From c44bc3374330edda0df64c6c636256db8619fdb0 Mon Sep 17 00:00:00 2001
From: Argenis Leon <argenisleon@gmail.com>
Date: Fri, 6 Dec 2019 08:11:10 -0600
Subject: [PATCH] Fix profiler

---
 optimus/profiler/profiler.py         |    2 +-
 tests/creator/creator-profiler.ipynb | 3125 ++++++++++++++++++++++++-
 tests/creator/creator-profiler.py    |    6 +
 tests/creator/creator.ipynb          | 3156 ++++++++++++++++++++++----
 tests/creator/creator.py             |    8 +-
 tests/test_rows.py                   |  182 --
 6 files changed, 5875 insertions(+), 604 deletions(-)
 delete mode 100644 tests/test_rows.py

diff --git a/optimus/profiler/profiler.py b/optimus/profiler/profiler.py
index 7d63e872..37a390d2 100644
--- a/optimus/profiler/profiler.py
+++ b/optimus/profiler/profiler.py
@@ -396,7 +396,7 @@ def columns_stats(self, df, columns, buckets=10, infer=False, relative_error=REL
         logger.print("Processing Stats For columns...")
 
         # Get columns data types. This is necessary to make the pertinent histogram calculations.
-        count_by_data_type = df.cols.count_by_dtypes(columns, infer=infer, mismatch=mismatch)
+        count_by_data_type = df.cols.count_by_dtypes(columns, infer=infer)
 
         count_by_data_type_no_mismatch = copy.deepcopy(count_by_data_type)
 
