object)"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1619,7 +1108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1642,16 +1131,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(1, 100, 1623160)"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1677,7 +1174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1694,16 +1191,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(288, 100, 50)"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1729,16 +1234,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(1020, 100, 100)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1761,7 +1274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1770,7 +1283,7 @@
        "ptsa.data.timeseries.TimeSeries"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1782,7 +1295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1791,7 +1304,7 @@
        "mne.epochs.EpochsArray"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/html/_modules/cmlreaders/_accessors/events.html b/docs/html/_modules/cmlreaders/_accessors/events.html
index 8c69b2b..8490a0c 100644
--- a/docs/html/_modules/cmlreaders/_accessors/events.html
+++ b/docs/html/_modules/cmlreaders/_accessors/events.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders._accessors.events &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders._accessors.events &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -237,7 +237,7 @@ <h1>Source code for cmlreaders._accessors.events</h1><div class="highlight"><pre
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/cmlreaders/cmlreader.html b/docs/html/_modules/cmlreaders/cmlreader.html
index fe982c4..bc1d89c 100644
--- a/docs/html/_modules/cmlreaders/cmlreader.html
+++ b/docs/html/_modules/cmlreaders/cmlreader.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders.cmlreader &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders.cmlreader &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -347,7 +347,11 @@ <h1>Source code for cmlreaders.cmlreader</h1><div class="highlight"><pre>
         <span class="c1"># coerce to &quot;all_events&quot; unless we&#39;re looking at experiments that don&#39;t</span>
         <span class="c1"># include these.</span>
         <span class="k">if</span> <span class="n">data_type</span> <span class="o">==</span> <span class="s2">&quot;events&quot;</span><span class="p">:</span>
-            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;PS&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;TH&quot;</span><span class="p">):</span>
+            <span class="k">if</span> <span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;PS&quot;</span><span class="p">)</span> <span class="ow">or</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;TH&quot;</span><span class="p">)</span> <span class="ow">or</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;YC&quot;</span><span class="p">)</span>
+            <span class="p">):</span>
                 <span class="n">data_type</span> <span class="o">=</span> <span class="s2">&quot;task_events&quot;</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">data_type</span> <span class="o">=</span> <span class="s2">&quot;all_events&quot;</span>
@@ -503,7 +507,7 @@ <h1>Source code for cmlreaders.cmlreader</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/cmlreaders/convert.html b/docs/html/_modules/cmlreaders/convert.html
index f71eedb..0928494 100644
--- a/docs/html/_modules/cmlreaders/convert.html
+++ b/docs/html/_modules/cmlreaders/convert.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders.convert &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders.convert &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -289,7 +289,7 @@ <h1>Source code for cmlreaders.convert</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/cmlreaders/path_finder.html b/docs/html/_modules/cmlreaders/path_finder.html
index cf53370..f5ef4fc 100644
--- a/docs/html/_modules/cmlreaders/path_finder.html
+++ b/docs/html/_modules/cmlreaders/path_finder.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders.path_finder &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders.path_finder &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -414,7 +414,7 @@ <h1>Source code for cmlreaders.path_finder</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/cmlreaders/readers/eeg.html b/docs/html/_modules/cmlreaders/readers/eeg.html
index caea219..a6e5a95 100644
--- a/docs/html/_modules/cmlreaders/readers/eeg.html
+++ b/docs/html/_modules/cmlreaders/readers/eeg.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders.readers.eeg &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders.readers.eeg &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -770,7 +770,7 @@ <h1>Source code for cmlreaders.readers.eeg</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/cmlreaders/readers/readers.html b/docs/html/_modules/cmlreaders/readers/readers.html
index d6ca891..44e0010 100644
--- a/docs/html/_modules/cmlreaders/readers/readers.html
+++ b/docs/html/_modules/cmlreaders/readers/readers.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>cmlreaders.readers.readers &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>cmlreaders.readers.readers &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -154,7 +154,10 @@
             
   <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
 <span></span><span class="kn">import</span> <span class="nn">json</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+
 <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">pandas.errors</span> <span class="k">import</span> <span class="n">ParserWarning</span>
 <span class="kn">from</span> <span class="nn">pandas.io.json</span> <span class="k">import</span> <span class="n">json_normalize</span>
 <span class="kn">import</span> <span class="nn">scipy.io</span> <span class="k">as</span> <span class="nn">sio</span>
 
@@ -164,7 +167,6 @@ <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
 <span class="p">)</span>
 