diff --git a/tests/creator/creator-profiler.ipynb b/tests/creator/creator-profiler.ipynb
index 91b94560..492a4690 100644
--- a/tests/creator/creator-profiler.ipynb
+++ b/tests/creator/creator-profiler.ipynb
@@ -39,15 +39,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\socks.py:58: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
-      "  from collections import Callable\n",
-      "../..\\optimus\\helpers\\functions.py:172: DeprecationWarning: invalid escape sequence \\d\n",
-      "  pattern = '\\\"(\\d+\\.\\d+).*\\\"'\n",
       "\n",
       "    You are using PySparkling of version 2.4.10, but your PySpark is of\n",
-      "    version 2.3.1. Please make sure Spark and PySparkling versions are compatible. \n",
-      "`formatargspec` is deprecated since Python 3.5. Use `signature` and the `Signature` object directly\n",
-      "invalid escape sequence \\d\n"
+      "    version 2.3.1. Please make sure Spark and PySparkling versions are compatible. \n"
      ]
     }
    ],
@@ -72,7 +66,7 @@
       "INFO:optimus:HADOOP_HOME=C:\\opt\\hadoop-2.7.7\n",
       "INFO:optimus:PYSPARK_PYTHON=C:\\Users\\argenisleon\\Anaconda3\\python.exe\n",
       "INFO:optimus:PYSPARK_DRIVER_PYTHON=jupyter\n",
-      "INFO:optimus:PYSPARK_SUBMIT_ARGS=--jars \"file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --driver-class-path \"C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --conf \"spark.sql.catalogImplementation=hive\" pyspark-shell\n",
+      "INFO:optimus:PYSPARK_SUBMIT_ARGS=--jars \"file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-redis-2.4.1-SNAPSHOT-jar-with-dependencies.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --driver-class-path \"C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-redis-2.4.1-SNAPSHOT-jar-with-dependencies.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --conf \"spark.sql.catalogImplementation=hive\" pyspark-shell\n",
       "INFO:optimus:JAVA_HOME=C:\\java\n",
       "INFO:optimus:Pyarrow Installed\n",
       "INFO:optimus:-----\n",
@@ -86,7 +80,20 @@
       "                          \\____/ .___/\\__/_/_/ /_/ /_/\\__,_/____/  \n",
       "                              /_/                                  \n",
       "                              \n",
-      "INFO:optimus:Transform and Roll out...\n",
+      "INFO:optimus:Transform and Roll out...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "C:/Users/argenisleon/Documents/Optimus/optimus/../parse/infer.py\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
       "INFO:optimus:Optimus successfully imported. Have fun :).\n",
       "INFO:optimus:Config.ini not found\n"
      ]
@@ -6092,6 +6099,3106 @@
     "json.dumps(\"{'name'=a'a}\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from optimus.profiler.profiler import Profiler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:Processing Stats For columns...\n",
+      "INFO:optimus:Batch Stats 0. Processing columns['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'Date Type', 'timestamp', 'Cybertronian', 'function(binary)', 'NullType']\n",
+      "INFO:optimus:'kurtosis' function in 'age' column is returning 'nan'. Is that what you expected?. Seems that 'age' has 'nan' values\n",
+      "INFO:optimus:'skewness' function in 'age' column is returning 'nan'. Is that what you expected?. Seems that 'age' has 'nan' values\n",
+      "INFO:optimus:Batch Histogram 0. Processing columns['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'Date Type', 'timestamp', 'Cybertronian', 'function(binary)', 'NullType']\n",
+      "INFO:optimus:'kurtosis' function in 'age' column is returning 'nan'. Is that what you expected?. Seems that 'age' has 'nan' values\n",
+      "INFO:optimus:'skewness' function in 'age' column is returning 'nan'. Is that what you expected?. Seems that 'age' has 'nan' values\n",
+      "INFO:optimus:Processing Frequency ...\n",
+      "INFO:optimus:`names`,`function`,`japanese name`,`last position seen`,`date arrival`,`last date seen`,`attributes`,`Date Type`,`timestamp`,`Cybertronian`,`function(binary)`,`NullType` column(s) was not processed because is/are not byte,short,big,int,double,float\n",
+      "INFO:optimus:`names`,`function`,`last position seen`,`date arrival`,`last date seen`,`timestamp`,`Cybertronian`,`NullType` column(s) was not processed because is/are not array,vector,byte,date,binary\n",
+      "INFO:optimus:Using 'column_exp' to process column 'japanese name' with function _cast_to\n",
+      "INFO:optimus:Using 'column_exp' to process column 'attributes' with function _cast_to\n",
+      "INFO:optimus:Using 'column_exp' to process column 'Date Type' with function _cast_to\n",
+      "INFO:optimus:Using 'column_exp' to process column 'function(binary)' with function _cast_to\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div class=\"title_profiler\" style=\"padding: 20px; background-color: #eeeeee;\">\n",
+       "    <h1>Overview</h1>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "        <h2>Dataset info</h2>\n",
+       "        <table>\n",
+       "            <tbody>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Number of columns</td>\n",
+       "                <td style=\"padding: 0.2em;\">16</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Number of rows</td>\n",
+       "                <td style=\"padding: 0.2em;\">7</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Total Missing (%)</td>\n",
+       "                <td style=\"padding: 0.2em;\">26</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Total size in memory</td>\n",
+       "                <td style=\"padding: 0.2em;\">45.3 MB</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            </tbody>\n",
+       "        </table>\n",
+       "    </div>\n",
+       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "        <h2>Column types</h2>\n",
+       "        <table>\n",
+       "            <tbody>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Categorical</td>\n",
+       "                <td style=\"padding: 0.2em;\">0</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Numeric</td>\n",
+       "                <td style=\"padding: 0.2em;\">0</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Date</td>\n",
+       "                <td style=\"padding: 0.2em;\">2</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Array</td>\n",
+       "                <td style=\"padding: 0.2em;\">2</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"padding: 0.2em;\">Not available</td>\n",
+       "                <td style=\"padding: 0.2em;\">1</td>\n",
+       "\n",
+       "            </tr>\n",
+       "            </tbody>\n",
+       "        </table>\n",
+       "    </div>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>names</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Optimus</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Jazz</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Megatron</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Metroplex_)^$</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>height(ft)</h2>\n",
+       "                <span>numeric</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">2</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        2\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Basic Stats\n",
+       "                </h3>\n",
+       "\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">65.6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">-28</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">300</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "\n",
+       "            <h3>Quantile statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">-28</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">-28</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">13</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
+       "                    <td style=\"padding: 0.2em;\">17</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">26</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">300</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">300</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <h3>Descriptive statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
+       "                    <td style=\"padding: 0.2em;\">132.66612</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0.13863</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">65.6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.4049</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">328</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
+       "                    <td style=\"padding: 0.2em;\">17600.3</td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "            </td>\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>function</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Leader</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Espionage</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Security</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">First Lieutenant</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Battle Station</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>rank</h2>\n",
+       "                <span>numeric</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 3</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Basic Stats\n",
+       "                </h3>\n",
+       "\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">8.33333</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">10</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "\n",
+       "            <h3>Quantile statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
+       "                    <td style=\"padding: 0.2em;\">8</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">10</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">10</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">10</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <h3>Descriptive statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.36626</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
+       "                    <td style=\"padding: 0.2em;\">-1.5</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">8.33333</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0.3818</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">50</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.86667</td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img src=\"data:image/jpeg;base64,iVBORw0KGgoAAAANSUhEUgAAA2AAAAFoCAYAAAAxXpjgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X+U1XWdx/HX6BTqDjM47KDQoKjjSRzEWRwFz5prbGSaznqURI8pHljJkq3N066dOmm5e7LtbCcty3Pm6Ir2A84RdxsypVaKOmsSjT9qs9rQHIWJCkgo/DnAd//Y0xynwbLN+7mAj8c5nMO938+99w2fM16ffL9zp6GqqioAAADU3H71HgAAAODVQoABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAA+H/r7OzM6tWr6z3GXq2hoSGPPvpovccAoBABBsBuTZkyJffee++I+5YsWZJTTjll+PYjjzyS00477fc+z8DAQBoaGrJjx45ajFlzS5YsyaWXXlqX125oaKjL6wJQOwIMgL1aPcNub41KAOpHgAHw//bis2Rr165Nd3d3mpubc8ghh+TKK69Mkpx66qlJknHjxqWpqSn3339/du3alX/+53/O4YcfngkTJuSSSy7Jtm3bhp/39ttvz+GHH57x48fnn/7pn0a8zoc//OHMnTs3b3/729Pc3JwlS5Zk7dq1OfnkkzNu3LhMnDgxixcvzgsvvDD8fA0NDfnsZz+bo48+OmPHjs2HPvShPPbYYzn55JPT3Nyc888/f8T6l/Lbs3m33HJLDjvssMyePTtJ8ra3vS2HHnpoWlpacuqpp+aRRx4Zfsyll16aK664Im9961szduzYzJw5M4899thun/+//uu/Mnny5HzjG9/4Y7YBgL2IAAPgFfGe97wn73nPe/LrX/86jz32WM4///wkybe+9a0kydatW7N9+/acfPLJWbJkSZYsWZJvfOMb+elPf5rt27dn8eLFSZIf/vCHede73pUvfOEL2bhxY7Zt25bBwcERr9XX15e5c+dm69atueiii7L//vvnk5/8ZDZv3pz7778/q1atymc/+9kRj1m5cmUeeOCBrFmzJh//+MezaNGifOELX8j69evzgx/8IEuXLt3tn+vSSy/NkiVLRtz3zW9+Mz/60Y/y1a9+NUlyxhlnZN26dfnlL3+ZGTNm5KKLLhqxfunSpbnmmmvy1FNPpaOjIx/84AdHvc5Xv/rVXHjhhbnzzjvzxje+MUlSVdXL+asHYC8iwAB4Seecc07GjRs3/Otd73rXS659zWtek0cffTSbN29OU1NTZs2a9ZJrv/CFL+TKK6/MkUcemaamplx33XVZtmxZduzYkeXLl+fss8/OKaeckte+9rW59tprR30v1Mknn5xzzjkn++23Xw488MCccMIJmTVrVhobGzNlypS84x3vyDe/+c0Rj7nqqqvS3Nyczs7OTJs2LW9+85tz5JFHpqWlJWeccUYeeuihl/338uEPfzh/9md/lgMPPDBJsmDBgowdOzZjxozJhz/84Xzve98bcUbv3HPPzUknnZTGxsZcdNFFefjhh0c83x133JFFixbl7rvvzkknnfSy5wBg7yPAAHhJX/rSl7J169bhX797VunFbrnllvzkJz/JMccckxNPPDF33XXXS6792c9+lsMPP3z49uGHH54dO3bkF7/4RX72s59l8uTJw8cOOuigjB8/fsTjX3w8SX7yk5/krLPOyqGHHprm5uZ84AMfyObNm0esOeSQQ4Z/f+CBB466vX379pec93e9+PV37tyZ97///TnqqKPS3NycKVOmJMmI1z/00ENH/Hl+97Wuv/76nH/++TnuuONe9gwA7J0EGACviKOPPjpLly7NL3/5y1x11VWZO3dunn766d1+kt+kSZPyxBNPDN9+8skn09jYmEMOOSQTJ07Mhg0bho89++yz2bJly4jH/+5zvvOd78wxxxyTdevW5de//nU++tGP1vTyvRe//he/+MX09fXl3nvvzbZt2zIwMJDkj7t88I477siXvvSlXH/99a/0qADsYQQYAK+Iz3/+89m0aVP222+/jBs3Lkmy//77p62tLfvtt19++tOfDq+98MIL88lPfjKPP/54tm/fng984AOZN29eGhsbM3fu3Hz5y1/Ot7/97bzwwgu55ppr/mDM/OY3v0lzc3Oampry4x//ODfddFNN/6y/+9pjxozJ+PHj88wzz+QDH/jAH/0ckyZNyqpVq/KpT33q955lBGDvJ8AAeEWsXLkynZ2daWpqynve854sW7YsBxxwQA466KB88IMfzF/+5V9m3LhxWbNmTRYsWJCLL744p556ao444ogccMAB+fSnP53k/36486c//elccMEFmThxYsaOHZsJEyZkzJgxL/na//qv/5ovfvGLGTt2bC677LLMmzev1B87l1xySQ4//PC87nWvy7HHHvt7v/ft9znssMOyatWq/Mu//EtuvvnmV3hKAPYUDZWPWAJgD7Z9+/aMGzcu69atyxFHHFHvcQDgT+IMGAB7nC9/+ct55pln8vTTT+d973tfjjvuuOEPtwCAvZkAA2CP09fXl0mTJmXSpElZt25dli1bttsP8wCAvY1LEAEAAApxBgwAAKAQAQYAAFBIY70H4I/z53/+574RHQCAmhsYGMjmzZvrPcY+R4DtZaZMmZL+/v56jwEAwD6uu7u73iPsk1yCCAAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQKsxnbu3Jm/+Iu/yFlnnTXq2PPPP5958+alo6MjM2fOzMDAQPkBAQCAYgRYjd1www2ZOnXqbo/dcsstOfjgg/Poo4/mve99b6666qrC0wEAACUJsBrasGFDvvKVr+Rv//Zvd3u8r68v8+fPT5LMnTs3q1atSlVVJUcEAAAKEmA19Pd///f5+Mc/nv322/1f8+DgYCZPnpwkaWxsTEtLS7Zs2VJyRAAAoKDGeg+wr7rrrrsyYcKEnHDCCVm9evVu1+zubFdDQ8Oo+3p7e9Pb25sk2bRp0ys658s15f1fqcvrAiTJwMfeWu8RAOAV4QxYjdx3331ZsWJFpkyZkgsuuCBf//rX8/a3v33Emvb29qxfvz5JsmPHjmzbti2tra2jnmvRokXp7+9Pf39/2traiswPAAC88gRYjVx33XXZsGFDBgYGsmzZssyePTuf//znR6zp6enJbbfdliRZvnx5Zs+evdszYAAAwL7BJYiFXX311enu7k5PT08WLlyYiy++OB0dHWltbc2yZcvqPR4AAFBDAqyA0047LaeddlqS5Nprrx2+/4ADDsgdd9xRp6kAAIDSXIIIAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQKsRp577rmcdNJJOf7449PZ2Zlrrrlm1JolS5akra0tXV1d6erqys0331yHSQEAgFIa6z3AvmrMmDH5+te/nqampgwNDeWUU07JGWeckVmzZo1YN2/evNx44411mhIAACjJGbAaaWhoSFNTU5JkaGgoQ0NDaWhoqPNUAABAPQmwGtq5c2e6uroyYcKEzJkzJzNnzhy15s4778z06dMzd+7crF+/vg5TAgAApQiwGtp///3z8MMPZ8OGDVm7dm1+8IMfjDh+9tlnZ2BgIN///vfzpje9KfPnz6/TpAAAQAkCrIBx48bltNNOy8qVK0fcP378+IwZMyZJctlll+WBBx7Y7eN7e3vT3d2d7u7ubNq0qebzAgAAtSHAamTTpk3ZunVrkuTZZ5/Nvffem2OOOWbEmo0bNw7/fsWKFZk6depun2vRokXp7+9Pf39/2traajc0AABQUz4FsUY2btyY+fPnZ+fOndm1a1fOP//8nHXWWbn66qvT3d2dnp6efOpTn8qKFSvS2NiY1tbWLFmypN5jAwAANdRQVVVV7yF4+bq7u9Pf31/8dae8/yvFXxPgtwY+9tZ6jwDwqlOv/+/c17kEEQAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECrEaee+65nHTSSTn++OPT2dmZa665ZtSa559/PvPmzUtHR0dmzpyZgYGB8oMCAADFCLAaGTNmTL7+9a/ne9/7Xh5++OGsXLkya9asGbHmlltuycEHH5xHH300733ve3PVVVfVaVoAAKAEAVYjDQ0NaWpqSpIMDQ1laGgoDQ0NI9b09fVl/vz5SZK5c+dm1apVqaqq+KwAAEAZAqyGdu7cma6urkyYMCFz5szJzJkzRxwfHBzM5MmTkySNjY1paWnJli1b6jEqAABQgACrof333z8PP/xwNmzYkLVr1+YHP/jBiOO7O9v1u2fJkqS3tzfd3d3p7u7Opk2bajYvAABQWwKsgHHjxuW0007LypUrR9zf3t6e9evXJ0l27NiRbdu2pbW1ddTjFy1alP7+/vT396etra3IzAAAwCtPgNXIpk2bsnXr1iTJs88+m3vvvTfHHHPMiDU9PT257bbbkiTLly/P7Nmzd3sGDAAA2Dc01nuAfdXGjRszf/787Ny5M7t27cr555+fs846K1dffXW6u7vT09OThQsX5uKLL05HR0daW1uzbNmyeo8NAADUkACrkenTp+ehhx4adf+11147/PsDDjggd9xxR8mxAACAOnIJIgAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIsBpZv3593vjGN2bq1Knp7OzMDTfcMGrN6tWr09LSkq6urnR1deXaa6+tw6QAAEApjfUeYF/V2NiYT3ziE5kxY0Z+85vf5IQTTsicOXNy7LHHjlj3hje8IXfddVedpgQAAEpyBqxGJk6cmBkzZiRJxo4dm6lTp2ZwcLDOUwEAAPUkwAoYGBjIQw89lJkzZ446dv/99+f444/PGWeckUceeaQO0wEAAKW4BLHGtm/fnvPOOy/XX399mpubRxybMWNGnnjiiTQ1NeXuu+/OOeeck3Xr1o16jt7e3vT29iZJNm3aVGRuAADglecMWA0NDQ3lvPPOy0UXXZRzzz131PHm5uY0NTUlSc4888wMDQ1l8+bNo9YtWrQo/f396e/vT1tbW83nBgAAakOA1UhVVVm4cGGmTp2aK6+8crdrfv7zn6eqqiTJ2rVrs2vXrowfP77kmAAAQEEuQayR++67L5/73Ody3HHHpaurK0ny0Y9+NE8++WSS5PLLL8/y5ctz0003pbGxMQceeGCWLVuWhoaGeo4NAADUkACrkVNOOWX47NZLWbx4cRYvXlxoIgAAoN5cgggAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAVYj69evzxvf+MZMnTo1nZ2dueGGG0atqaoq7373u9PR0ZHp06fnwQcfrMOkAABAKY31HmBf1djYmE984hOZMWNGfvOb3+SEE07InDlzcuyxxw6vueeee7Ju3bqsW7cu3/nOd/LOd74z3/nOd+o4NQAAUEvOgNXIxIkTM2PGjCTJ2LFjM3Xq1AwODo5Y09fXl0suuSQNDQ2ZNWtWtm7dmo0bN9ZjXAAAoAABVsDAwEAeeuihzJw5c8T9g4ODmTx58vDt9vb2UZEGAADsO1yCWGPbt2/Peeedl+uvvz7Nzc0jjlVVNWp9Q0PDqPt6e3vT29ubJNm0aVNtBgUAAGrOGbAaGhoaynnnnZeLLroo55577qjj7e3tWb9+/fDtDRs2ZNKkSaPWLVq0KP39/env709bW1tNZwYAAGpHgNVIVVVZuHBhpk6dmiuvvHK3a3p6enL77benqqqsWbMmLS0tmThxYuFJAQCAUlyCWCP33XdfPve5z+W4445LV1dXkuSjH/1onnzyySTJ5ZdfnjPPPDN33313Ojo6ctBBB+XWW2+t58gAAECNCbAaOeWUU3b7PV4v1tDQkM985jOFJgIAAOrNJYgAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsBqZMGCBZkwYUKmTZu22+OrV69OS0tLurq60tXVlWuvvbbwhAAAQGmN9R5gX3XppZdm8eLFueSSS15yzRve8IbcddddBacCAADqyRmwGjn11FPT2tpa7zEAAIA9iACro/vvvz/HH398zjjjjDzyyCP1HgcAAKgxlyDWyYwZM/LEE0+kqakpd999d84555ysW7dut2t7e3vT29ubJNm0aVPJMQEAgFeQM2B10tzcnKampiTJmWeemaGhoWzevHm3axctWpT+/v709/enra2t5JgAAMArSIDVyc9//vNUVZUkWbt2bXbt2pXx48fXeSoAAKCWXIJYIxdeeGFWr16dzZs3p729PR/5yEcyNDSUJLn88suzfPny3HTTTWlsbMyBBx6YZcuWpaGhoc5TAwAAtSTAamTp0qW/9/jixYuzePHiQtMAAAB7ApcgAgAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAq5EFCxZkwoQJmTZt2m6PV1WVd7/73eno6Mj06dPz4IMPFp4QAAAoTYDVyKWXXpqVK1e+5PF77rkn69aty7p169Lb25t3vvOdBacDAADqQYDVyKmnnprW1taXPN7X15dLLrkkDQ0NmTVrVrZu3ZqNGzcWnBAAAChNgNXJ4OBgJk+ePHy7vb09g4ODdZwIAACotcZ6D/BqVVXVqPsaGhp2u7a3tze9vb1Jkk2bNtV0LgAAoHacAauT9vb2rF+/fvj2hg0bMmnSpN2uXbRoUfr7+9Pf35+2trZSIwIAAK8wAVYnPT09uf3221NVVdasWZOWlpZMnDix3mMBAAA15BLEGrnwwguzevXqbN68Oe3t7fnIRz6SoaGhJMnll1+eM888M3fffXc6Ojpy0EEH5dZbb63zxAAAQK0JsBpZunTp7z3e0NCQz3zmM4WmAQAA9gQuQQQAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAKuhlStX5vWvf306OjrysY99bNTxJUuWpK2tLV1dXenq6srNN99chykBAIBSGus9wL5q586dueKKK/Kf//mfaW9vz4knnpienp4ce+yxI9bNmzcvN954Y52mBAAASnIGrEbWrl2bjo6OHHnkkXnta1+bCy64IH19ffUeCwAAqCMBViODg4OZPHny8O329vYMDg6OWnfnnXdm+vTpmTt3btavX19yRAAAoDABViNVVY26r6GhYcTts88+OwMDA/n+97+fN73pTZk/f/5un6u3tzfd3d3p7u7Opk2bajIvAABQewKsRtrb20ec0dqwYUMmTZo0Ys348eMzZsyYJMlll12WBx54YLfPtWjRovT396e/vz9tbW21GxoAAKgpAVYjJ554YtatW5fHH388L7zwQpYtW5aenp4RazZu3Dj8+xUrVmTq1KmlxwQAAAryKYg10tjYmBtvvDGnn356du7cmQULFqSzszNXX311uru709PTk0996lNZsWJFGhsb09ramiVLltR7bAAAoIYaqt19sxJ7rO7u7vT39xd/3Snv/0rx1wT4rYGPvbXeIwC86tTr/zv3dS5BBAAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABVkMrV67M61//+nR0dORjH/vYqOPPP/985s2bl46OjsycOTMDAwPlhwQAAIoRYDWyc+fOXHHFFbnnnnvywx/+MEuXLs0Pf/jDEWtuueWWHHzwwXn00Ufz3ve+N1dddVWdpgUAAEoQYDWydu3adHR05Mgjj8xrX/vaXHDBBenr6xuxpq+vL/Pnz0+SzJ07N6tWrUpVVfUYFwAAKECA1cjg4GAmT548fLu9vT2Dg4MvuaaxsTEtLS3ZsmVL0TkBAIByGus9wL5qd2eyGhoa/ug1SdLb25ve3t4kyY9//ON0d3f/0fNs2rQpbW1tf/TjfuvP/9+P5I/1p+4V5dircrq7r/mTHm+v9h72au9gn/Yef8pe+XyC2hBgNdLe3p7169cP396wYUMmTZq02zXt7e3ZsWNHtm3bltbW1lHPtWjRoixatOhPmqe7uzv9/f1/0nNQhr3ae9irvYe92nvYq72Dfdp72Ks9j0sQa+TEE0/MunXr8vjjj+eFF17IsmXL0tPTM2JNT09PbrvttiTJ8uXLM3v27N2eAQMAAPYNzoDVSGNjY2688cacfvrp2blzZxYsWJDOzs5cffXV6e7uTk9PTxYuXJiLL744HR0daW1tzbJly+o9NgAAUEMCrIbOPPPMnHnmmSPuu/baa4d/f8ABB+SOO+4oMsufegkj5dirvYe92nvYq72Hvdo72Ke9h73a8zRUPvccAACgCN8DBgAAUIgA24f8z//8T7q6uoZ/NTc35/rrrx+xpqqqvPvd705HR0emT5+eBx98sE7Tvrq9nL1avXp1Wlpahte8+PJVyvrkJz+Zzs7OTJs2LRdeeGGee+65Eceff/75zJs3Lx0dHZk5c6aP7a2TP7RPS5YsSVtb2/DX1M0331ynSbnhhhsybdq0dHZ2jvpvX+K9ak/yh/bKe1X9LFiwIBMmTMi0adOG7/vVr36VOXPm5Oijj86cOXPy1FNP7faxt912W44++ugcffTRwx8IR0EV+6QdO3ZUhxxySDUwMDDi/q985SvVW97ylmrXrl3V/fffX5100kl1mpDfeqm9+sY3vlG99a1vrdNU/NaGDRuqKVOmVM8880xVVVX1tre9rbr11ltHrPnMZz5TveMd76iqqqqWLl1anX/++aXHfNV7Oft06623VldccUUdpuPF/vu//7vq7Oysnn766WpoaKj667/+6+onP/nJiDXeq/YML2evvFfVzze/+c3qgQceqDo7O4fv+4d/+Ifquuuuq6qqqq677rrqH//xH0c9bsuWLdURRxxRbdmypfrVr35VHXHEEdWvfvWrYnNTVc6A7aNWrVqVo446KocffviI+/v6+nLJJZekoaEhs2bNytatW7Nx48Y6TUny0nvFnmPHjh159tlns2PHjjzzzDOjfqZfX19f5s+fnySZO3duVq1atdsftE5t/aF9Ys/wox/9KLNmzcpBBx2UxsbG/NVf/VX+4z/+Y8Qa71V7hpezV9TPqaeeOurnx774/Wj+/Pn50pe+NOpxX/3qVzNnzpy0trbm4IMPzpw5c7Jy5coiM/N/BNg+atmyZbnwwgtH3T84OJjJkycP325vb8/g4GDJ0fgdL7VXSXL//ffn+OOPzxlnnJFHHnmk8GQkyete97q8733vy2GHHZaJEyempaUlb37zm0esefHXVWNjY1paWrJly5Z6jPuq9XL2KUnuvPPOTJ8+PXPnzs369evrMCnTpk3Lt771rWzZsiXPPPNM7r777lF74b1qz/By9irxXrUn+cUvfpGJEycmSSZOnJhf/vKXo9b4+qo/AbYPeuGFF7JixYq87W1vG3Vsd/8q74c/18/v26sZM2bkiSeeyPe+97383d/9Xc4555w6TMhTTz2Vvr6+PP744/nZz36Wp59+Op///OdHrPF1VX8vZ5/OPvvsDAwM5Pvf/37e9KY3Df8rMWVNnTo1V111VebMmZO3vOUtOf7449PYOPKn4via2jO8nL3yXrX38fVVfwJsH3TPPfdkxowZOeSQQ0Yda29vH/GvVxs2bHCZTh39vr1qbm5OU1NTkv/7mXJDQ0PZvHlz6RFf9e69994cccQRaWtry2te85qce+65+fa3vz1izYu/rnbs2JFt27aNuiyE2no5+zR+/PiMGTMmSXLZZZflgQceqMeoJFm4cGEefPDBfOtb30pra2uOPvroEce9V+05/tBeea/asxxyyCHDl+tu3LgxEyZMGLXG11f9CbB90NKlS1/ykraenp7cfvvtqaoqa9asSUtLy/AVKGuAAAACbUlEQVSpasr7fXv185//fPhfqdauXZtdu3Zl/PjxJccjyWGHHZY1a9bkmWeeSVVVWbVqVaZOnTpiTU9Pz/CnSC1fvjyzZ8/2r4mFvZx9evH3EK1YsWLUccr57WVRTz75ZP793/991H8HvVftOf7QXnmv2rO8+P3otttuy9/8zd+MWnP66afna1/7Wp566qk89dRT+drXvpbTTz+99KivbnX68A9q5Omnn65aW1urrVu3Dt930003VTfddFNVVVW1a9eu6l3veld15JFHVtOmTau++93v1mvUV70/tFef/vSnq2OPPbaaPn16NXPmzOq+++6r16iveldffXX1+te/vurs7Kze/va3V88991z1oQ99qOrr66uqqqqeffbZau7cudVRRx1VnXjiidVjjz1W54lfnf7QPr3//e8f/po67bTTqh/96Ed1nvjV65RTTqmmTp1aTZ8+vbr33nurqvJetaf6Q3vlvap+LrjggurQQw+tGhsbq9e97nXVzTffXG3evLmaPXt21dHRUc2ePbvasmVLVVVV9d3vfrdauHDh8GNvueWW6qijjqqOOuqo6t/+7d/q9Ud41WqoKh/VBQAAUIJLEAEAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoBABBgAAUIgAAwAAKESAAQAAFCLAAAAAChFgAAAAhQgwAACAQgQYAABAIQIMAACgEAEGAABQiAADAAAoRIABAAAUIsAAAAAKEWAAAACFCDAAAIBCBBgAAEAhAgwAAKAQAQYAAFCIAAMAAChEgAEAABQiwAAAAAoRYAAAAIUIMAAAgEIEGAAAQCECDAAAoJD/Bd+/nK6XWjkzAAAAAElFTkSuQmCC\">\n",
+       "                </div>\n",
+       "            </td>\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>age</h2>\n",
+       "                <span>numeric</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Basic Stats\n",
+       "                </h3>\n",
+       "\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000.0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "\n",
+       "            <h3>Quantile statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <h3>Descriptive statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
+       "                    <td style=\"padding: 0.2em;\">nan</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5000000.0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
+       "                    <td style=\"padding: 0.2em;\">nan</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">30000000</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img src=\"data:image/jpeg;base64,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\">\n",
+       "                </div>\n",
+       "            </td>\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>weight(t)</h2>\n",
+       "                <span>numeric</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">2</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        2\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Basic Stats\n",
+       "                </h3>\n",
+       "\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">3.56</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.8</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5.7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "\n",
+       "            <h3>Quantile statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.8</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.7999999523162842</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">2.0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
+       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">4.300000190734863</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5.699999809265137</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">5.7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <h3>Descriptive statistics</h3>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1.64712</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
+       "                    <td style=\"padding: 0.2em;\">-1.43641</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
+       "                    <td style=\"padding: 0.2em;\">3.56</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
+       "                    <td style=\"padding: 0.2em;\">0.06521</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
+       "                    <td style=\"padding: 0.2em;\">17.8</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
+       "                    <td style=\"padding: 0.2em;\">2.713</td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "            </td>\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>japanese name</h2>\n",