 
-<span class="c1"># TODO: separate into a base class so that we can use this for ltp</span>
 <div class="viewcode-block" id="TextReader"><a class="viewcode-back" href="../../../api.html#cmlreaders.readers.readers.TextReader">[docs]</a><span class="k">class</span> <span class="nc">TextReader</span><span class="p">(</span><span class="n">BaseCMLReader</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot; Generic reader class for reading RAM text files &quot;&quot;&quot;</span>
     <span class="n">data_types</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;voxel_coordinates&#39;</span><span class="p">,</span> <span class="s1">&#39;jacksheet&#39;</span><span class="p">,</span> <span class="s1">&#39;classifier_excluded_leads&#39;</span><span class="p">,</span>
@@ -181,20 +183,24 @@ <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
         <span class="s1">&#39;area&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;lead_label&#39;</span><span class="p">,</span> <span class="s1">&#39;surface_area&#39;</span><span class="p">],</span>
     <span class="p">}</span>
 
-    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_type</span><span class="p">,</span> <span class="n">subject</span><span class="p">,</span> <span class="n">localization</span><span class="p">,</span> <span class="n">file_path</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-                 <span class="n">rootdir</span><span class="o">=</span><span class="s2">&quot;/&quot;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">TextReader</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">data_type</span><span class="p">,</span> <span class="n">subject</span><span class="o">=</span><span class="n">subject</span><span class="p">,</span>
-                                         <span class="n">localization</span><span class="o">=</span><span class="n">localization</span><span class="p">,</span>
-                                         <span class="n">file_path</span><span class="o">=</span><span class="n">file_path</span><span class="p">,</span>
-                                         <span class="n">rootdir</span><span class="o">=</span><span class="n">rootdir</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">subject</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+                 <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">TextReader</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">data_type</span><span class="p">,</span> <span class="n">subject</span><span class="o">=</span><span class="n">subject</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_headers</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">headers</span><span class="p">[</span><span class="n">data_type</span><span class="p">]</span>
 
 <div class="viewcode-block" id="TextReader.as_dataframe"><a class="viewcode-back" href="../../../api.html#cmlreaders.readers.readers.TextReader.as_dataframe">[docs]</a>    <span class="k">def</span> <span class="nf">as_dataframe</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_type</span> <span class="o">==</span> <span class="s2">&quot;jacksheet&quot;</span><span class="p">:</span>
-            <span class="n">sep</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span>
+            <span class="n">sep</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># autodetect if separated by space or tab</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">sep</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span>  <span class="c1"># read_csv&#39;s default value</span>
-        <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">file_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="n">sep</span><span class="p">,</span> <span class="n">names</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_headers</span><span class="p">)</span>
+
+        <span class="c1"># When sep is None, we get a warning that the Python parser is slower,</span>
+        <span class="c1"># but for jacksheet files, it automatically DTRT and the file is small</span>
+        <span class="c1"># enough for speed to not be an issue.</span>
+        <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span> <span class="n">category</span><span class="o">=</span><span class="n">ParserWarning</span><span class="p">)</span>
+            <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">file_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="n">sep</span><span class="p">,</span> <span class="n">names</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_headers</span><span class="p">)</span>
+
         <span class="k">return</span> <span class="n">df</span></div></div>
 
 
@@ -286,6 +292,10 @@ <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">session</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;session&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">session</span><span class="p">]</span>
 
+        <span class="c1"># ensure we have an experiment column</span>
+        <span class="k">if</span> <span class="s2">&quot;experiment&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">df</span><span class="p">:</span>
+            <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="s2">&quot;experiment&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">experiment</span>
+
         <span class="k">return</span> <span class="n">df</span>
 
 <div class="viewcode-block" id="EventReader.as_dataframe"><a class="viewcode-back" href="../../../api.html#cmlreaders.readers.readers.EventReader.as_dataframe">[docs]</a>    <span class="k">def</span> <span class="nf">as_dataframe</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -334,20 +344,7 @@ <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
         <span class="k">return</span> <span class="n">summary_obj</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">file_path</span><span class="p">)</span>
 
 <div class="viewcode-block" id="ClassifierContainerReader.as_dataframe"><a class="viewcode-back" href="../../../api.html#cmlreaders.readers.readers.ClassifierContainerReader.as_dataframe">[docs]</a>    <span class="k">def</span> <span class="nf">as_dataframe</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="n">UnsupportedRepresentation</span><span class="p">(</span><span class="s2">&quot;Unable to represent classifier as a dataframe&quot;</span><span class="p">)</span></div>
-
-<div class="viewcode-block" id="ClassifierContainerReader.to_binary"><a class="viewcode-back" href="../../../api.html#cmlreaders.readers.readers.ClassifierContainerReader.to_binary">[docs]</a>    <span class="k">def</span> <span class="nf">to_binary</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file_name</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;Saves classifier to a serialized format as determined by  the file</span>
-<span class="sd">        extension. By default, if the file already exists, it will note be</span>
-<span class="sd">        overwritten.</span>
-
-<span class="sd">        Notes</span>
-<span class="sd">        -----</span>
-<span class="sd">        See :meth:`classiflib.container.ClassifierContainer.save()` for more</span>
-<span class="sd">        details on supported output formats.</span>
-
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">as_pyobject</span><span class="p">()</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">file_name</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div></div>
+        <span class="k">raise</span> <span class="n">UnsupportedRepresentation</span><span class="p">(</span><span class="s2">&quot;Unable to represent classifier as a dataframe&quot;</span><span class="p">)</span></div></div>
 </pre></div>
 
            </div>
@@ -382,7 +379,7 @@ <h1>Source code for cmlreaders.readers.readers</h1><div class="highlight"><pre>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_modules/index.html b/docs/html/_modules/index.html
index bc04c9e..1916d7b 100644
--- a/docs/html/_modules/index.html
+++ b/docs/html/_modules/index.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Overview: module code &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Overview: module code &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -191,7 +191,7 @@ <h1>All modules for which code is available</h1>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/_sources/getting_started.ipynb.txt b/docs/html/_sources/getting_started.ipynb.txt
index 96a005b..ed66d47 100644
--- a/docs/html/_sources/getting_started.ipynb.txt
+++ b/docs/html/_sources/getting_started.ipynb.txt
@@ -125,7 +125,7 @@
     {
      "data": {
       "text/plain": [
-       "['localization']"
+       "('localization',)"
       ]
      },
      "execution_count": 4,
@@ -145,7 +145,7 @@
     {
      "data": {
       "text/plain": [
-       "['pairs',\n",
+       "('pairs',\n",
        " 'contacts',\n",
        " 'voxel_coordinates',\n",
        " 'prior_stim_results',\n",
@@ -157,7 +157,7 @@
        " 'classifier_excluded_leads',\n",
        " 'electrode_categories',\n",
        " 'target_selection_file',\n",
-       " 'baseline_classifier']"
+       " 'baseline_classifier')"
       ]
      },
      "execution_count": 5,
@@ -177,7 +177,7 @@
     {
      "data": {
       "text/plain": [
-       "['session_summary',\n",
+       "('session_summary',\n",
        " 'classifier_summary',\n",
        " 'math_summary',\n",
        " 'used_classifier',\n",
@@ -192,7 +192,7 @@
        " 'all_events',\n",
        " 'task_events',\n",
        " 'math_events',\n",
-       " 'ps4_events']"
+       " 'ps4_events')"
       ]
      },
      "execution_count": 6,
@@ -518,7 +518,7 @@
        "       'R1394E', 'R1395M', 'R1396T', 'R1397D', 'R1398J', 'R1401J',\n",
        "       'R1402E', 'R1404E', 'R1405E', 'R1406M', 'R1409D', 'R1412M',\n",
        "       'R1414E', 'R1415T', 'R1416T', 'R1420T', 'R1421M', 'R1422T',\n",
-       "       'R1423E', 'R1425D', 'R1427T', 'R1431J'], dtype=object)"
+       "       'R1423E', 'R1425D', 'R1427T', 'R1431J', 'R1438M'], dtype=object)"
       ]
      },
      "execution_count": 10,
@@ -971,517 +971,6 @@
     "event_recarray[0]"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Loading from a Custom Location\n",
-    "\n",
-    "Since locations are automatically determined based on the data type, if loading from a custom location, be sure to specify the file_type parameter when loading the data. One common use case for this functionality is that you need to load some data from your scratch or home directory that is in a format supported by CMLReaders. Another use case is that you may discover that data is residing in a location that is not known by CMLReaders. Instead of waiting until the next release of the package, you can use a custom file path to load the data, submit an issue on Github, and continue with you analysis. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "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>eegoffset</th>\n",
-       "      <th>category</th>\n",
-       "      <th>category_num</th>\n",
-       "      <th>eegfile</th>\n",
-       "      <th>exp_version</th>\n",
-       "      <th>experiment</th>\n",
-       "      <th>intrusion</th>\n",
-       "      <th>is_stim</th>\n",
-       "      <th>item_name</th>\n",
-       "      <th>item_num</th>\n",
-       "      <th>...</th>\n",
-       "      <th>recog_rt</th>\n",
-       "      <th>recognized</th>\n",
-       "      <th>rectime</th>\n",
-       "      <th>rejected</th>\n",
-       "      <th>serialpos</th>\n",
-       "      <th>session</th>\n",
-       "      <th>stim_list</th>\n",
-       "      <th>stim_params</th>\n",
-       "      <th>subject</th>\n",
-       "      <th>type</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-1</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ARTIFACT_DETECTION_START</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>5831</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>23781</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>100</th>\n",
-       "      <td>315125</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>REC_END</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1000</th>\n",
-       "      <td>2515863</td>\n",
-       "      <td>Flowers</td>\n",
-       "      <td>9</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td></td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>LILY</td>\n",
-       "      <td>112</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>WORD</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 28 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      eegoffset category  category_num                          eegfile  \\\n",
-       "0            -1        X          -999                                    \n",
-       "1          5831        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "10        23781        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "100      315125        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "1000    2515863  Flowers             9  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "\n",
-       "     exp_version experiment  intrusion  is_stim item_name  item_num  \\\n",
-       "0                    catFR5       -999    False         X      -999   \n",
-       "1                    catFR5       -999    False                  -1   \n",
-       "10                   catFR5       -999    False                  -1   \n",
-       "100                  catFR5       -999    False         X      -999   \n",
-       "1000                 catFR5       -999    False      LILY       112   \n",
-       "\n",
-       "                  ...                recog_rt  recognized  rectime  rejected  \\\n",
-       "0                 ...                    -999        -999     -999      -999   \n",
-       "1                 ...                    -999        -999     -999      -999   \n",
-       "10                ...                    -999        -999     -999      -999   \n",
-       "100               ...                    -999        -999     -999      -999   \n",
-       "1000              ...                    -999        -999     -999      -999   \n",
-       "\n",
-       "     serialpos session  stim_list  \\\n",
-       "0         -999       1      False   \n",
-       "1         -999       1      False   \n",
-       "10        -999       1      False   \n",
-       "100       -999       1      False   \n",
-       "1000         4       1       True   \n",
-       "\n",
-       "                                            stim_params  subject  \\\n",
-       "0                                                    []   R1389J   \n",
-       "1     [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "10    [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "100                                                  []   R1389J   \n",
-       "1000                                                 []   R1389J   \n",
-       "\n",
-       "                               type  \n",
-       "0     STIM_ARTIFACT_DETECTION_START  \n",
-       "1                           STIM_ON  \n",
-       "10                          STIM_ON  \n",
-       "100                         REC_END  \n",
-       "1000                           WORD  \n",
-       "\n",
-       "[5 rows x 28 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Loading from a custom location\n",
-    "event_reader.to_json(\"task_events.json\")\n",
-    "event_df = reader.load('task_events', file_path='task_events.json')\n",