+       "                <span>array</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Inochi, Convoy]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Bumble, Goldback]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Roadbuster]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Meister]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Megatron]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[Metroflex]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>last position seen</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 4</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">3</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        4\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        3\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">42.86%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">19.442735,-99.201111</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">10.642707,-71.612534</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">37.789563,-122.400356</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">33.670666,-117.841553</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">3</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>date arrival</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">1980/04/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">6</td>\n",
+       "                    <td style=\"padding: 0.2em;\">85.71%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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AoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCQCDAAAoCSVBtiaNWty8MEHp0+fPtlnn31y2WWXVTkOAABAi2pT5ca33XbbTJ48Oe3bt09jY2MOO+ywHHPMMenfv3+VYwEAALSISveAtWrVKu3bt0+SNDY2prGxMa1atapyJAAAgBZT+TlgTU1N2W+//bLTTjtl4MCB6devX9UjAQAAtIjKA6ympibTpk3L7Nmz8/TTT+f555/f4P76+vr07ds3ffv2zcKFCyuaEgAA4IOrPMDe1qlTpxx++OGZOHHiBl8fOXJkGhoa0tDQkNra2oqmAwAA+OAqDbCFCxdmyZIlSZLVq1dn0qRJ2WuvvaocCQAAoMVUehXE119/Paeddlqampqyfv36nHjiifnc5z5X5UgAAAAtptIA23ffffPss89WOQIAAEBpNptzwAAAALZ0AgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAkAgwAAKAklQbYrFmzcsQRR6R3797ZZ599csMNN1Q5DgAAQItqU+nG27TJ9773vRxwwAFZvnx5DjzwwAwcODB77713lWMBAAC0iEr3gHXt2jUHHHBAkqRDhw7p3bt35syZU+VIAAAALWazOQds5syZefbZZ9OvX7+qRwEAAGgRlR6C+LYVK1bk+OOPz/XXX58ddthhg/vq6+tTX1+fJFm4cGEV4wEAAHwoKt8D1tjYmOOPPz7Dhw/PP//zP7/j/pEjR6ahoSENDQ2pra2tYEIAAIAPR6UBVhRFzjrrrPTu3Tvnn39+laMAAAC0uEoDbMqUKbnjjjsyefLk7Lffftlvv/3yyCOPVDkSAABAi6n0HLDDDjssRVFUOQIAAEBpKj8HDAAAYGshwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEoiwAAAAEpSaYCdeeaZ2WmnnfKpT32qyjEAAABKUWmAnX766Zk4cWKVIwAAAJSm0gAbMGBAOnfuXOUIAAAApXEOGAAAQEnaVD3AxtTX16e+vj5JsnDhwoqnAYBy9fza+KpHANgszbz6s1WP8DfZ7PeAjRw5Mg0NDWloaEhtbW3V4wAAAPzNNvsAAwAA2FJUGmBf+MIX8nd/93f5/e9/n27duuW2226rchwAAIAWVek5YGPHjq1y8wAAAKVyCCIAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJBBgAAEBJKg+wiRMnZs8990yvXr1y9dVXVz0OAABAi6k0wJqamnLOOedkwoQJeeGFFzJ27Ni88MILVY4EAADQYioNsKeffjq9evXK7rvvnrZt2+akk07Kgw8+WOVIAAAALabSAJszZ07q6uqab3fr1i1z5sypcCIAAICW06bKjRdF8Y6vtWrVaoPb9fX1qa+vT5K8+OKL6du3bymzbaouVQ8Af2bhwoWpra2tegxIkvTte1nVI2wRvM6wOfE6w+Zkc3ydmTlz5kaXqTTAunXrllmzZjXfnj17dnbZZZcNlhk5cmRGjhxZ9mjwkdS3b980NDRUPQYAWyivM/DBVXoI4kEHHZQZM2bklVdeydq1a3P33Xdn8ODBVY4EAADQYirdA9amTZt8//vfzz/90z+lqakpZ555ZvbZZ58qRwIAAGgxlQZYknzmM5/JZz7zmarHgC2Cw3UBaEleZ+CDa1W825UwAAAA+NBVeg4YAADA1kSAAQAAlESAAQAAlESAwUeM0zYBaAleX6AclV8FEdi422+/PcuXL8/QoUPTqVOnbL/99lWPBMAWpCiKtGrVKknyy1/+Mq1bt06vXr3yiU98ouLJYMvjKoiwmRs+fHgWLVqUPfbYI3Pnzs0RRxyRwYMHZ7fddqt6NAC2MNdee20eeeSR9OjRI0uWLMmll16aAw44oOqxYIviEETYjC1atCirV6/OT3/609x0000ZOXJk5syZk3vuuSezZs2qejwAtiDTp0/PlClT8thjj6Wuri5NTU3Zb7/90tjYWPVosEURYLAZ69KlS5YsWZLvfe97Sf70xuVHH310FixYkGnTpiVJ1q9fX+WIAHxE/eVBUO3atUuPHj3yla98Jf/3f/+X//7v/07r1q0zadKkrF69uqIpYcsjwGAzd9FFF2X27NmZMGFCkuTII4/MnnvumW9/+9tZt25dWrf2awzA+/Pn53ytWLEia9euzR577JElS5bk2WefzW233Za2bdvmhz/8YS6++OKsXLmy4olhy+EcMNjMXHPNNTnooIPy93//92nTpk1ef/313HXXXZk3b14OPfTQHHfccUmSwYMH59Zbb03Xrl0rnhiAj5I/j6/vfve7efLJJ7N27drccccdefHFF3P77bdn5cqV6d69e37yk59k3Lhx2WeffSqeGrYcAgw2I+eee25uuummjBo1KkOGDMkhhxySbbbZJrNmzcrDDz+cxx57LNttt10WLlyYdu3a5b777qt6ZAA+oiZPnpxvfvObueWWW1JfX5+HHnooDQ0NWbt2bX72s5/lrbfeyoABA9KrV6+qR4UtigCDzcRLL72UX//619l3333z0EMP5fXXX8+JJ57YHGErV67MW2+9lTFjxqRDhw457bTTkmz4n0wA2BSPP/54brzxxuy///655JJLkiQXXHBBHnrooTz++OPZZZddKp4QtlwCDDYDjzzySJYtW5bPf/7zadeuXZqamnL55Zdn8eLFOe644/KP//iP7/q49evXOwcMgI36y3/Wvfrqq7nqqquyfPnyXHjhhenTp0+S5JxzzskvfvGLTJ8+Pa1atfIaAy3AbxVsBlatWpV77rmn+XZNTU0uvfTSdOzYMRMmTMiUKVNy9NFH54knntjgcV4YAdiYP4+vhx9+OBMmTMjcuXMzevTodOrUKffee2+mT5+eJPnP//zPTJ48OTU1NV5joIX4zYLNwNChQ9OnT59ccMEFze+3ss022+TKK69M+/btM2TIkOywww4ZMGBAxZMC8FF100035dJLL82TTz6ZM888M9dff32uu+66LFmyJP/1X/+V559/PklSW1tb8aSwZRNgUJE77rgjM2bMaL79la98Jbvsskt+//vfJ0nWrVuXJPnlL3+ZI444IuPGjUvifb8A2DSvvfZaVq5cmVatWmXBggW59957M2bMmFx55ZX51a9+lVtvvTX33XdfvvGNb6SpqSk777xzkjivGFqYAIMKjBs3LiNHjswNN9zQ/B/Hdu3apSiK3H///UmSNm3aZOnSpfnSl760QXw5JASAjZk/f36+973v5eabb86KFSuy0047pUuXLmnbtm2S5OMf/3iuu+66PPfcc+natWuuvfbadOnSpeKpYevgLzmowCGHHJIhQ4akV69eufnmm/Piiy9m2223zQUXXJAnnngid955Z5KkY8eOGTp0aBLxBcCmq62tzUEHHZS5c+fm9ttvT1EU2X333XPSSSc1H2Hx6quvZvbs2WlqakqbNm0qnhi2Hn7boALt27fPunXr8olPfCIrVqzID3/4w7Ru3TqnnXZavvWtb2XChAl5880307lz5+bHiC8ANmbGjBlZv3599txzzwwfPrz5Yk4/+MEP8p3vfCdf+tKXMmDAgOy7776ZOnVq7rrrrtTU1FQ9NmxVBBhUoFOnTvnkJz+ZAQMG5Oijj87AgQMzf/78nHrqqenfv39Gjx6dl19+eYMAA4D38sYbb2TPPfdMly5dctlll6WmpiYjR47M0qVL88c//jG33nprbr755kydOjWrV6/OhRdemN12263qsWGrI8CgBGeffXbat2+fpUuX5sYbb8z222+f7t27Z8KECXnmmWfSunXrnHXWWbn++utzww035MQTT3QsPgDvy4477phJkyblqKOOyvr16zN9+vT8y7/8S9q3b5+2bdvmN7/5TYqiyBlnnJFtt9226nFhq+WNmKGFXXrppWloaMjo0aNz8cUXZ/ny5bnyyiuzePHifP3rX8/222+fSZMm5aWXXsqzzz7bfM4XAPwtfvazn+UrX/lKpk+fnvnz52fy5Mm5++678/TTT6dr166ZMmVKOnbsWPWYsNUSYNDCvvrVr2bffffNGWeckSS5+OKL89prr+XSSy/NtGnT8tnPfjbbbbfdBo/58zfNBID3a/z48fnqV7+ap556Kp07d87ixYvT2NiYVatWpWfPnlWPB1s1AQYtZNy4cenSpUsWLVqUZ555JqNGjUrXrl2TJOeee25mzZqVBx98MMmf3vPLFagA+DBNmDAho0aNyq9//evsuOOOVY8D/D8uqwYtYO3atZk3b17mzJmTww47LDNmzMikSZOyZMmSJMn3v//9JMmTTz6ZJOILgA/dMccck2uvvbb5nDBg8yDAoAW0bds2AwcOzOjRozN//vxceOGFGTNmTO6///4899xzSZJly5alqamp4kkB2JIde+yx+eUvf+mtTGAz4hBE+BDNmzcvO++8c/PtiRMn5v7778/o0aPzq1/9Kg899FBefPHFrF69OrW1tRk3blyF0wIAUDbHPcGH5Kyzzsq8efPSqVOnHHvssTnqqKNy1FFHZerUqXn++edz+OGH59Of/nTWrFmTGTNm5PDDD0+SrF+/3n8mAQC2Ev7qgw/BLbfckldeeSUPPfRQDj744DzzzDP57ne/m7Vr12bPPffMJZdcksbGxuy4447Zddddm+OrKArxBQCwFfGXH3wI1q1bl8MOOyw1NTU599xz87nPfS7r1q3LjTfemJNOOil9+vTJlVdemb884tel5gEAti4CDD6AdevWJUmOPPLITJw4MRMnTkxNTU0OO+ywDBo0KDNmzMiCBQty9tln56233sq8efMqnhgAgCoJMPgbXXbZZTnnnHNyzz33ZO+9987ZZ5+dcePGZfLkyUmSo446KsuWLcv48eOb3/9r2223rXJkAAAq5iIc8Df40pe+lHnz5mXIkCE555xz0r9//wwePDirV6/OD37wg8yZMyennHJK1qxZk/Xr16dt27a58sorne8FALCVcxl6eJ9eeOGF/Ou//mt++tOfpk2bNjnrrLNy6KGHplevXunSpUtmz56d8847L3vuuWeS5P7770/ypwtuOOcLAGDrZg8YvE89e/ZM9+7dc9FFF6Vdu3a55557svvuu+euu+7KZz/72Zx//vl56qmnsnbt2nTp0iWJS80DAPAnAgw20Zw5c9KpU6e0a9cuw4YNy5QpU/L444/nV7/6Vfbdd98cddRROfPMM3P00Udn7733bn6cS80DAPA2AQab4Mtf/nJee+219OrVKx07dswVV1yRgQMH5pJLLslvf/vb7LvvvunXr1+6d++eZcuWbfBYhx0CAPA2AQYbcdVVV+W1117L2LFjs2zZsgwaNCgzZ87Mj3/843z605/Oz3/+88yYMSPTp09Pp06d0r9//6pHBgBgM+W4KNiIdu3a5fTTT0+HDh2y6667Zvjw4Xn00UczatSonHDCCTn00EPTqlWr9OnTJ2PHjk2Sd7zhMgAAJPaAwUZts802GTVqVHr16pXtttsuzz33XO69995cd911+d3vfpdTTz11g+VdcAMAgL9GgMG7OOOMM9LY2Jg777wzX/7yl7NgwYJj2V+XAAACdUlEQVRcdNFF+djHPpZ+/frlsMMOy49+9KMsWLBggwtuJBFfAAD8VQIM/sI3v/nNvPDCC6mrq8sXvvCFjB07NpdffnnefPPNbLPNNunQoUOSZO7cuVm8eHHF0wIA8FHijZjhL7z00ktZvHhxevfunVNPPTVt27ZtPrdr/fr1Wbp0ac4+++ysW7cu//M//1PxtAAAfJQIMHgXb5/H9cYbb+Tss89O27ZtM2bMmCTJo48+mkWLFmXYsGFJ/nTBDZeaBwBgUwgw2Ij58+fn/PPPT01NTZYsWZKhQ4c2X3jDBTcAAHg/BBi8h7f3bi1btiy1tbU59thjM27cuKrHAgDgI0qAwSb44he/mGXLljUfhmjPFwAAfwsBBptg1qxZqaurSyK+AAD42wkweB9ccAMAgA/Cv/HhfRBfAAB8EAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJAIMAACgJP8fTcavk4UDuSoAAAAASUVORK5CYII=\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>last date seen</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2016/09/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2015/08/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2014/07/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2013/06/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2012/05/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2011/04/10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>attributes</h2>\n",
+       "                <span>array</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[8.5344, 4300.0]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[5.334, 2000.0]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[7.9248, 4000.0]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[3.9624, 1800.0]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[, 5700.0]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">[91.44,]</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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AHB0dNXv2bIWEhKhevXrq27evGjRooPHjxys2NlaS9P777+uzzz5TkyZN9MQTT+iLL764ZZgiAAAAAPw3scskHJIUGhqq0NDQYs9NmjTJ9nf9+vW1adMme709AAAAAJQ4drsRMwAAAACgOAIYAAAAABiEAAYAAAAABiGAAQAAAIBBCGAAAAAAYBACGAAAAAAYhAAGAAAAAAYhgAEAAACAQQhgAAAAAGAQAhgAAAAAGIQABgAAAAAGIYABAAAAgEEIYAAAAABgEAIYAAAAABiEAAYAAAAABiGAAQAAAIBBCGAAAAAAYBACGAAAAAAYhAAGAAAAAAYhgAEAAACAQQhgAAAAAGAQAhgAAAAAGIQABgAAAAAGIYABAAAAgEEIYAAAAABgEAIYAAAAABiEAAYAAAAABiGAAQAAAIBBCGAAAAAAYBACGAAAAAAYhAAGAAAAAAYhgAEAAACAQQhgAAAAAGAQuwWwhIQE1alTR0FBQZo+ffpt23z77beqX7++GjRooCeffNJepQAAAABAieBoj5UWFhZq6NChWr16tfz8/NSyZUuFhYWpfv36tjbJycmaNm2aNm3aJA8PD505c8YepQAAAABAiWGXM2Dbt29XUFCQAgMD5ezsrPDwcMXExBRr89lnn2no0KHy8PCQJFWqVMkepQAAAABAiWGXAJaRkSF/f3/bYz8/P2VkZBRrc+TIER05ckTt2rVTmzZtlJCQYI9SAAAAAKDEsMsQRKvVestzFoul2OOCggIlJydr3bp1Sk9PV4cOHbR//365u7sXazdv3jzNmzdPkpSZmWmPcgEAAADAEHY5A+bn56e0tDTb4/T0dPn4+NzS5tFHH5WTk5Nq1KihOnXqKDk5+ZZ1DR48WImJiUpMTJS3t7c9ygUAAAAAQ9glgLVs2VLJyclKSUlRXl6eoqOjFRYWVqxNz5499csvv0iSsrKydOTIEQUGBtqjHAAAAAAoEewSwBwdHTV79myFhISoXr166tu3rxo0aKDx48crNjZWkhQSEqKKFSuqfv366tSpk2bMmKGKFSvaoxwAAAAAKBHscg2YJIWGhio0NLTYc5MmTbL9bbFYNHPmTM2cOdNeJQAAAABAiWK3GzEDAAAAAIojgAEAAACAQQhgAAAAAGAQAhgAAAAAGIQABgAAAAAGIYABAAAAgEEIYAAAAABgEAIYAAAAABiEAAYAAAAABiGAAQAAAIBBCGAAAAAAYBACGAAAAAAYhAAGAAAAAAYhgAEAAACAQQhgAAAAAGAQAhgAAAAAGIQABgAAAAAGIYABAAAAgEEIYAAAAABgEAIYAAAAABiEAAYAAAAABiGAAQAAAIBBCGAAAAAAYBACGAAAAAAYhAAGAAAAAAYhgAEAAACAQQhgAAAAAGAQAhgAAAAAGIQABgAAAAAGIYABAAAAgEEIYAAAAABgEAIYAAAAABjEbgEsISFBderUUVBQkKZPn/6n7ZYtWyaLxaLExER7lQIAAAAAJYJdAlhhYaGGDh2q+Ph4HTx4UFFRUTp48OAt7S5evKiPP/5YrVu3tkcZAAAAAFCi2CWAbd++XUFBQQoMDJSzs7PCw8MVExNzS7tx48Zp5MiRKl26tD3KAAAAAIASxS4BLCMjQ/7+/rbHfn5+ysjIKNZm9+7dSktL08MPP2yPEgAAAACgxHG0x0qtVustz1ksFtvfRUVFGj58uL744ou/XNe8efM0b948SVJmZubfViMAAAAAGM0uZ8D8/PyUlpZme5yeni4fHx/b44sXL2r//v164IEHVL16dW3dulVhYWG3nYhj8ODBSkxMVGJiory9ve1RLgAAAAAYwi4BrGXLlkpOTlZKSory8vIUHR2tsLAw2+tubm7KysrS8ePHdfz4cbVp00axsbEKDg62RzkAAAAAUCLYJYA5Ojpq9uzZCgkJUb169dS3b181aNBA48ePV2xsrD3eEgAAAABKPLtcAyZJoaGhCg0NLfbcpEmTbtt23bp19ioDAAAAAEoMu92IGQAAAABQHAEMAAAAAAxCAAMAAAAAgxDAAAAAAMAgBDAAAAAAMAgBDAAAAAAMQgADAAAAAIMQwAAAAADAIAQwAAAAADAIAQwAAAAADEIAAwAAAACDEMAAAAAAwCAEMAAAAAAwCAEMAAAAAAxCAAMAAAAAgxDAAAAAAMAgBDAAAAAAMAgBDAAAAAAMQgADAAAAAIMQwAAAAADAIAQwAAAAADAIAQwAAAAADEIAAwAAAACDEMAAAAAAwCAEMAAAAAAwCAEMAAAAAAxCAAMAAAAAgxDAAAAAAMAgBDAAAAAAMAgBDAAAAAAMQgADAAAAAIMQwAAAAADAIHYLYAkJCapTp46CgoI0ffr0W16fOXOm6tevr8aNG6tLly5KTU21VykAAAAAUCLYJYAVFhZq6NChio+P18GDBxUVFaWDBw8Wa9OsWTMlJiZq3759evzxxzVy5Eh7lAIAAAAAJYZdAtj27dsVFBSkwMBAOTs7Kzw8XDExMcXadOrUSa6urpKkNm3aKD093R6lAAAAAECJYZcAlpGRIX9/f9tjPz8/ZWRk/Gn7BQsWqHv37vYoBQAAAABKDEd7rNRqtd7ynMViuW3bRYsWKTExUb/++uttX583b57mzZsnScrMzPz7igQAAAAAg9nlDJifn5/S0tJsj9PT0+Xj43NLuzVr1mjKlCmKjY2Vi4vLbdc1ePBgJSYmKjExUd7e3vYoFwAAAAAMYZcA1rJlSyUnJyslJUV5eXmKjo5WWFhYsTa7d+/WkCFDFBsbq0qVKtmjDAAAAAAoUewSwBwdHTV79myFhISoXr166tu3rxo0aKDx48crNjZWkjRixAjl5uaqT58+atq06S0BDQAAAAD+29jlGjBJCg0NVWhoaLHnJk2aZPt7zZo19nprAAAAACiR7HYjZgAAAABAcQQwAAAAADAIAQwAAAAADEIAAwAAAACDEMAAAAAAwCAEMAAAAAAwCAEMAAAAAAxCAAMAAAAAgxDAAAAAAMAgBDAAAAAAMAgBDAAAAAAMQgADAAAAAIMQwAAAAADAIAQwAAAAADAIAQwAAAAADEIAAwAAAACDEMAAAAAAwCAEMAAAAAAwCAEMAAAAAAxCAAMAAAAAgxDAAAAAAMAgBDAAAAAAMAgBDAAAAAAMQgADAAAAAIMQwAAAAADAIAQwAAAAADAIAQwAAAAADEIAAwAAAACDEMAAAAAAwCAEMAAAAAAwCAEMAAAAAAxCAAMAAAAAg9gtgCUkJKhOnToKCgrS9OnTb3n92rVr6tevn4KCgtS6dWsdP37cXqUAAAAAQIlglwBWWFiooUOHKj4+XgcPHlRUVJQOHjxYrM2CBQvk4eGho0ePavjw4Ro1apQ9SgEAAACAEsMuAWz79u0KCgpSYGCgnJ2dFR4erpiYmGJtYmJiFBkZKUl6/PHHtXbtWlmtVnuUAwAAAAAlgl0CWEZGhvz9/W2P/fz8lJGR8adtHB0d5ebmprNnz9qjHAAAAAAoERztsdLbncmyWCz/dhtJmjdvnubNmydJOnTokIKDg/+mKv8eXmYX8G/KzMyUt7e32WXckeDgt+yy3rupz+6m/pLs02d3U