-    "event_df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Saving Data\n",
-    "\n",
-    "CMLReaders can also be used to save data in a different format from the original files. The three supported output formats are: CSV, JSON, and HDF5. However, not all file formats are supported by all of the readers. In particular, HDF5 output is only supported for a minimal number of data types."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "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>eegoffset</th>\n",
-       "      <th>category</th>\n",
-       "      <th>category_num</th>\n",
-       "      <th>eegfile</th>\n",
-       "      <th>exp_version</th>\n",
-       "      <th>experiment</th>\n",
-       "      <th>intrusion</th>\n",
-       "      <th>is_stim</th>\n",
-       "      <th>item_name</th>\n",
-       "      <th>item_num</th>\n",
-       "      <th>...</th>\n",
-       "      <th>recog_rt</th>\n",
-       "      <th>recognized</th>\n",
-       "      <th>rectime</th>\n",
-       "      <th>rejected</th>\n",
-       "      <th>serialpos</th>\n",
-       "      <th>session</th>\n",
-       "      <th>stim_list</th>\n",
-       "      <th>stim_params</th>\n",
-       "      <th>subject</th>\n",
-       "      <th>type</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-1</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ARTIFACT_DETECTION_START</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>5831</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>7790</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>9786</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>11782</td>\n",
-       "      <td>X</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>catFR5</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>\n",
-       "      <td>R1389J</td>\n",
-       "      <td>STIM_ON</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 28 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   eegoffset category  category_num                          eegfile  \\\n",
-       "0         -1        X          -999                              NaN   \n",
-       "1       5831        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "2       7790        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "3       9786        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "4      11782        X          -999  R1389J_catFR5_1_28Feb18_1552.h5   \n",
-       "\n",
-       "   exp_version experiment  intrusion  is_stim item_name  item_num  \\\n",
-       "0          NaN     catFR5       -999    False         X      -999   \n",
-       "1          NaN     catFR5       -999    False       NaN        -1   \n",
-       "2          NaN     catFR5       -999    False       NaN        -1   \n",
-       "3          NaN     catFR5       -999    False       NaN        -1   \n",
-       "4          NaN     catFR5       -999    False       NaN        -1   \n",
-       "\n",
-       "               ...                recog_rt  recognized  rectime  rejected  \\\n",
-       "0              ...                    -999        -999     -999      -999   \n",
-       "1              ...                    -999        -999     -999      -999   \n",
-       "2              ...                    -999        -999     -999      -999   \n",
-       "3              ...                    -999        -999     -999      -999   \n",
-       "4              ...                    -999        -999     -999      -999   \n",
-       "\n",
-       "  serialpos session  stim_list  \\\n",
-       "0      -999       1      False   \n",
-       "1      -999       1      False   \n",
-       "2      -999       1      False   \n",
-       "3      -999       1      False   \n",
-       "4      -999       1      False   \n",
-       "\n",
-       "                                         stim_params  subject  \\\n",
-       "0                                                 []   R1389J   \n",
-       "1  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "2  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "3  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "4  [{'amplitude': 500.0, 'anode_label': 'STG6', '...   R1389J   \n",
-       "\n",
-       "                            type  \n",
-       "0  STIM_ARTIFACT_DETECTION_START  \n",
-       "1                        STIM_ON  \n",
-       "2                        STIM_ON  \n",
-       "3                        STIM_ON  \n",
-       "4                        STIM_ON  \n",
-       "\n",
-       "[5 rows x 28 columns]"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# JSON to CSV\n",
-    "event_reader.to_csv(\"task_events.csv\")\n",
-    "event_df = pd.read_csv(\"task_events.csv\")\n",
-    "event_df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['contact_name', 'contact_type', 'x', 'y', 'z', 'atlas', 'orient_to'])"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# CSV to JSON\n",
-    "electrode_coord_reader = reader.get_reader('electrode_coordinates')\n",
-    "electrode_coord_reader.to_json('electrode_coordinates.json')\n",
-    "\n",
-    "with open(\"electrode_coordinates.json\") as f:\n",
-    "    electrode_coord_dict = json.load(f)\n",
-    "\n",
-    "electrode_coord_dict.keys()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1500,7 +989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -1509,7 +998,7 @@
        "array([0, 2, 3, 9])"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1523,7 +1012,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1532,7 +1021,7 @@
        "4527"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1552,7 +1041,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1561,7 +1050,7 @@
        "4527"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1582,7 +1071,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1591,7 +1080,7 @@
        "array(['R1111M', 'R1409D'], dtype=object)"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1619,7 +1108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1642,16 +1131,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(1, 100, 1623160)"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1677,7 +1174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1694,16 +1191,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(288, 100, 50)"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1729,16 +1234,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/depalati/src/cmlreaders/cmlreaders/path_finder.py:225: MultiplePathsFoundWarning: Multiple files found. Returning the first file found\n",
+      "  'file found', MultiplePathsFoundWarning)\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "(1020, 100, 100)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1761,7 +1274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1770,7 +1283,7 @@
        "ptsa.data.timeseries.TimeSeries"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1782,7 +1295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1791,7 +1304,7 @@
        "mne.epochs.EpochsArray"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/html/_static/documentation_options.js b/docs/html/_static/documentation_options.js
index 99a216d..2c9e5b9 100644
--- a/docs/html/_static/documentation_options.js
+++ b/docs/html/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: '',
-    VERSION: '0.9.0',
+    VERSION: '0.9.1',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     FILE_SUFFIX: '.html',
diff --git a/docs/html/api.html b/docs/html/api.html
index 465e03b..56ac9f6 100644
--- a/docs/html/api.html
+++ b/docs/html/api.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>API &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>API &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -459,17 +459,6 @@ <h2>CML Reader<a class="headerlink" href="#cml-reader" title="Permalink to this
 <dd><p>Return data as dataframe</p>
 </dd></dl>
 
-<dl class="method">
-<dt id="cmlreaders.readers.readers.ClassifierContainerReader.to_binary">
-<code class="descname">to_binary</code><span class="sig-paren">(</span><em>file_name</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/cmlreaders/readers/readers.html#ClassifierContainerReader.to_binary"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#cmlreaders.readers.readers.ClassifierContainerReader.to_binary" title="Permalink to this definition">¶</a></dt>
-<dd><p>Saves classifier to a serialized format as determined by  the file
-extension. By default, if the file already exists, it will note be
-overwritten.</p>
-<p class="rubric">Notes</p>
-<p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">classiflib.container.ClassifierContainer.save()</span></code> for more
-details on supported output formats.</p>
-</dd></dl>
-
 </dd></dl>
 
 <dl class="class">
@@ -511,7 +500,7 @@ <h2>CML Reader<a class="headerlink" href="#cml-reader" title="Permalink to this
 
 <dl class="class">
 <dt id="cmlreaders.readers.readers.TextReader">
-<em class="property">class </em><code class="descclassname">cmlreaders.readers.readers.</code><code class="descname">TextReader</code><span class="sig-paren">(</span><em>data_type</em>, <em>subject</em>, <em>localization</em>, <em>file_path=None</em>, <em>rootdir='/'</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/cmlreaders/readers/readers.html#TextReader"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#cmlreaders.readers.readers.TextReader" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">cmlreaders.readers.readers.</code><code class="descname">TextReader</code><span class="sig-paren">(</span><em>data_type: str</em>, <em>subject: str</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/cmlreaders/readers/readers.html#TextReader"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#cmlreaders.readers.readers.TextReader" title="Permalink to this definition">¶</a></dt>
 <dd><p>Generic reader class for reading RAM text files</p>
 <dl class="method">
 <dt id="cmlreaders.readers.readers.TextReader.as_dataframe">
@@ -898,7 +887,7 @@ <h3>Path and File Constants<a class="headerlink" href="#path-and-file-constants"
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/classifier.html b/docs/html/classifier.html
index 6e056ab..74ba625 100644
--- a/docs/html/classifier.html
+++ b/docs/html/classifier.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Classification from scratch &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Classification from scratch &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -1060,7 +1060,7 @@ <h3>LOSO cross validation<a class="headerlink" href="#LOSO-cross-validation" tit
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/data_guide.html b/docs/html/data_guide.html
index 49f2aca..9d03043 100644
--- a/docs/html/data_guide.html
+++ b/docs/html/data_guide.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Data Guide &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Data Guide &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -524,7 +524,7 @@
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/dev.html b/docs/html/dev.html
index 6593a2e..3687077 100644
--- a/docs/html/dev.html
+++ b/docs/html/dev.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Developer’s Guide &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Developer’s Guide &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -285,7 +285,7 @@ <h2>Adding new readers<a class="headerlink" href="#adding-new-readers" title="Pe
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/genindex.html b/docs/html/genindex.html
index d70563d..ba672ef 100644
--- a/docs/html/genindex.html
+++ b/docs/html/genindex.html
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Index &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Index &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -406,10 +406,6 @@ <h2 id="T">T</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api.html#cmlreaders.readers.readers.TextReader">TextReader (class in cmlreaders.readers.readers)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="api.html#cmlreaders.readers.readers.ClassifierContainerReader.to_binary">to_binary() (cmlreaders.readers.readers.ClassifierContainerReader method)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -462,7 +458,7 @@ <h2 id="W">W</h2>
     <script type="text/javascript">
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'./',
-            VERSION:'0.9.0',
+            VERSION:'0.9.1',
             LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
diff --git a/docs/html/getting_started.html b/docs/html/getting_started.html
index e1d1b4f..c8d36d5 100644
--- a/docs/html/getting_started.html
+++ b/docs/html/getting_started.html
@@ -8,7 +8,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Getting Started with CML Readers &mdash; CML Data Readers 0.9.0 documentation</title>
+  <title>Getting Started with CML Readers &mdash; CML Data Readers 0.9.1 documentation</title>
   
 
   