39Jd1efsY3dXf0lsY1Jd1efsY3dXf0l0WfS3dVn9uqv/4s7mdfCLgHMz89PaWlptsfp6eny8fG5bRs/Pz8VFBTowoUL8vT0vGVdgwcP1uDBg+1R5j0pODhYiYmJZpeBO0R/3X3os7sL/XX3oc/uLvTX3Yc+sz+7DEFs2bKlkpOTlZKSory8PEVHRyssLKxYm7CwMH355ZeSpGXLlqlz5863PQMGAAAAAP8t7HIGzNHRUbNnz1ZISIgKCws1YMAANWjQQOPHj1dwcLDCwsL07LPPqn///goKCpKnp6eio6PtUQoAAAAAlBh2CWCSFBoaqtDQ0GLPTZo0yfZ36dKltXTpUnu9Pf4EwznvLvTX3Yc+u7vQX3cf+uzuQn/dfegz+7NYmfsdAAAAAAxhl2vAAAAAAAC3IoABAAAAgEEIYP9l9uzZo6KiIrPLwL/h8uXLZpeAf8N3332nvLw8s8vAHZo/f76uXr1qdhkAANgQwP6LDBw4UC+//LK+/fZbFRYWml0O7sCwYcP06aef6vTp02aXgjswfPhwvfLKK3r55Zd17do1s8vBXxg1apReeeUV9ezZU1euXDG7HNyBfv36aeLEiWaXgX/DBx98oB07dphdBu4A0z6UHASw/xLHjh2Tj4+PwsPDtXPnTi1dupQQVsJFR0fr119/1Z49e7Ry5UpCWAl3/vx5tWvXTmvWrFHZsmX1yiuvEMJKsKtXr+rhhx/WuXPnVL9+ffXq1YsQVsKtXr1ax44d07fffqvp06ebXQ7uwNSpU/XJJ59o0qRJ2rp1q9nl4F+wWq22++1u2LBBmzZt4rjDRMyC+F/oo48+UkpKitq0aaM+ffqoVKlSZpeE2ygqKpKDg4PWrl2rzz//XJ07d9bDDz+sypUrm10a/sK+ffs0d+5cFRYW6qOPPpKLi4vZJeEmeXl5slqttn65ePGiRo4cqZSUFP3www8qU6aMyRXiXzl9+rQeeOABPf3003rjjTfMLgd/orCwULt27VJQUJCWL1+u77//XmPHjlWbNm3MLg3/wowZMxQXF6eAgABlZ2dr/Pjxat68udll3XNKTZgwYYLZReA/N2XKFK1cuVL5+fmyWq2qWLGiGjVqpBMnTmjfvn3KyclRvXr15ODAyc6S4qefflJGRoYqV64sJycnBQYGytHRUXFxccrLy5Ovr6/KlStndpn4/1544QUtXbpUmzZtkrOzs6pXry4vLy/VqFFDO3fuVFxcnLp27SpHR7vdVhH/hsjISC1btkzff/+9ypYtq1q1asnFxUVdunTR9u3b9emnn6p3795ycnIyu1T8fz/99JOSkpJUu3ZtFRUVqXz58urWrZvGjBmjnJwcdejQwewScRsODg7y9fVVmTJl5OPjo7y8PC1cuFCBgYHy8/Mzuzzcxt69e/XVV18pISFBO3fu1KlTpzR8+HAVFBTwY73BCGB3sQEDBujQoUNq3Lix9u3bpx9++EF+fn4KDAxUgwYNbCHs4sWLhLASolevXtq4caNiYmJ07NgxpaWlqXnz5qpbt65KlSpFCCth3njjDSUnJ2vkyJHKy8vTSy+9pJo1a6p+/fqqWLGiLYTFx8cTwkqAd955R0lJSZo3b57KlCmj559/Xj4+PmrUqJGcnJzUuXNnbd++XXPnziWElRB9+/bV6tWrtWvXLi1btkyVK1eWp6enfH191bVrV0JYCVRUVGQbynZDuXLlFBgYqGvXrhHCSpCbhx1KUm5urg4fPqz4+HgdOHBAP/zwgxwdHfXTTz/Jz8+PfaKBCGB3sVWrVmnmzJnq2rWr6tata/v1qVatWqpevboaNmyo48ePKykpSefPn1f9+vVv2WnCOEePHtWPP/6o+Ph49e7dW5cvX9aWLVuUmpqqVq1aqW7dunJyctKKFStUUFAgHx8fQpjJdu7cqbZt26p79+5q0aKF6tevr8jISNWvX19169aVl5eXAgICdPDgQcXGxiokJIRfEU20f/9+ubm5qUePHmrYsKGaNWumUaNGqXLlymrQoIGcnJz0wAMP6MCBA5o1a5b69OlDaDbR/v37FRsbq9WrVysiIkInTpzQ+vXr5eLiIj8/P1WtWlUhISEaPXq0Ll68SAgrAa5cuSJnZ2cVFBTc8qOuq6trsRBWo0YN+fv7m1Qpbg5fubm5kiQvLy9FR0crKSlJixYtkru7u+bPn693331X/fr1k6urq5kl31M4JXIXO3PmjN5++21JUrVq1dSnTx+FhITou+++08WLF+Xq6qqXXnpJ3t7e+vLLL5WTk2Nyxfc2q9Wq5ORkHTlyRJ6enurRo4e6du2qI0eOaN26dZKkRx55REOGDFFCQoKWL1/ORComK1u2rK1vJKl79+766quvNHnyZB05ckQODg5q1KiR+vTpozVr1uiPP/4wr1jIz89PJ0+e1Pnz5yVJXbp00ezZszV8+HDt3LlT0vVf6keOHKnt27crPT3dzHLveb6+vrpw4YJWr14tSRo5cqQaN26s5cuX2yYHCAoK0ubNm7VgwQJ98MEHZpZ7z3v11VdVu3ZtXbhwQY6Ojrf9fvLy8tJjjz2I5u04AAAgAElEQVSmPn366O2339a+fftMqBQ3h6/33ntPERER6tmzp86dO6fBgwerTp06evXVVzVq1Ch98MEH+uqrr+Tl5WVy1fcWAthd6Ma8KZ988okOHTqkmTNnSpK8vb3VokULHTx4UAUFBbb2p06d0tixY+Xu7m5KvbiuVq1aevbZZzV9+nSlp6erQoUK6tixo1xcXLR582Zbuw4dOmj//v1q3rw5Z1NMNnjwYP32228aNGiQ7bmHH35Y9913n+0XRUk6fPiwvv76a37tNdlDDz2kc+fOafTo0crLy1NBQYEefPBBDRo0SGfOnLG127dvn+Lj41WzZk0Tq723Wa1WeXh4KDw8XHv37lVycrIk6cUXX1Tp0qU1YsQISVJBQYE8PDxksVgUHBxsZsn3vLJly+ratWtq3bq1Tp8+rVKlStnuiXj8+HHFxsZKkqpWraoOHTro8OHDcnZ2NrPke9aN8PXzzz9rxYoVmj59uurWravWrVurQYMGmjp1qh5++GHVqVNHMTExatCggckV33sIYHchi8Uiq9WqypUra+LEiVq/fr0mT54sSWrbtq1ycnJ05MgRW/uJEyeqffv2ZpUL/TM0P/744/L19dWMGTOUmpoqLy8v9e/fXzt37rQd0BcVFSk2NlYtW7Y0s+R71o2+KigokLOzszZs2KBt27ZpyJAhOnfunCQpMTGx2DYWHh6utm3bmlLvve7m/nJ0dNTixYuVmpqqYcOGKTExUfn5+Vq7dm2xs12dO3dW69atzSr5nnajv24cILZr107JyclauXKl9u/fL+n6tXzly5dXXl6ebYjozz//zBBEkxQVFUmSQkJCtGTJEkVERNhmOjx69Kgkaffu3Vq5cqUtSKenp2vp0qWqW7euOUVD69at0+zZs9WlSxfVrVtXM2fOVM+ePdWqVSsVFBToqaee0oABAxQUFGR2qfckAthd4tq1a7Z72Nx8arl169aaPHmy4uLi9NRTT+n+++9XlSpVih1cVKhQwZSa8U83hmrUqlVLvXr1koeHh5566inFxcVpxIgRtkk3rFarHBwc2CGa4NixY8rMzLRtW46OjsrPz5eLi4t27Nihs2fPasSIEWrbtq0CAwMVHh5uW5ZfeY23Y8cOpaam3tJfzs7Oio2NVdmyZfX555+rU6dOqlmzZrGzmJxZNs+N/rqxT2zZsqUiIyOVkpKiDz/8UO+9957Cw8NVVFRUbLvi7LJ5blzrVVhYqI8//lhvvvmm+vTpI1dXVz399NOSpGbNmsnR0VFnz56VJLVv317NmjUzreZ70f++q1SNGjXk7e2tpKQk7d27V9L14Yhdu3ZVt27dVFhYaAvXMB73AbsLPPnkk3JwcNCJEyc0bdo0tWvX7pY2eXl5WrdunfLz89WjRw9Jt85+A+O8+eab8vX1lcVi0XPPPSfpn/f9kq7fJHbRokVKTk6Wg4ODpk2bJok+M8tjjz2mvLw8HTlyRCNHjlSrVq3UuHFjSdd//HBxcVFhYaEyMzOVnp5uGwp1c5/COL1799alS5d0+vRpPf7442rVqpW6du0q6Z/9ZbValZeXp2PHjqlevXqS6C8zTZw4Uc7OzqpRo4a6du2qihUr2s5aSteHsJ04cUIxMTHy8vKy3f+LfaJ5Jk2apEaNGqlXr16SpEuXLmnKlCmaOnWqxo0bp2+++cZ2bbOjo6O2b98uHx8fZj80wc3byY8//ihHR0e5u7urRYsWGjZsmDw9PdWnTx81adJE0vU5BCpVqmRmyfc8ZkEs4WbNmqWkpCR9++23ys/P17Rp0+Tm5qaaNWvavrisVqscHR1Vs2ZN1a5dWxIHGmZ66aWXtHfvXrVr105z5szRhg0b1LNnTzk4OCgvL0+lSpWSo6Ojmjdvrs6dO9sOHOkzcyQkJGjDhg2Ki4tT3bp1lZiYqEOHDqlChQry8fGxbWe5ubmqWLGifHx8JNFfZtmyZYvi4+P1008/qVWrVsrKytLPP/8sBwcH1a5d29Zfx44dk7e3t7y9vSXJdnYZxnv22Wd19OhR1a5dWwcOHNAnn3yiLl26yN3d3bZPdHd3V0BAgEJCQmxDDdnGzGG1WrVv3z698MILSk1NlYuLixo2bChnZ2dFRUXp+eef18WLF7Vnzx4dPnxYv/zyix566CH5+voy4sZEFotFc+bM0fvvvy8XFxdNnz5d165d01tvvaXY2FgdOHBAvr6+qlSpklxdXflhw2Ts2e4CgYGBcnBw0JAhQzR27FgtWLBAa9askXR9RxkREaFffvml2DJ8aZnjypUrSktL03vvvad+/fpp+/btOn36tAYOHCjpn0PVJk+erKKiomJDoegzc1y7dk2XLl2SJHXt2lURERFycHBQQkKCMjMzJUnTpk3Tr7/+Wmw5+ssceXl5thldmzdvrkcffVQtW7bUqlWrdODAAUnSggULtHv37mLLcbBhHovFog8//FDDhg3TlClTdN9996lPnz46deqUbZ/46aefKi0trdhybGPmsFgsatKkiSIjIzVo0CB9++23WrJkiaTr9x+NiIjQqlWrJEn/+Mc/mJ3SRCdOnNClS5dksVh05swZLV26VIsXL9aUKVO0efNmzZ07V8uWLdPYsWNVWFioKlWqSGJ/WBJwBqyEu3FaPygoSF5eXqpbt65Kly6tkSNH6qGHHpKXl5eaN2/OWOsSwsnJSQcOHFB+fr4aNGggBwcHPfHEE5oxY4YSExP18MMPKz8/X7///rtatGhhdrmQVLduXW3YsEFnzpxR8+bNVblyZVWoUEHffPONateurYCAANWuXVvNmzc3u9R72o2bv1avXl1bt27Vli1b1KlTJ7m7u8vd3V0bNmyQm5ub6tevr4CAAGbMKyGuXbumH374QefOnVO7du3k5OSkTp06KS0tTStWrNCDDz6o06dP69KlS0w8VMIsW7ZMVatWVdu2bbVo0SJ99913cnFx0dixY+Xo6Gg7eykxVNQMp0+f1rvvvqsjR46ocePG8vDw0MqVKxUSEiJPT0+VKVNGNWrUUGJionr16qUuXbqofPnyZpeN/4+fl0qgd999V0uWLFF8fLxatGghJycnLVy4UCdOnFBBQYH69Omjvn37ateuXZKuX2gpiYspTbRp0yZlZWUpLy9PHTt21GeffaakpCRJ10P0ihUr9Mcffyg9PV1OTk62M2JcgmmOV199VRMmTNC4ceMkXZ/d68iRI1q0aJEKCgrUokULdevWTXFxcSosLFTlypUl0V9meeGFF/Tiiy/q+eefV1ZWlgYMGKCCggJNmzZNhYWFqlmzpjp27KhVq1YpPz9fFStWlER/mWn79u06duyYXFxcNH78eM2aNUsLFy6UdH3Gyscff1z5+fnKz8+Xn5+fHnnkEUn0WUlwow86dOigKlWq6NFHH9Xly5f1888/F7udzc2TpBC+jOft7a2WLVvq5MmTWrhwoaxWq22CqBu3IkpNTVV6eroKCwu56XwJQwArYQYOHKjVq1fr+PHjmjFjhkaOHKmPPvpIZ86c0Zw5c7Ry5UpJ0ubNm3X58uViyzJcwxzPPPOMRo4cqVdffVVDhgxR48aNNWjQIEVGRmrHjh26fPmyPD09df78+Vv6jC8t440aNUoHDhzQQw89pF9//VUvvvii6tWrp9q1a2v37t16/fXXlZ2drbi4OHl4eBQbJkp/GW/SpEn6/fffNWLECGVmZmry5Mm6cOGCOnXqpKysLPXr10/Hjx/XokWLVKVKFTk5OdmWpb/M8dhjj2n8+PF67LHH9NZbbyk3N1fLly/XzJkzNX/+fDk6Oqphw4Y6dOiQDh8+XGxZ+sx8N/qgRo0aio+PV0REhC5fvqx//OMfmj9/vjZt2mRyhfe25ORkHT58WA4ODnrqqafUqVMnJSUl6bPPPtM777yj4OBgdezYUc8995w+//xzjR07VqVKlWLbKmGYBbEEyc7O1hNPPKGFCxeqSpUqunLlitq2bavOnTvr/fff10cffaQdO3YoPT1d1atX15dffml2yfe8hIQETZw4UVu2bNHRo0f1448/6ptvvtGKFSu0bt06LVmyRBUrVlRKSooqVaqkqKgos0u+pxUUFCgyMlKRkZHq1q2bpOs/eri5uWnYsGE6f/683nvvPV29elXlypXT559/bnLF97bCwkK9+OKLuu+++9S/f38VFRVpypQpys7OVq9evVSnTh2NGzdOVqtVVqtV8+bNk8RwKDNt3bpVb775ptasWaM9e/Zo8+bN2rVrl5566il5e3srLCxMjz76qG1oPd9jJdfp06f18ssvKycnR/Hx8ZKkbdu2cQ89E509e1be3t7y8vLSW2+9pVKlSmnw4MFavHixjh49qqpVq2rIkCHatm2brly5ooCAANsoKZQsBLAS5OrVq3r55ZcVERGhjh07Srp+ANKmTRv16dNHI0eOVFFRkW02KYlZosy2a9cuzZ07V3PnzrU99+GHH+qHH37Q8uXLde7cOZ06dUpHjx7VM888I4mDQ7PNnj1b58+f1/PPPy8vLy8VFhYqPDxcHh4etgP4nJwc22xebGPmWrZsmVatWqVRo0YpKChIRUVFGjNmjM6cOWMLyDdPZ05/mWv9+vV67bXXtH37dlksFqWnpyshIUG7du3StGnTdOHCBR0/flynTp1Sv379JLFPNNORI0dUq1atP/38N2/erNatW6tUqVLF+ok+M8/PP/+sBx98UB999JF+++03nT9/XuXKlZOzs7OysrLUtWtX/c///I9cXFzMLhX/ApNwlAC7du1S6dKlVb58eZ08eVJvvvmmwsPD5erqKgcHB7Vp00YrVqxQ586dVbp06WLXN3CgYY5r167J0dFRrq6umjx5ss6cOaMHHnhA0vUbUh47dkxnzpxRly5dVK1aNTVt2lQSB4dmiY+Pt13XUKVKFS1evFiVK1eWj4+PXFxc1KtXL33wwQdq1qyZqlSpYvviYhszx+zZs7Vx40a5urqqZcuWWrduna5cuaLKlSvLzc1NDz74oKZMmaKaNWuqRo0atj6iv8wzd+5cBQcHKyAg4E8nScnPz1f79u0VEBCghg0bSmKfaKZHH31U06ZNU+vWreXr61usHwoKCuTg4CB/f385ODgoPz+f4dglRI0aNXTfffdp0qRJ+vHHH9W+fXtZrVZt2rRJmzZtUlJSkiIjI1W6dGmzS8W/wF7PZIMGDdLIkSM1ePBgLVmyREOGDFFoaKhatWqljIwMSdenoU9JSdHFixeLLcsO0BxvvPGGBg0apDlz5ig3N1cJCQmKi4vT9OnTJUkuLi6qU6eObRKOm3GgYbwBAwZo0qRJ+uCDD9SzZ085OTnp+eef16xZs7R69WqlpqbKycnpthcos40Zb+jQoYqPj1dubq569uyp0qVL6+GHH9aWLVu0fPlyJSYmSpLc3d2LTQIg0V9meemll/T8889r6tSpkq5PmnLlyhVNnz5dBQUFCgwMVJcuXbR27Vrb5AA3sE80xy+//KJy5cpp0KBBevfdd7V58+ZiE3nd2B+OGTNGubm5xa6thPm6du2q9957Tw0bNlTZsmUVGRmpxYsXKykpSStWrJCbm5vZJeIvMCWKiYYMGaLs7GytWbNGM2fO1M6dO9WvXz+9//778vb21uOPP66QkBBt3LhRAQEBthvAwjyvv/669u3bp9GjR+uHH37Qb7/9ppCQEH3zzTd65JFHlJmZqQEDBuj7779X3bp1zS73nrdx40YlJSVpy5Ytslqt+uyzz3Tfffdp06ZNeuONNxQVFaVPP/1UBQUFcnd3t52phDlWr16tgwcP2u5rmJaWpqSkJDVt2lSVKlXSypUrNXDgQFWuXFllypRR+/btTa4YgwYN0uXLlxUbG6s1a9boypUratSokcLCwrR8+XL169dP7777rr744gs1b96cmdhKiDp16mjChAmqVauWZs6cqalTp2rMmDFq1apVsaFrDRs2VLly5UysFH+mR48etlFSW7ZssY2Owt2BIYgmuXTpknbu3KmPP/5YpUqV0po1axQfH68dO3YoJSVFL730kho3biw3Nzd5eXnpnXfekcS4azNZrVb99NNPevHFF9WhQwc1adJERUVFWrNmjapVq6YxY8YoLi5Oe/bskbOzs2bNmmVbjj4zh9Vq1aFDh/Tggw/K0dFRwcHBcnd318CBAzV8+HD17t1bLVq0UN26dW1T0t+43xSMd+nSJaWkpMjLy0uLFi3Sp59+qsLCQr322msKCwtT//791a1bN7Vq1UojRoyQRH+Z6bPPPlNycrK++eYbeXh4aMKECfL19VWjRo1UrVo1tW7dWnv37tX69evl5uammTNnSmKfaKZjx46pXLlycnd3tx2wt23bVpmZmfr888/VpEkTVa1aVV9++aWaNm2qRo0aSaLPSqpatWqpWrVqGjBggAYPHkwf3UWYhMMEWVlZ8vLyso1937lzpwYPHqzo6GgdPXpUCQkJaty4sZ599tliyzFW3nxvv/22fv31V3377bfy8PBQZmamVqxYoaSkJL377rvFJgOQ6DOzpKSkqEaNGsrJydHjjz+uNm3aaNKkSbbXp02bpkuXLmnSpEnF+of+Mo/VatXFixc1YsQIlS5dWjExMVqzZo2CgoL09ddfa+zYsdq1a5e8vLyKLcMBh3l+//131axZ0/b4m2++0fz58/XFF18oICDA9nxhYaHt+iG2MfNERkbq4sWLcnR0VPfu3XX//fcrMDDQ9vrcuXMVGxurU6dOqVGjRsxQeRfJzc3lTOVdhr2gwYYMGaJXX31VR48etX0JtWjRQj///LNq1aql7t27y9/fX2lpabcsy5eWObZv364dO3ZIkt588001atRI77zzjrKzs+Xt7a1OnTpp9erV2r17d7HwxYQA5hgzZozatm2rTZs2qUKFClq4cKG++OIL2xkuSWrXrp3OnTt3S//QX8abPXu2pOvXb1WoUEGzZ8/W+++/ryeeeMJ209f+/fsrODj4lmUJX+Z47733lJqaagtfhYWFkqROnTopKChIqampkqT8/HxJsoUv9onmmTNnjnJycvT9998rIiJCcXFxmjlzpo4cOWJrc2P68pvDF7/R3x0IX3cf9oQGO3funAoKCjRr1izt379f0vUd3M0XTG7bto3Za0qI5557TmPGjNG4cePUo0cPSVJERIQKCgr05ptv6uzZs6pevbqqVKmi8+fPF1uWg0NzuLu7q3bt2ho6dKhWrlwpX19fbdy4UT/88INeeeUVxcbG2oZCwVyDBg3Syy+/fMt9haxWq9LT0zVt2jRt3rxZ4eHhKleuXLGzXzDHCy+8oF9++aXYGa4bAcvHx0dVqlTRqFGjJOmWiRvYJ5onLy/PFpjDwsJUs2ZNXbhwQYsWLVJOTo4KCgq0cuVKPfbYY7bwxfBewH4IYAa5MbtQ3bp1VaVKFVWvXl0LFixQenq67ReozMxMde/eXW5ubho9erSZ5ULSqFGj9Mcff2jNmjVKSEiQg4ODvvvuOzVr1kz9+/eXq6ur2rdvr4ceekiOjo7q3Lmz2SXf0278UtukSRP17t1b06dP15gxY7R161ZduXJFW7duVaVKlbR161ZVr15dc+bMKbYcjJWSkqLy5cvr8uXLqlWrllq2bCnp+kG7k5OTZsyYoT/++EMLFy6Ul5eXvvrqK0n0l5lGjRqlPXv2aOXKlZKu92Fubq6ys7NtbSZPnqyyZcsqISHBrDJxkx49eujLL79U+/btdeLECc2aNUunT5/Wjh071Lp1ax0/flz5+flydHRUx44dbfdCZKgoYF9cA2awPXv2KCEhQU8++aQWL16sqKgoBQcHa8GCBTp8+LCioqJ0Y14UdoDmuXjxohYtWqRevXqpSpUqkqTx48fL3d1dr776qq3djh075OTkZJs9j2tSzHfy5EkNGzZMS5Ys0dKlS/XCCy/I19dXe/fu5Rq9EiY1NdV2JqVPnz46fvy4tm7dWux+Qzejv8yTn5+v1157TU5OThoxYoSio6OVkJCg8uXLq0yZMho7dqzq1Kmj/Px8bd++Xe3atTO75HvegQMH1LRpU0VHR6t3796KiYnRBx98oCpVqqh169YaPny4/ud//kfdu3dX3759zS4XuKfwTWYgq9WqwsJC7dixQ9WqVdOBAweUnZ2tMmXKKCUlxTYtrMSBhtnKly+vxx57TG5ubrZf3Bs0aKBTp04Va9eyZctiN1kmfJmrsLBQ5cqVk6enpwoKCrRnzx5VqlRJRUVF2rRpE9folTABAQG27Wvp0qUKCAhQhw4dJEkTJkzQ7t27bW3pL/NYrVY5OTlpypQpcnR01NNPP61FixZp7ty5Gjt2rIKCgrRo0SIVFRXJycnJFr74fddcDRo00PLlyzVlyhQtXbpUjz76qFavXq05c+Zo+PDhkqTTp0+rTJkyJlcK3Hv4NjOQxWJRixYt1KRJEz300ENKS0vTd999Jw8PD61fv75YWw40zHfjXkM3QtWlS5d09uxZSVL37t1tQzVuoM/MV6pUKVWoUEE1atRQjRo1tGHDBh08eFCjRo2yDZu6gbBcMlgsFtskDsuWLZO/v78cHBx06NAhNWvWrFg7mMNisaioqEjly5fXuHHj9OCDD+rrr79WQECAmjZtqlq1auny5cu37APpM/P16NFDkydP1uTJkxUVFSUnJyd5enrq/PnzCgkJUaVKlfTII4+YXSZwz+GOiAazWq2yWq1yd3dXVFSULBaLPD09i00Fi5Kpdu3a2rRpk5599llVq1ZNgwcPNrsk/Il27drp/PnzevvttyVJTz31FAeDJdjNQw4LCwsVHh6uxYsXS2JYb0nh4OCgoqIilStXTq+//nqxsLV8+XLVqlXLxOrwr/To0UMWi0WjR4+Wg4OD+vXrp/Llyys0NFSvvPKKJEbdAEbjGjATFBYWysHBQRaLpdjBBQcaJduBAwfUqFEjDRkyRP/4xz8k8aVVUt28Lf3v675Qcv3222+Kj4/XyJEjJbF9melOPvtz586pf//+qlq1qubPny+J77GSLC4uTqNHj9brr7+up59+2vb8zfdpA2CMUhNuXHSEv8XFixfl4uLyp19CRUVFKlWq1C3hS2K4htn+6sDhwoUL8vX11bRp02ztOTg03r59+5SdnS0vL6/b9tn/fo4+MteOHTvk7u4uZ2fnv2xbuXJl2/VDhC9z3cn3UWFhoc6fP2/bJ9JnJVutWrUUEBCgqVOnymKxaNWqVerQoQN9BpiAre5vNGLECDVt2lSZmZm2gCUVvxDZwcHB9pjAZb6RI0fqu+++k6RifXazG8/VqlXLdn8bJtwwR//+/TV69Gi1bdvWNoRX+ueNYKV/Xq8C833wwQcKCQlRfHx8sfvk/e/+uV1/cVBojkceeURz586VdPt+ueHGcMQbs8ISvu4OoaGhmjx5st56663b3twcgDHYW/5NblygfPbsWUVEROjkyZO2A0GLxaLff/9dy5Ytk0TwKin279+vr7/+Wm+88Yaio6MlFZ8QICsrS1euXLltMONAw3gTJ05UTk6O4uLi9M033ygxMVG5ubmSrl9DdPDgQdsv8fRPyVC7dm1Vq1ZNmzZt0qpVq3Tp0iVJ1/snKSmJ/iphDhw4oISEBHl6ekoq/oOhJF2+fFnS7c/+04d3jx49eujQoUPq1q2b2aUA9yyGIP4NbnwZubm5qX379ioqKtL777+vp59+Wvv27VPVqlX/X3v3HlR1nf9