@@ -99,10 +99,8 @@
 <li class="toctree-l3"><a class="reference internal" href="#Loading-Data">Loading Data</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#Using-the-Default-Representation">Using the Default Representation</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#Using-the-Underlying-Reader">Using the Underlying Reader</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#Loading-from-a-Custom-Location">Loading from a Custom Location</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="#Saving-Data">Saving Data</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#Examples">Examples</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#Loading-Multiple-Sessions">Loading Multiple Sessions</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#Loading-EEG">Loading EEG</a></li>
@@ -499,7 +497,7 @@ <h3>What can you request?<a class="headerlink" href="#What-can-you-request?" tit
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
-<span></span>[&#39;localization&#39;]
+<span></span>(&#39;localization&#39;,)
 </pre></div>
 </div>
 </div>
@@ -519,7 +517,7 @@ <h3>What can you request?<a class="headerlink" href="#What-can-you-request?" tit
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
-<span></span>[&#39;pairs&#39;,
+<span></span>(&#39;pairs&#39;,
  &#39;contacts&#39;,
  &#39;voxel_coordinates&#39;,
  &#39;prior_stim_results&#39;,
@@ -531,7 +529,7 @@ <h3>What can you request?<a class="headerlink" href="#What-can-you-request?" tit
  &#39;classifier_excluded_leads&#39;,
  &#39;electrode_categories&#39;,
  &#39;target_selection_file&#39;,
- &#39;baseline_classifier&#39;]
+ &#39;baseline_classifier&#39;)
 </pre></div>
 </div>
 </div>
@@ -551,7 +549,7 @@ <h3>What can you request?<a class="headerlink" href="#What-can-you-request?" tit
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
-<span></span>[&#39;session_summary&#39;,
+<span></span>(&#39;session_summary&#39;,
  &#39;classifier_summary&#39;,
  &#39;math_summary&#39;,
  &#39;used_classifier&#39;,
@@ -566,7 +564,7 @@ <h3>What can you request?<a class="headerlink" href="#What-can-you-request?" tit
  &#39;all_events&#39;,
  &#39;task_events&#39;,
  &#39;math_events&#39;,
- &#39;ps4_events&#39;]
+ &#39;ps4_events&#39;)
 </pre></div>
 </div>
 </div>
@@ -840,7 +838,7 @@ <h2>Identifying Available Sessions<a class="headerlink" href="#Identifying-Avail
        &#39;R1394E&#39;, &#39;R1395M&#39;, &#39;R1396T&#39;, &#39;R1397D&#39;, &#39;R1398J&#39;, &#39;R1401J&#39;,
        &#39;R1402E&#39;, &#39;R1404E&#39;, &#39;R1405E&#39;, &#39;R1406M&#39;, &#39;R1409D&#39;, &#39;R1412M&#39;,
        &#39;R1414E&#39;, &#39;R1415T&#39;, &#39;R1416T&#39;, &#39;R1420T&#39;, &#39;R1421M&#39;, &#39;R1422T&#39;,
-       &#39;R1423E&#39;, &#39;R1425D&#39;, &#39;R1427T&#39;, &#39;R1431J&#39;], dtype=object)
+       &#39;R1423E&#39;, &#39;R1425D&#39;, &#39;R1427T&#39;, &#39;R1431J&#39;, &#39;R1438M&#39;], dtype=object)
 </pre></div>
 </div>
 </div>
@@ -1237,425 +1235,6 @@ <h3>Using the Underlying Reader<a class="headerlink" href="#Using-the-Underlying
 </div>
 </div>
 </div>
-<div class="section" id="Loading-from-a-Custom-Location">
-<h3>Loading from a Custom Location<a class="headerlink" href="#Loading-from-a-Custom-Location" title="Permalink to this headline">¶</a></h3>
-<p>Since locations are automatically determined based on the data type, if
-loading from a custom location, be sure to specify the file_type
-parameter when loading the data. One common use case for this
-functionality is that you need to load some data from your scratch or
-home directory that is in a format supported by CMLReaders. Another use
-case is that you may discover that data is residing in a location that
-is not known by CMLReaders. Instead of waiting until the next release of
-the package, you can use a custom file path to load the data, submit an
-issue on Github, and continue with you analysis.</p>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [19]:
-</pre></div>
-</div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
-<span></span><span class="c1"># Loading from a custom location</span>
-<span class="n">event_reader</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="s2">&quot;task_events.json&quot;</span><span class="p">)</span>
-<span class="n">event_df</span> <span class="o">=</span> <span class="n">reader</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;task_events&#39;</span><span class="p">,</span> <span class="n">file_path</span><span class="o">=</span><span class="s1">&#39;task_events.json&#39;</span><span class="p">)</span>
-<span class="n">event_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
-</pre></div>
-</div>
-</div>
-<div class="nboutput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[19]:
-</pre></div>
-</div>
-<div class="output_area docutils container">
-<div>
-<style scoped>
-    .dataframe tbody tr th:only-of-type {
-        vertical-align: middle;
-    }
-
-    .dataframe tbody tr th {
-        vertical-align: top;
-    }
-
-    .dataframe thead th {
-        text-align: right;
-    }
-</style>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>eegoffset</th>
-      <th>category</th>
-      <th>category_num</th>
-      <th>eegfile</th>
-      <th>exp_version</th>
-      <th>experiment</th>
-      <th>intrusion</th>
-      <th>is_stim</th>
-      <th>item_name</th>
-      <th>item_num</th>
-      <th>...</th>
-      <th>recog_rt</th>
-      <th>recognized</th>
-      <th>rectime</th>
-      <th>rejected</th>
-      <th>serialpos</th>
-      <th>session</th>
-      <th>stim_list</th>
-      <th>stim_params</th>
-      <th>subject</th>
-      <th>type</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0</th>
-      <td>-1</td>
-      <td>X</td>
-      <td>-999</td>
-      <td></td>
-      <td></td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[]</td>
-      <td>R1389J</td>
-      <td>STIM_ARTIFACT_DETECTION_START</td>
-    </tr>
-    <tr>
-      <th>1</th>
-      <td>5831</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td></td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td></td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-    <tr>
-      <th>10</th>
-      <td>23781</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td></td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td></td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-    <tr>
-      <th>100</th>
-      <td>315125</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td></td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[]</td>
-      <td>R1389J</td>
-      <td>REC_END</td>
-    </tr>
-    <tr>
-      <th>1000</th>
-      <td>2515863</td>
-      <td>Flowers</td>
-      <td>9</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td></td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>LILY</td>
-      <td>112</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>4</td>
-      <td>1</td>
-      <td>True</td>
-      <td>[]</td>
-      <td>R1389J</td>
-      <td>WORD</td>
-    </tr>
-  </tbody>
-</table>
-<p>5 rows × 28 columns</p>
-</div></div>
-</div>
-</div>
-</div>
-<div class="section" id="Saving-Data">
-<h2>Saving Data<a class="headerlink" href="#Saving-Data" title="Permalink to this headline">¶</a></h2>
-<p>CMLReaders can also be used to save data in a different format from the
-original files. The three supported output formats are: CSV, JSON, and
-HDF5. However, not all file formats are supported by all of the readers.
-In particular, HDF5 output is only supported for a minimal number of
-data types.</p>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [20]:
-</pre></div>
-</div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
-<span></span><span class="c1"># JSON to CSV</span>
-<span class="n">event_reader</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;task_events.csv&quot;</span><span class="p">)</span>
-<span class="n">event_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;task_events.csv&quot;</span><span class="p">)</span>
-<span class="n">event_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
-</pre></div>
-</div>
-</div>
-<div class="nboutput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[20]:
-</pre></div>
-</div>
-<div class="output_area docutils container">
-<div>
-<style scoped>
-    .dataframe tbody tr th:only-of-type {
-        vertical-align: middle;
-    }
-
-    .dataframe tbody tr th {
-        vertical-align: top;
-    }
-
-    .dataframe thead th {
-        text-align: right;
-    }
-</style>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>eegoffset</th>
-      <th>category</th>
-      <th>category_num</th>
-      <th>eegfile</th>
-      <th>exp_version</th>
-      <th>experiment</th>
-      <th>intrusion</th>
-      <th>is_stim</th>
-      <th>item_name</th>
-      <th>item_num</th>
-      <th>...</th>
-      <th>recog_rt</th>
-      <th>recognized</th>
-      <th>rectime</th>
-      <th>rejected</th>
-      <th>serialpos</th>
-      <th>session</th>
-      <th>stim_list</th>
-      <th>stim_params</th>
-      <th>subject</th>
-      <th>type</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0</th>
-      <td>-1</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[]</td>
-      <td>R1389J</td>
-      <td>STIM_ARTIFACT_DETECTION_START</td>
-    </tr>
-    <tr>
-      <th>1</th>
-      <td>5831</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td>NaN</td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>NaN</td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-    <tr>
-      <th>2</th>