x/HnOAbkKHOQmlqhIiAHKgoKSKVFarOasl4hhZcVNcbyMubGpmxsOioFujjbjjq0XoGLT3cxttRJIs93Q9dI2pCyreS9H85ICKgIH/P3Bj7NS1ratnS8ur8d/8j1n5jPzns/x8/p+blRWVrJ27VrCwsIIDg42uskCBAQE0NjYyLhx41i2bBm+vr7cf//9mM1mGhoaWLVqFWfPniU6OhpQcDZaZWUlwcHBJCYm8vrrr1NWVkZxcTE2m42BAwfi7OxMVlYWXl5e7U7PE+O0vZTq3bs3u3btwtvbm7179xIUFETXrl1Vrw4mICCAuLg4cnNz8fT0JDo62v5S6ssvvyQjI4PIyEgCAwO11+su5+rqanQTRDo1vbK6A9pmSGpqati4cSMFBQUkJCQQGBjIjBkzAIiJiSEuLo76+nqDWyvQumStpaWFw4cPY7FYWLFiBUuXLmXUqFH89re/pUuXLlitVvbv3w8ofHUEfn5+fPTRR0ycOJFXX32Vbdu2sXLlSkpKSnjllVfo1q0bhYWFNDU10dTUZHRzhdZ+dvr0aWbOnMn48eOZNWsWeXl5AKpXB5WSksKSJUsoKChg06ZNQOsMs5+fH0OHDmX27NnU1dXpN1FE5L+gGbD/wrPPPkttbS39+/fHZDLRq1cvDh06RFJSEjt37uTo0aN4eXmRnp6Op6cnLi4u9OnTB09PT6Ob3ml99tlndOnShS5dumAymXBycqKlpYWUlBS2bt3K7t27GTt2LAMHDiQ2NpbS0lLi4+NxdXXVgMMAGRkZVFdXM2zYMCIjI4mKiqJbt264uLgwceJEevbsibe3N/v27eOxxx7Dzc2NmJgY3N3djW56p7RmzRqOHj3KxYsX6dWrF15eXlRXV3PPPffwxz/+kZMnTxIbG4uHh4f9uerV8bQd1pCTk4Ovry+RkZEAPPDAA0Dr0lJd3isi8v3pbObvqW3/0J/+9CdsNhupqancvHmTU6dOERwcTHh4OCdPnuTnP/85+fn5LFq0iPj4eKOb3alNmTKFy5cvc+bMGUpKSggLC8PT05N169axZcsWrl27RklJCdOnT6dXr14MHz6cVatWGd3sTuvKlSscPXqUsrIyvL29mTlzJhEREZjNZioqKjh06BB9+/Zl06ZN9O/fH2g9RU+M8bOf/Ywvv/ySoKAgzGYzjY2NjBw5EovFwoMPPki/fv2oqqqiqKiI8+fP4+bmpkF8B5aSkgLA/PnzsdlspKenAzB58mQDWyUi8r9BM655ANQAAA+tSURBVGDf01f3D/n4+BAZGcn9999PU1MT69evx8nJibFjxzJixAijm9vpZWZmcvXqVTZv3swnn3xCdXU1ycnJ9O7dm3fffZezZ8+yfft2IiIiSEpKIiEhwegmd3qurq60tLQwZMgQVq9eTUtLC/Hx8Tg7O1NeXk5paSkvvfQSISEhrFixwujmdmrLly+nqqqKt99+m0cffZTdu3fzxRdfMGLECIYMGcKVK1d4+eWXcXJyYuDAgTp97S7RNhPWtmy0vLycYcOGGdwqEZG7ny5i/h6am5sxmUxkZmYyevRo/P39mTt3Lv7+/owZM4bZs2cD0NjYaL/7RhuWjXP+/HlefPFFXnjhBcxmM8899xwHDx7E29ubzMxMTCYTI0aMwGQytbu0V8cqG6etDvn5+QQHB/Pwww+TnJyMxWIhNTWVX/3qV5w8eZLLly/bB/Oql3H27dtHTU0NjzzyCAAVFRWsXLmSoqIiPDw87J9raGjAxcXFqGbK9/T222/z1FNPUVxcrJPzRETuAI1W/gOfffYZ9fX1WCwWzGYzEyZMwGw2M2LECIKDg9m7dy8+Pj72z9968ajCl3ECAgLIy8vDbDazd+9e3njjDfLy8oiPj+fll1+ma9euXwtfoGOVjXDixAmuXr1qr8OECRP45z//SXBwMNHR0fY9fBaLhdDQUHv40qXYxsjNzeX48eMMHjyYhx56yP73Ll26cOnSJXv42rVrF4DC111Kx5aLiNxZ2gP2Hf0n+4f69OlDYmKi0U3u9BYvXoyzszOBgYFkZmYCEBsby/79+/Hy8iIqKopjx46xc+dO4uLi2oUvcbzMzEwuXLjAxYsX+fWvf01KSgrOzs588sknjB8/nrq6Onbt2kVycjJRUVH2PSqgFxxGmDZtGkeOHOGZZ54BWk/Ka5uF9PHxoXv37gCkpqYSFRWlpdh3OW9vb6ObICLyP0OvjL+DzMxM6urq2LJlC/Hx8RQVFQGQlJSEm5sbFy5coLy8nNGjR7N161aFrw4gKyuLffv2ERERQXZ2Nh9//DEATk5O7U6hPH36dLtZSzHG9OnTqa2tZdu2bUyaNIkXX3yRuro6QkJCSEhIoLa2lj//+c/ExMTw97//vV34Esf7+OOP+fzzz9m1axceHh4cO3aM2tpa6urqALBarZw4cYKkpCTc3d1ZuHChwS0WERHpOBTA/o3z588TGBhovw/Fy8uLgwcPMmnSJHbu3El6ejrbt2/H2dkZm81mv1C0paXFyGZ3aq+99hrnz59n69atjB07lnHjxnHmzBl27Nhh/0xtbS2PP/44vr6+TJs2zcDWyuXLl/H09GTlypUAzJw5Ez8/P3bv3g3A3LlzKSsrw9XVlcbGRnr16gWojxmpbZYLWo+enzp1KhkZGSxevJjKykrc3d3Zv38/4eHhFBYWAqqXiIhIGwWwb3Hx4kUCAgJYsmSJ9g/dRYYOHcrGjRsB2LBhA6+//jqffvopTz/9NEuXLsVsNvPRRx8RExPD2rVrAQ0OjWS1WsnOziYoKMh+Ia/JZOL06dMAeHh40NDQALTfV6k+Zpzo6GguXLjAnDlzeO+993jjjTeYN28eXl5e7NixA3d3d0pLS1mzZg2gA1JERERupU0v3+AXv/gFAwcOJCMjwx6s4uLitH/oLtCnTx8A6uvr8fb25tixYwQGBvLYY4+RnJxMWloaDzzwAElJSYAGh0Z54YUX8Pf3x2q1Mn78eKD1MA2A0NBQvLy8gNYZsfT0dIYOHWpYWwVeeukl+vTpg8lk4sc//jHPP/88q1ev5vr16/j6+jJkyBBOnz5tn2lW/xIREbk9/a94G9OmTePzzz8nIyOj3d8tFku7I5W1f6hjc3Nz4yc/+Yn9ct5+/foxePBgLBYLzs7O9s9pcOh4s2bNYs+ePfTs2ZPc3FzmzZtHbW2t/TCN4OBgPv30UyZPnsyVK1cUvgw2ffp0SktLqaurY/bs2RQUFJCYmMi4ceP44osvyMnJAWDLli34+/sD/zoYRf1LRESkPU3bfEVRURFbtmyhsrISgB07duDq6kpDQwMPPfQQJpOJ2tpa0tPTCQoK0v6hDuDw4cOEh4ff9tmtg7+0tDS6detGz549HdU0uY1Tp05x+PBhNm3ahK+vL76+viQlJWG1Wpk3bx4mk4mGhgZycnLIzs5m2bJlgO7SM8o//vEPjh49yrvvvouzszN+fn48+uijWK1Wpk2bRlRUFPPmzWPq1Km4uLjYL+1VvURERG7PsmjRokVGN6IjaWxspGvXrlRXV/POO+9QWFhITU0NixcvxmKxMGTIEHbv3k1DQwMrVqwAWpfYaKBhjClTplBeXs6ECRO+ccB39uxZcnJyaG5uZv369YAGh0a6efMme/bsITQ0lB49euDh4UFVVRUffPABNpuN+Ph43NzccHd35ze/+Q2gZWxGunr1Kn/9618ZOXIk7u7uODk5ce7cOYqLi/Hz8+Phhx8mLS2NkSNHMnHiRED1EhER+Tamm22bLsRu3759bNiwgb/85S+8//77BAYGUllZyZQpUygtLcXLy8t+GIAGGsbJysqivr6eV1555d9+trq6moiICEA16wief/55Dh8+jL+/P/v27WPhwoX07duXRYsWUVxcjJOTk32ZqOplvMzMTM6fP09iYiKbN28mPz8fFxcXtmzZwvLly7FYLPYXGnq5ISIi8u20BPEWbQO9wYMH4+7uTnZ2tn3/UEhICD179sRkMukktg7ggw8+YO3atRw8eBCAkpISTp48idVqJSEhgR/96EcA/O53vyM6OpqEhASgdXComhmnrY/l5uZSWlpKc3Mzo0aNYsyYMZw+fRoXF5d24QvUx4zU3NyMxWKhsLCQwsJCXFxc+OUvf8kjjzzCgQMHuHr16tcOIFL4EhER+XadPoBdvHgRHx8fnJycMJvN9re3kZGR3Do5OGPGDAICAujWrZuBrZU2w4cPp6CggMmTJ5OUlMSHH37IlClT+PDDDzl+/DgBAQEEBARw33332cMXaHBohDVr1vDggw/Sv39/zGazPYSNGjWq3edmzJhB796924UvcbwbN27g6uoKtB481BbCMjMz231u0aJF9lllERER+e469R6wOXPmsHbtWqqqqrj33nvx8/PDZDLZQ5jJZOLKlSs888wzAKxbtw7QEhsjjRkzhitXrjBo0CASExOpra1l06ZNbN68meTkZOLj41m5ciWDBg2id+/e9kt7VTNjTJ06lSVLljBgwABiY2MBvrZU7fr16xQXF3Pu3Dn1MYM9++yzbNy4kRMnTtCvXz/c3NzsM5BtNamrq2PVqlXU1NTY7/lSvURERL67Tru25+mnn+bMmTMsX76cI0eOcOLECfuzWwcSPj4+TJ48mQ0bNgA6cMNIVVVVbN++3X7MNUB2djY7d+6kd+/eAHTv3h0vLy+uX7/e7ruqmeNlZWVhsVgoLS1l9erVHDp0qN3ztpq4ubkxadIkXnvtNUB9zChZWVkcP36crKws1q9fz/79+9s9b6tJ165dycjIUL1ERES+p045A3b58mX+8Ic/kJ+fT79+/fjb3/5GRUUFx44d48KFC/ZlNWvXrsXb25uoqChA+4eMFhAQQFxcHLm5uXh6ehIdHQ2Ap6cn0HqC5ZNPPomPj4991lKMsXHjRioqKvj9739PaGgohw8fBmDAgAHtBuzr1q2joaHBHqDVx4xRVlZGeXk5b731Fvfeey9VVVWcOnWK2tpaWlpa7Hth161bh6enJyEhIYDqJSIi8n10yv85rVYrISEhjBgxgjlz5lBUVMSTTz5JS0sL27Zto6KigoaGBqxWK3379rV/T295jZeSksKSJUsoKChg06ZN9r/X19dTUlKCu7s7RUVFAOiAT+M88cQTbNu2zf7vsLAwVq1ahc1ms++1bGpqIiwsrN0ly+pjxhg5ciRvvfUWAIWFhbz66qtER0fz/vvvs2HDBk6dOsWNGzfw8fHhvvvus39P9RIREfnPdaoZsDFjxlBbW0tcXBzJycncc889XLp0iblz5/L4448zYMAAysrK6NGjB5GRkfTv3x/Q/oaOJiwsjJCQEHJycvD19SUyMhJnZ2ciIiJ0D5HBRo8ezdWrV4mLi+PmzZv2OgwaNIj33nuPI0eOMHz4cKD1gAft0TPWrb+J0BqogoKCmDlzJsOGDSMmJobVq1cTGxtLaGiofhNFRETugE4zQm3bP9R2iqHJZOKJJ54gPDycN998k2vXruHl5cXZs2e5cOFCu+9qoNHxpKSkkJ+fT15eHiUlJQD2k9sUvoxRVVVFaWkpVqsVaO03ZrOZ5uZmANLS0jh37pz92a3Uxxzvq7+JZrMZm81G9+7d6dGjBwDBwcF4enpqT6WIiMgd1GlmwL5p/5C3tzcHDhxg2bJlvPnmm3h7e7N06VKDWyvfRdtMWF5eHiaTibKyMoYNG6bBoUFu18faamEymfDz82PWrFmEh4cTHh5ucGvldvW69cXFjRs3SEtLw8fHh+zsbANbKiIi8r+lU90DlpKSAsD8+fNxcnIiNTWVXr16sWDBAvbs2YPNZiM1NRXQLMrdIiUlhZs3b/LUU09RXFxsdHM6vdv1sbaZFX9/fw4cOEDPnj0NbqW0uV29oPWgoo0bN+Lp6UlhYSGgZYciIiJ3iulmJzyp4J133mH+/PksWLCAtLS0rz1X+Lr71NTU4O3tbXQz5P+19bHnnnvOPqi32Ww4ObW+81Ef61huV69b+5TqJSIicud0qhmwNre+9W1paSE9Pd3+TMcq350UvjqWW/uYzWYjPT3dHr7UxzqeW+vV1NTET3/6U4UvERGRH0inDGDwrwHHwoULuXbtGpcuXWLBggVaYiNyh6iP3V1urdf169ft9VL4EhERubM6bQAD7R8S+aGpj91dVC8REZEfXqfcA/ZV2j8k8sNSH7u7qF4iIiI/HAUwERERERERB9HifhEREREREQdRABMREREREXEQBTAREREREREHUQATERERERFxEAUwERERERERB1EAExERERERcRAFMBEREREREQdRABMREREREXEQBTAREREREREHUQATERERERFxEAUwERERERERB1EAExERERERcRAFMBEREREREQdRABMREREREXEQBTAREREREREHUQATERERERFxEAUwERERERERB1EAExERERERcRAFMBEREREREQdRABMREREREXEQBTAREREREREHUQATERERERFxEAUwERERERERB1EAExERERERcRAFMBEREREREQdRABMREREREXEQBTAREREREREHUQATERERERFxEAUwERERERERB1EAExERERERcRAFMBEREREREQdRABMREREREXEQBTAREREREREH+T9ypjMv1R/9kQAAAABJRU5ErkJggg==\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>Date Type</h2>\n",
+       "                <span>date</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2016-09-10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2015-08-10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2014-06-24</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2013-06-24</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2012-05-10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2011-04-10</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>timestamp</h2>\n",
+       "                <span>date</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">2014-06-24 00:00:00</td>\n",
+       "                    <td style=\"padding: 0.2em;\">6</td>\n",
+       "                    <td style=\"padding: 0.2em;\">85.71%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>Cybertronian</h2>\n",
+       "                <span>categorical</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        6\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        1\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">True</td>\n",
+       "                    <td style=\"padding: 0.2em;\">6</td>\n",
+       "                    <td style=\"padding: 0.2em;\">85.71%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">1</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img src=\"data:image/jpeg;base64,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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img 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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>\n",
+       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
+       "    <div class=\"info\" style=\"overflow: auto;\">\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            <div>\n",
+       "                <h2>NullType</h2>\n",
+       "                <span>null</span>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> 0</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"> </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
+       "                    <td style=\"padding: 0.2em;\"></td>\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            <div>\n",
+       "                <h3>\n",
+       "                    Datatypes\n",
+       "                </h3>\n",
+       "            </div>\n",
+       "            <table>\n",
+       "                <tbody>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        String\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Integer\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Decimal\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Bool\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Date\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        \n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Missing\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        Null\n",
+       "                    </td>\n",
+       "                    <td style=\"padding: 0.2em;\">\n",
+       "                        7\n",
+       "                    </td>\n",
+       "\n",
+       "                </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "            \n",
+       "\n",
+       "        </div>\n",
+       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
+       "            \n",
+       "            <h3>Frequency</h3>\n",
+       "            <table>\n",
+       "\n",
+       "                <tr>\n",
+       "                    <th>Value</th>\n",
+       "                    <th>Count</th>\n",
+       "                    <th>Frequency (%)</th>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">None</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                    <td style=\"padding: 0.2em;\">100.0%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "                \n",
+       "                <tr>\n",
+       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
+       "                    <td style=\"padding: 0.2em;\">7</td>\n",
+       "                    <td style=\"padding: 0.2em;\">%</td>\n",
+       "                </tr>\n",
+       "\n",
+       "            </table>\n",
+       "            \n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "    </div>\n",
+       "    <table>\n",
+       "        \n",
+       "        <tr>\n",
+       "            <td style=\"padding: 0em;\">\n",
+       "                <div>\n",
+       "                    <img src=\"data:image/jpeg;base64,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\">\n",
+       "                </div>\n",
+       "\n",
+       "            </td>\n",
+       "\n",
+       "        </tr>\n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "        \n",
+       "\n",
+       "    </table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:run() executed in 68.73 sec\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<optimus.profiler.profiler.Profiler at 0x24242023b70>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "op.profiler.run(source_df, \"*\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'height(ft)': {'range': {'max': 300, 'min': -28}}}"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "source_df.cols.range(\"height(ft)\")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/tests/creator/creator-profiler.py b/tests/creator/creator-profiler.py
index f1b0e7b6..4419feec 100644
--- a/tests/creator/creator-profiler.py
+++ b/tests/creator/creator-profiler.py
@@ -151,4 +151,10 @@ def func(col_name, attrs):
 import json
 json.dumps("{'name'=a'a}")
 