-      <td>7790</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td>NaN</td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>NaN</td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-    <tr>
-      <th>3</th>
-      <td>9786</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td>NaN</td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>NaN</td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-    <tr>
-      <th>4</th>
-      <td>11782</td>
-      <td>X</td>
-      <td>-999</td>
-      <td>R1389J_catFR5_1_28Feb18_1552.h5</td>
-      <td>NaN</td>
-      <td>catFR5</td>
-      <td>-999</td>
-      <td>False</td>
-      <td>NaN</td>
-      <td>-1</td>
-      <td>...</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>-999</td>
-      <td>1</td>
-      <td>False</td>
-      <td>[{'amplitude': 500.0, 'anode_label': 'STG6', '...</td>
-      <td>R1389J</td>
-      <td>STIM_ON</td>
-    </tr>
-  </tbody>
-</table>
-<p>5 rows × 28 columns</p>
-</div></div>
-</div>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [21]:
-</pre></div>
-</div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
-<span></span><span class="c1"># CSV to JSON</span>
-<span class="n">electrode_coord_reader</span> <span class="o">=</span> <span class="n">reader</span><span class="o">.</span><span class="n">get_reader</span><span class="p">(</span><span class="s1">&#39;electrode_coordinates&#39;</span><span class="p">)</span>
-<span class="n">electrode_coord_reader</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="s1">&#39;electrode_coordinates.json&#39;</span><span class="p">)</span>
-
-<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;electrode_coordinates.json&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
-    <span class="n">electrode_coord_dict</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
-
-<span class="n">electrode_coord_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
-</pre></div>
-</div>
-</div>
-<div class="nboutput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[21]:
-</pre></div>
-</div>
-<div class="output_area highlight-none notranslate"><div class="highlight"><pre>
-<span></span>dict_keys([&#39;contact_name&#39;, &#39;contact_type&#39;, &#39;x&#39;, &#39;y&#39;, &#39;z&#39;, &#39;atlas&#39;, &#39;orient_to&#39;])
-</pre></div>
-</div>
-</div>
 </div>
 <div class="section" id="Examples">
 <h2>Examples<a class="headerlink" href="#Examples" title="Permalink to this headline">¶</a></h2>
@@ -1666,7 +1245,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 straightforward to load multiple sessions-worth of events.</p>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [22]:
+<span></span>In [19]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -1679,7 +1258,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[22]:
+<span></span>Out[19]:
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
@@ -1689,7 +1268,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [23]:
+<span></span>In [20]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -1707,7 +1286,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[23]:
+<span></span>Out[20]:
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
@@ -1717,7 +1296,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [24]:
+<span></span>In [21]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -1730,7 +1309,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[24]:
+<span></span>Out[21]:
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
@@ -1742,7 +1321,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 from multiple subjects and/or experiments.</p>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [25]:
+<span></span>In [22]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -1755,7 +1334,7 @@ <h3>Loading Multiple Sessions<a class="headerlink" href="#Loading-Multiple-Sessi
 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>Out[25]:
+<span></span>Out[22]:
 </pre></div>
 </div>
 <div class="output_area highlight-none notranslate"><div class="highlight"><pre>
@@ -1772,7 +1351,7 @@ <h3>Loading EEG<a class="headerlink" href="#Loading-EEG" title="Permalink to thi
 always, start by instantiating a <code class="docutils literal notranslate"><span class="pre">CMLReader</span></code>:</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre>
-<span></span>In [26]:
+<span></span>In [23]:
 </pre></div>
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diff --git a/docs/html/shortcuts.html b/docs/html/shortcuts.html
index 3f07a6c..47d0d77 100644
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+++ b/docs/html/shortcuts.html
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-  <title>Shortcuts for common queries &mdash; CML Data Readers 0.9.0 documentation</title>
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