+from optimus.profiler.profiler import Profiler
+
+op.profiler.run(source_df, "*")
+
+source_df.cols.range("height(ft)")
+
 
diff --git a/tests/creator/creator.ipynb b/tests/creator/creator.ipynb
index 6e960570..4f4dcc75 100644
--- a/tests/creator/creator.ipynb
+++ b/tests/creator/creator.ipynb
@@ -2329,7 +2329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2342,7 +2342,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5694,7 +5694,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5759,7 +5759,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5768,7 +5768,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -6896,7 +6896,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -6917,12 +6917,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "['{\"names\": \"int\"}']\n",
       "{'names': {'mismatch': 6, 'int': 1, 'null': 0, 'missing': 0}}\n"
      ]
     }
    ],
    "source": [
-    "t.create(mismatch_df, \"cols.count_mismatch\", None, \"dict\", None, m)"
+    "t.create(mismatch_df, \"cols.count_mismatch\", None, \"dict\", None, {\"names\":\"int\"})"
    ]
   },
   {
@@ -6934,14 +6935,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Creating file ../test_df_cols.py\n",
+      "Creating file ../test_df_rows.py\n",
       "Done\n"
      ]
     }
@@ -6959,9 +6960,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 83,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_cols_unnest_string_multi_index() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_cols_unnest_string_multi_index()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'date arrival'\", \"'/'\"]\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "'missing_columns' must be 'words', 'num', 'animals', 'thing', 'second', 'filter', received 'date arrival'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-83-422a78ee4e78>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"cols.unnest\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"string_multi_index\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"df\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdate_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"/\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msplits\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\test.py\u001b[0m in \u001b[0;36mcreate\u001b[1;34m(self, obj, method, suffix, output, additional_method, *args, **kwargs)\u001b[0m\n\u001b[0;32m    217\u001b[0m                 \u001b[0mdf_func\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    218\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 219\u001b[1;33m             \u001b[0mdf_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    220\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    221\u001b[0m         \u001b[1;31m# Additional Methods\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     47\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     48\u001b[0m             \u001b[0mstart_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtimeit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_timer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 49\u001b[1;33m             \u001b[0mf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     50\u001b[0m             \u001b[0m_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mround\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_timer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mstart_time\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     51\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mlog_time\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\dataframe\\columns.py\u001b[0m in \u001b[0;36munnest\u001b[1;34m(input_cols, separator, splits, index, output_cols)\u001b[0m\n\u001b[0;32m   1571\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1572\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1573\u001b[1;33m         \u001b[0minput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1574\u001b[0m         \u001b[0moutput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_output_cols\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1575\u001b[0m         \u001b[0mfinal_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    140\u001b[0m     \u001b[1;31m# Check for missing columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    141\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0maccepts_missing_cols\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 142\u001b[1;33m         \u001b[0mcheck_for_missing_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    143\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    144\u001b[0m     \u001b[1;31m# Filter by column data type\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_for_missing_columns\u001b[1;34m(df, col_names)\u001b[0m\n\u001b[0;32m    242\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    243\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 244\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    245\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    246\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values)\u001b[0m\n\u001b[0;32m     76\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     77\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var)))\n\u001b[0m\u001b[0;32m     79\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: 'missing_columns' must be 'words', 'num', 'animals', 'thing', 'second', 'filter', received 'date arrival'"
+     ]
+    }
+   ],
    "source": [
     "t.create(None, \"cols.unnest\", \"string_multi_index\", \"df\", None, date_col, \"/\", splits=3, index=2)"
    ]
@@ -7313,234 +7353,2598 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "from pyspark.sql.types import *\n",
-    "from datetime import date, datetime\n",
-    "\n",
-    "\n",
-    "cols = [\n",
-    "        (\"names\", \"str\"),\n",
-    "        (\"height(ft)\", ShortType()),\n",
-    "        (\"function\", \"str\"),\n",
-    "        (\"rank\", ByteType()),\n",
-    "        (\"age\", \"int\"),\n",
-    "        (\"weight(t)\", \"float\"),\n",
-    "        \"japanese name\",\n",
-    "        \"last position seen\",\n",
-    "        \"date arrival\",\n",
-    "        \"last date seen\",\n",
-    "        (\"attributes\", ArrayType(FloatType())),\n",
-    "        (\"Date Type\", DateType()),\n",
-    "        (\"timestamp\", TimestampType()),\n",
-    "        (\"Cybertronian\", BooleanType()),\n",
-    "        (\"function(binary)\", BinaryType()),\n",
-    "        (\"NullType\", NullType())\n",
-    "\n",
-    "    ]\n",
-    "\n",
-    "rows = [\n",
-    "        (\"Optim'us\", -28, \"Leader\", 10, 5000000, 4.30, [\"Inochi\", \"Convoy\"], \"19.442735,-99.201111\", \"1980/04/10\",\n",
-    "         \"2016/09/10\", [8.5344, 4300.0], date(2016, 9, 10), datetime(2014, 6, 24), True, bytearray(\"Leader\", \"utf-8\"),\n",
-    "         None),\n",
-    "        (\"bumbl#ebéé  \", 17, \"Espionage\", 7, 5000000, 2.0, [\"Bumble\", \"Goldback\"], \"10.642707,-71.612534\", \"1980/04/10\",\n",
-    "         \"2015/08/10\", [5.334, 2000.0], date(2015, 8, 10), datetime(2014, 6, 24), True, bytearray(\"Espionage\", \"utf-8\"),\n",
-    "         None),\n",
-    "        (\"ironhide&\", 26, \"Security\", 7, 5000000, 4.0, [\"Roadbuster\"], \"37.789563,-122.400356\", \"1980/04/10\",\n",
-    "         \"2014/07/10\", [7.9248, 4000.0], date(2014, 6, 24), datetime(2014, 6, 24), True, bytearray(\"Security\", \"utf-8\"),\n",
-    "         None),\n",
-    "        (\"Jazz\", 13, \"First Lieutenant\", 8, 5000000, 1.80, [\"Meister\"], \"33.670666,-117.841553\", \"1980/04/10\",\n",
-    "         \"2013/06/10\", [3.9624, 1800.0], date(2013, 6, 24), datetime(2014, 6, 24), True,\n",
-    "         bytearray(\"First Lieutenant\", \"utf-8\"), None),\n",
-    "        (\"Megatron\", None, \"None\", 10, 5000000, 5.70, [\"Megatron\"], None, \"1980/04/10\", \"2012/05/10\", [None, 5700.0],\n",
-    "         date(2012, 5, 10), datetime(2014, 6, 24), True, bytearray(\"None\", \"utf-8\"), None),\n",
-    "        (\"Metroplex_)^$\", 300, \"Battle Station\", 8, 5000000, None, [\"Metroflex\"], None, \"1980/04/10\", \"2011/04/10\",\n",
-    "         [91.44, None], date(2011, 4, 10), datetime(2014, 6, 24), True, bytearray(\"Battle Station\", \"utf-8\"), None),\n",
-    "        (None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None),\n",
-    "\n",
-    "    ]\n",
-    "source_df = op.create.df(cols ,rows)\n",
-    "source_df.table()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t = Test(op, source_df, \"df_outliers\", imports=[\"from pyspark.ml.linalg import Vectors, VectorUDT, DenseVector\",\n",
-    "                                        \"import numpy as np\",\n",
-    "                                        \"nan = np.nan\",\n",
-    "                                        \"import datetime\",\n",
-    "                                        \"from pyspark.sql import functions as F\"], path = \"df_outliers\", final_path=\"..\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from pyspark.sql import functions as F\n",
-    "\n",
-    "\n",
-    "def func(col_name, attrs):\n",
-    "    return F.col(col_name) * 2\n",
-    "\n",
-    "numeric_col = \"height(ft)\"\n",
-    "numeric_col_B = \"rank\"\n",
-    "numeric_col_C = \"rank\"\n",
-    "string_col = \"function\"\n",
-    "date_col = \"date arrival\"\n",
-    "date_col_B = \"last date seen\"\n",
-    "new_col = \"new col\"\n",
-    "array_col = \"attributes\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Tukey"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"df\",\"select\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "source_df.outliers.tukey(numeric_col).drop()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"df\",\"drop\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"json\", \"whiskers\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"json\", \"count\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"json\", \"non_outliers_count\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.tukey\", None, \"json\", \"info\", numeric_col)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.run()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Zscore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "threshold = 0.5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.z_score\", None, \"df\",\"select\", numeric_col, threshold)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "source_df.outliers.z_score('height(ft)',0.5).select()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.z_score\", None, \"df\",\"drop\", numeric_col, threshold)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.z_score\", None, \"json\", \"count\", numeric_col, threshold)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 86,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "t.create(None, \"outliers.z_score\", None, \"json\", \"non_outliers_count\", numeric_col, threshold)"
-   ]
-  },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 7 of 7 rows / 16 columns</div>\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
+       "\n",
+       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
+       "    <thead style=\"border-bottom: 1px solid black;\">\n",
+       "    <tr>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Date Type</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "    </tr>\n",
+       "\n",
+       "    </thead>\n",
+       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Optim'us\">\n",
+       "                \n",
+       "                Optim'us\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"-28\">\n",
+       "                \n",
+       "                -28\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
+       "                \n",
+       "                Leader\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
+       "                \n",
+       "                10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
+       "                \n",
+       "                4.300000190734863\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
+       "                \n",
+       "                ['Inochi',&#8901;'Convoy']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
+       "                \n",
+       "                19.442735,-99.201111\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
+       "                \n",
+       "                2016/09/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
+       "                \n",
+       "                [8.53439998626709,&#8901;4300.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
+       "                \n",
+       "                2016-09-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
+       "                \n",
+       "                bytearray(b'Leader')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
+       "                \n",
+       "                bumbl#ebéé&#8901;&#8901;\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
+       "                \n",
+       "                17\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
+       "                \n",
+       "                Espionage\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
+       "                \n",
+       "                7\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
+       "                \n",
+       "                2.0\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
+       "                \n",
+       "                ['Bumble',&#8901;'Goldback']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
+       "                \n",
+       "                10.642707,-71.612534\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
+       "                \n",
+       "                2015/08/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
+       "                \n",
+       "                [5.334000110626221,&#8901;2000.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
+       "                \n",
+       "                2015-08-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
+       "                \n",
+       "                bytearray(b'Espionage')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
+       "                \n",
+       "                ironhide&\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
+       "                \n",
+       "                26\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
+       "                \n",
+       "                Security\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
+       "                \n",
+       "                7\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
+       "                \n",
+       "                4.0\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
+       "                \n",
+       "                ['Roadbuster']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
+       "                \n",
+       "                37.789563,-122.400356\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
+       "                \n",
+       "                2014/07/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
+       "                \n",
+       "                [7.924799919128418,&#8901;4000.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
+       "                \n",
+       "                2014-06-24\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
+       "                \n",
+       "                bytearray(b'Security')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Jazz\">\n",
+       "                \n",
+       "                Jazz\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
+       "                \n",
+       "                13\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
+       "                \n",
+       "                First&#8901;Lieutenant\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
+       "                \n",
+       "                8\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
+       "                \n",
+       "                1.7999999523162842\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
+       "                \n",
+       "                ['Meister']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
+       "                \n",
+       "                33.670666,-117.841553\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
+       "                \n",
+       "                2013/06/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
+       "                \n",
+       "                [3.962399959564209,&#8901;1800.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
+       "                \n",
+       "                2013-06-24\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
+       "                \n",
+       "                bytearray(b'First&#8901;Lieutenant')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
+       "                \n",
+       "                Megatron\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
+       "                \n",
+       "                10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
+       "                \n",
+       "                5.699999809265137\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
+       "                \n",
+       "                ['Megatron']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
+       "                \n",
+       "                2012/05/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
+       "                \n",
+       "                [None,&#8901;5700.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
+       "                \n",
+       "                2012-05-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
+       "                \n",
+       "                bytearray(b'None')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Metroplex_)^$\">\n",
+       "                \n",
+       "                Metroplex_)^$\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
+       "                \n",
+       "                300\n",
+       "                 \n",
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+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
+       "                \n",
+       "                Battle&#8901;Station\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
+       "                \n",
+       "                8\n",
+       "                 \n",
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+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
+       "                \n",
+       "                ['Metroflex']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
+       "                \n",
+       "                2011/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
+       "                \n",
+       "                [91.44000244140625,&#8901;None]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
+       "                \n",
+       "                2011-04-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
+       "                \n",
+       "                bytearray(b'Battle&#8901;Station')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
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+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    </tbody>\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 7 of 7 rows / 16 columns</div>\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from pyspark.sql.types import *\n",
+    "from datetime import date, datetime\n",
+    "\n",
+    "\n",
+    "cols = [\n",
+    "        (\"names\", \"str\"),\n",
+    "        (\"height(ft)\", ShortType()),\n",
+    "        (\"function\", \"str\"),\n",
+    "        (\"rank\", ByteType()),\n",
+    "        (\"age\", \"int\"),\n",
+    "        (\"weight(t)\", \"float\"),\n",
+    "        \"japanese name\",\n",
+    "        \"last position seen\",\n",
+    "        \"date arrival\",\n",
+    "        \"last date seen\",\n",
+    "        (\"attributes\", ArrayType(FloatType())),\n",
+    "        (\"Date Type\", DateType()),\n",
+    "        (\"timestamp\", TimestampType()),\n",
+    "        (\"Cybertronian\", BooleanType()),\n",
+    "        (\"function(binary)\", BinaryType()),\n",
+    "        (\"NullType\", NullType())\n",
+    "\n",
+    "    ]\n",
+    "\n",
+    "rows = [\n",
+    "        (\"Optim'us\", -28, \"Leader\", 10, 5000000, 4.30, [\"Inochi\", \"Convoy\"], \"19.442735,-99.201111\", \"1980/04/10\",\n",
+    "         \"2016/09/10\", [8.5344, 4300.0], date(2016, 9, 10), datetime(2014, 6, 24), True, bytearray(\"Leader\", \"utf-8\"),\n",
+    "         None),\n",
+    "        (\"bumbl#ebéé  \", 17, \"Espionage\", 7, 5000000, 2.0, [\"Bumble\", \"Goldback\"], \"10.642707,-71.612534\", \"1980/04/10\",\n",
+    "         \"2015/08/10\", [5.334, 2000.0], date(2015, 8, 10), datetime(2014, 6, 24), True, bytearray(\"Espionage\", \"utf-8\"),\n",
+    "         None),\n",
+    "        (\"ironhide&\", 26, \"Security\", 7, 5000000, 4.0, [\"Roadbuster\"], \"37.789563,-122.400356\", \"1980/04/10\",\n",
+    "         \"2014/07/10\", [7.9248, 4000.0], date(2014, 6, 24), datetime(2014, 6, 24), True, bytearray(\"Security\", \"utf-8\"),\n",
+    "         None),\n",
+    "        (\"Jazz\", 13, \"First Lieutenant\", 8, 5000000, 1.80, [\"Meister\"], \"33.670666,-117.841553\", \"1980/04/10\",\n",
+    "         \"2013/06/10\", [3.9624, 1800.0], date(2013, 6, 24), datetime(2014, 6, 24), True,\n",
+    "         bytearray(\"First Lieutenant\", \"utf-8\"), None),\n",
+    "        (\"Megatron\", None, \"None\", 10, 5000000, 5.70, [\"Megatron\"], None, \"1980/04/10\", \"2012/05/10\", [None, 5700.0],\n",
+    "         date(2012, 5, 10), datetime(2014, 6, 24), True, bytearray(\"None\", \"utf-8\"), None),\n",
+    "        (\"Metroplex_)^$\", 300, \"Battle Station\", 8, 5000000, None, [\"Metroflex\"], None, \"1980/04/10\", \"2011/04/10\",\n",
+    "         [91.44, None], date(2011, 4, 10), datetime(2014, 6, 24), True, bytearray(\"Battle Station\", \"utf-8\"), None),\n",
+    "        (None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None),\n",
+    "\n",
+    "    ]\n",
+    "source_df = op.create.df(cols ,rows)\n",
+    "source_df.table()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = Test(op, source_df, \"df_outliers\", imports=[\"from pyspark.ml.linalg import Vectors, VectorUDT, DenseVector\",\n",
+    "                                        \"import numpy as np\",\n",
+    "                                        \"nan = np.nan\",\n",
+    "                                        \"import datetime\",\n",
+    "                                        \"from pyspark.sql import functions as F\"], path = \"df_outliers\", final_path=\"..\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pyspark.sql import functions as F\n",
+    "\n",
+    "\n",
+    "def func(col_name, attrs):\n",
+    "    return F.col(col_name) * 2\n",
+    "\n",
+    "numeric_col = \"height(ft)\"\n",
+    "numeric_col_B = \"rank\"\n",
+    "numeric_col_C = \"rank\"\n",
+    "string_col = \"function\"\n",
+    "date_col = \"date arrival\"\n",
+    "date_col_B = \"last date seen\"\n",
+    "new_col = \"new col\"\n",
+    "array_col = \"attributes\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 7 of 7 rows / 16 columns</div>\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
+       "\n",
+       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
+       "    <thead style=\"border-bottom: 1px solid black;\">\n",
+       "    <tr>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Date Type</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "        <th style=\"font-family: sans-serif;\">\n",
+       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
+       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
+       "                \n",
+       "                nullable\n",
+       "                \n",
+       "            </div>\n",
+       "        </th>\n",
+       "        \n",
+       "    </tr>\n",
+       "\n",
+       "    </thead>\n",
+       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Optim'us\">\n",
+       "                \n",
+       "                Optim'us\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"-28\">\n",
+       "                \n",
+       "                -28\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
+       "                \n",
+       "                Leader\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
+       "                \n",
+       "                10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
+       "                \n",
+       "                4.300000190734863\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
+       "                \n",
+       "                ['Inochi',&#8901;'Convoy']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
+       "                \n",
+       "                19.442735,-99.201111\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
+       "                \n",
+       "                2016/09/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
+       "                \n",
+       "                [8.53439998626709,&#8901;4300.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
+       "                \n",
+       "                2016-09-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
+       "                \n",
+       "                bytearray(b'Leader')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
+       "                \n",
+       "                bumbl#ebéé&#8901;&#8901;\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
+       "                \n",
+       "                17\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
+       "                \n",
+       "                Espionage\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
+       "                \n",
+       "                7\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
+       "                \n",
+       "                2.0\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
+       "                \n",
+       "                ['Bumble',&#8901;'Goldback']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
+       "                \n",
+       "                10.642707,-71.612534\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
+       "                \n",
+       "                2015/08/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
+       "                \n",
+       "                [5.334000110626221,&#8901;2000.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
+       "                \n",
+       "                2015-08-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
+       "                \n",
+       "                bytearray(b'Espionage')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
+       "                \n",
+       "                ironhide&\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
+       "                \n",
+       "                26\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
+       "                \n",
+       "                Security\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
+       "                \n",
+       "                7\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
+       "                \n",
+       "                4.0\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
+       "                \n",
+       "                ['Roadbuster']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
+       "                \n",
+       "                37.789563,-122.400356\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
+       "                \n",
+       "                2014/07/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
+       "                \n",
+       "                [7.924799919128418,&#8901;4000.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
+       "                \n",
+       "                2014-06-24\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
+       "                \n",
+       "                bytearray(b'Security')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Jazz\">\n",
+       "                \n",
+       "                Jazz\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
+       "                \n",
+       "                13\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
+       "                \n",
+       "                First&#8901;Lieutenant\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
+       "                \n",
+       "                8\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
+       "                \n",
+       "                1.7999999523162842\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
+       "                \n",
+       "                ['Meister']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
+       "                \n",
+       "                33.670666,-117.841553\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
+       "                \n",
+       "                2013/06/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
+       "                \n",
+       "                [3.962399959564209,&#8901;1800.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
+       "                \n",
+       "                2013-06-24\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
+       "                \n",
+       "                bytearray(b'First&#8901;Lieutenant')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
+       "                \n",
+       "                Megatron\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
+       "                \n",
+       "                10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
+       "                \n",
+       "                5.699999809265137\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
+       "                \n",
+       "                ['Megatron']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
+       "                \n",
+       "                2012/05/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
+       "                \n",
+       "                [None,&#8901;5700.0]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
+       "                \n",
+       "                2012-05-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
+       "                \n",
+       "                bytearray(b'None')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Metroplex_)^$\">\n",
+       "                \n",
+       "                Metroplex_)^$\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
+       "                \n",
+       "                300\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
+       "                \n",
+       "                Battle&#8901;Station\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
+       "                \n",
+       "                8\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
+       "                \n",
+       "                5000000\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
+       "                \n",
+       "                ['Metroflex']\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
+       "                \n",
+       "                1980/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
+       "                \n",
+       "                2011/04/10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
+       "                \n",
+       "                [91.44000244140625,&#8901;None]\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
+       "                \n",
+       "                2011-04-10\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
+       "                \n",
+       "                2014-06-24&#8901;00:00:00\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
+       "                \n",
+       "                True\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
+       "                \n",
+       "                bytearray(b'Battle&#8901;Station')\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    <tr>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "        <td style=\"border: 0px;\">\n",
+       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
+       "                \n",
+       "                None\n",
+       "                 \n",
+       "            </div>\n",
+       "        </td>\n",
+       "        \n",
+       "    </tr>\n",
+       "    \n",
+       "    </tbody>\n",
+       "</table>\n",
+       "\n",
+       "\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 7 of 7 rows / 16 columns</div>\n",
+       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "source_df.table()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tukey"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"df\",\"select\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "source_df.outliers.tukey(numeric_col).drop()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"df\",\"drop\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"json\", \"whiskers\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_outliers_tukey_count() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_outliers_tukey_count()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'height(ft)'\"]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:percentile() executed in 2.66 sec\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2\n"
+     ]
+    }
+   ],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"json\", \"count\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_outliers_tukey_non_outliers_count() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_outliers_tukey_non_outliers_count()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'height(ft)'\"]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:percentile() executed in 2.58 sec\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3\n"
+     ]
+    }
+   ],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"json\", \"non_outliers_count\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_outliers_tukey_info() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_outliers_tukey_info()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'height(ft)'\"]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:percentile() executed in 2.59 sec\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'count_outliers': 2, 'count_non_outliers': 3, 'lower_bound': -6.5, 'lower_bound_count': 1, 'upper_bound': 45.5, 'upper_bound_count': 1, 'q1': 13, 'median': 17, 'q3': 26, 'iqr': 13}\n"
+     ]
+    }
+   ],
+   "source": [
+    "t.create(None, \"outliers.tukey\", None, \"json\", \"info\", numeric_col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating file ../test_df_outliers.py\n",
+      "Done\n"
+     ]
+    }
+   ],
+   "source": [
+    "t.run()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zscore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "threshold = 0.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.z_score\", None, \"df\",\"select\", numeric_col, threshold)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "source_df.outliers.z_score('height(ft)',0.5).select()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.z_score\", None, \"df\",\"drop\", numeric_col, threshold)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.z_score\", None, \"json\", \"count\", numeric_col, threshold)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t.create(None, \"outliers.z_score\", None, \"json\", \"non_outliers_count\", numeric_col, threshold)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -7639,7 +10043,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7676,27 +10080,82 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 93,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_outliers_mad_non_outliers_count() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_outliers_mad_non_outliers_count()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'height(ft)'\", '0.5', '10000']\n",
+      "2\n"
+     ]
+    }
+   ],
    "source": [
     "t.create(None, \"outliers.mad\", None, \"json\",\"non_outliers_count\", numeric_col, threshold, relative_error)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 90,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating test_outliers_mad_info() test function...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:optimus:test_outliers_mad_info()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"'height(ft)'\", '0.5', '10000']\n",
+      "{'count_outliers': 3, 'count_non_outliers': 2, 'lower_bound': 12.5, 'lower_bound_count': 1, 'upper_bound': 21.5, 'upper_bound_count': 2}\n"
+     ]
+    }
+   ],
    "source": [
     "t.create(None, \"outliers.mad\", None, \"json\",\"info\", numeric_col, threshold, relative_error)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 94,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating file ../test_df_outliers.py\n",
+      "Done\n"
+     ]
+    }
+   ],
    "source": [
     "t.run()"
    ]
@@ -7925,7 +10384,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7947,7 +10406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7962,7 +10421,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -8350,7 +10809,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -8359,168 +10818,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating test_rows_select() test function...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:test_rows_select()\n"
+     "ename": "TypeError",
+     "evalue": "delete() takes from 2 to 3 positional arguments but 7 were given",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-120-499e6583145b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rows.select\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"df\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfil\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m: delete() takes from 2 to 3 positional arguments but 7 were given"
      ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 6 columns</div>\n",
-       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
-       "\n",
-       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
-       "    <thead style=\"border-bottom: 1px solid black;\">\n",
-       "    <tr>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">words</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">num</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">animals</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">thing</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">second</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "        <th style=\"font-family: sans-serif;\">\n",
-       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">filter</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
-       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
-       "                \n",
-       "                nullable\n",
-       "                \n",
-       "            </div>\n",
-       "        </th>\n",
-       "        \n",
-       "    </tr>\n",
-       "\n",
-       "    </thead>\n",
-       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
-       "    \n",
-       "    <tr>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;I&#8901;like&#8901;&#8901;&#8901;&#8901;&#8901;fish&#8901;&#8901;\">\n",
-       "                \n",
-       "                &#8901;&#8901;I&#8901;like&#8901;&#8901;&#8901;&#8901;&#8901;fish&#8901;&#8901;\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
-       "                \n",
-       "                1\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"dog&#8901;dog\">\n",
-       "                \n",
-       "                dog&#8901;dog\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"housé\">\n",
-       "                \n",
-       "                housé\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
-       "                \n",
-       "                5\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "        <td style=\"border: 0px;\">\n",
-       "            <div style=\"min-height: 14px;\" title=\"a\">\n",
-       "                \n",
-       "                a\n",
-       "                 \n",
-       "            </div>\n",
-       "        </td>\n",
-       "        \n",
-       "    </tr>\n",
-       "    \n",
-       "    </tbody>\n",
-       "</table>\n",
-       "\n",
-       "\n",
-       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 6 columns</div>\n",
-       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -8699,16 +11009,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column<b'((num = 2) OR (second = 5))'>\n"
+     ]
+    }
+   ],
    "source": [
-    "fil = (source_df[\"num\"] == 2) | (source_df[\"second\"] == 5)"
+    "fil = (source_df[\"num\"] == 2) | (source_df[\"second\"] == 5)\n",
+    "print(str(fil))\n",
+    "# type(fil)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -8725,6 +11052,13 @@
       "INFO:optimus:test_rows_drop()\n"
      ]
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[\"Column<b'((num = 2) OR (second = 5))'>\"]\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -10415,7 +12749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [
     {
diff --git a/tests/creator/creator.py b/tests/creator/creator.py
index 559547d1..b2ec916d 100644
--- a/tests/creator/creator.py
+++ b/tests/creator/creator.py
@@ -688,7 +688,7 @@ def func(col_name, attrs):
 
 mismatch_df.table()
 
-t.create(mismatch_df, "cols.count_mismatch", None, "dict", None, m)
+t.create(mismatch_df, "cols.count_mismatch", None, "dict", None, {"names":"int"})
 
 
 
@@ -888,6 +888,8 @@ def func(col_name, attrs):
 array_col = "attributes"
 # -
 
+source_df.table()
+
 # ## Tukey
 
 t.create(None, "outliers.tukey", None, "df","select", numeric_col)
@@ -1064,7 +1066,11 @@ def func(col_name, attrs):
 
 t.create(None, "rows.select_by_dtypes", None, "df", None, "filter", "integer")
 
+
+
 fil = (source_df["num"] == 2) | (source_df["second"] == 5)
+print(str(fil))
+# type(fil)
 
 t.create(None, "rows.drop", None, "df", None, fil)
 
diff --git a/tests/test_rows.py b/tests/test_rows.py
deleted file mode 100644
index a445dfec..00000000
--- a/tests/test_rows.py
+++ /dev/null
@@ -1,182 +0,0 @@
-from optimus import Optimus
-from pyspark.sql.types import *
-from optimus.audf import abstract_udf as audf
-
-op = Optimus()
-
-source_df = op.create.df([
-    ("words", "str", True),
-    ("num", "int", True),
-    ("animals", "str", True),
-    ("thing", StringType(), True),
-    ("second", "int", True),
-    ("filter", StringType(), True)
-],
-    [
-        ("  I like     fish  ", 1, "dog dog", "housé", 5, "a"),
-        ("    zombies", 2, "cat", "tv", 6, "b"),
-        ("simpsons   cat lady", 2, "frog", "table", 7, "1"),
-        (None, 3, "eagle", "glass", 8, "c"),
-    ])
-
-
-class TestDataFrameRows(object):
-    @staticmethod
-    def test_append():
-        actual_df = source_df.rows.append([("this is a word", 2, "this is an animal",
-                                           "this is a thing", 64, "this is a filter")])
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("  I like     fish  ", 1, "dog dog", "housé", 5, "a"),
-                ("    zombies", 2, "cat", "tv", 6, "b"),
-                ("simpsons   cat lady", 2, "frog", "table", 7, "1"),
-                (None, 3, "eagle", "glass", 8, "c"),
-                ("this is a word", 2, "this is an animal",
-                 "this is a thing", 64, "this is a filter")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_select():
-        actual_df = source_df.rows.select(source_df["num"] == 1)
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("  I like     fish  ", 1, "dog dog", "housé", 5, "a")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_select_by_dtypes():
-        actual_df = source_df.rows.select_by_dtypes("filter", "integer")
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("simpsons   cat lady", 2, "frog", "table", 7, "1")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_drop_by_dtypes():
-        actual_df = source_df.rows.drop_by_dtypes("filter", "integer")
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("  I like     fish  ", 1, "dog dog", "housé", 5, "a"),
-                ("    zombies", 2, "cat", "tv", 6, "b"),
-                (None, 3, "eagle", "glass", 8, "c")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_drop():
-        actual_df = source_df.rows.drop((source_df["num"] == 2) | (source_df["second"] == 5))
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                (None, 3, "eagle", "glass", 8, "c")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_drop_audf():
-        def func_data_type(value, attr):
-            return value > 1
-
-        actual_df = source_df.rows.drop(audf("num", func_data_type, "boolean"))
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("  I like     fish  ", 1, "dog dog", "housé", 5, "a")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_sort():
-        actual_df = source_df.rows.sort("num", "desc")
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                (None, 3, "eagle", "glass", 8, "c"),
-                ("    zombies", 2, "cat", "tv", 6, "b"),
-                ("simpsons   cat lady", 2, "frog", "table", 7, "1"),
-                ("  I like     fish  ", 1, "dog dog", "housé", 5, "a"),
-
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())
-
-    @staticmethod
-    def test_is_in():
-        actual_df = source_df.rows.is_in("num", 2)
-
-        expected_df = op.create.df([
-            ("words", "str", True),
-            ("num", "int", True),
-            ("animals", "str", True),
-            ("thing", StringType(), True),
-            ("second", "int", True),
-            ("filter", StringType(), True)
-        ],
-            [
-                ("    zombies", 2, "cat", "tv", 6, "b"),
-                ("simpsons   cat lady", 2, "frog", "table", 7, "1")
-            ])
-
-        assert (expected_df.collect() == actual_df.collect())