Chapter 2 - The 10 Minute Guide to Using CAS from Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 2 - The 10 Minute Guide to Using CAS from Python\n",
    "\n",
    "A quick introduction to the basics of using the SWAT package to connect to CAS and get action results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing SWAT and Getting Connected\n",
    "\n",
    "Import the SWAT package and create a connection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import swat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "conn = swat.CAS('server-name.mycompany.com', 5570)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **help** action."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOTE: Available Action Sets and Actions:\n",
      "NOTE:    accessControl\n",
      "NOTE:       assumeRole - Assumes a role\n",
      "NOTE:       dropRole - Relinquishes a role\n",
      "NOTE:       showRolesIn - Shows the currently active role\n",
      "NOTE:       showRolesAllowed - Shows the roles that a user is a member of\n",
      "NOTE:       isInRole - Shows whether a role is assumed\n",
      "NOTE:       isAuthorized - Shows whether access is authorized\n",
      "NOTE:       isAuthorizedActions - Shows whether access is authorized to actions\n",
      "NOTE:       isAuthorizedTables - Shows whether access is authorized to tables\n",
      "NOTE:       isAuthorizedColumns - Shows whether access is authorized to columns\n",
      "NOTE:       listAllPrincipals - Lists all principals that have explicit access controls\n",
      "NOTE:       whatIsEffective - Lists effective access and explanations (Origins)\n",
      "NOTE:       listAcsData - Lists access controls for caslibs, tables, and columns\n",
      "NOTE:       listAcsActionSet - Lists access controls for an action or action set\n",
      "NOTE:       repAllAcsCaslib - Replaces all access controls for a caslib\n",
      "NOTE:       repAllAcsTable - Replaces all access controls for a table\n",
      "NOTE:       repAllAcsColumn - Replaces all access controls for a column\n",
      "NOTE:       repAllAcsActionSet - Replaces all access controls for an action set\n",
      "NOTE:       repAllAcsAction - Replaces all access controls for an action\n",
      "NOTE:       updSomeAcsCaslib - Adds, deletes, and modifies some access controls for a caslib\n",
      "NOTE:       updSomeAcsTable - Adds, deletes, and modifies some access controls for a table\n",
      "NOTE:       updSomeAcsColumn - Adds, deletes, and modifies some access controls for a column\n",
      "NOTE:       updSomeAcsActionSet - Adds, deletes, and modifies some access controls for an action set\n",
      "NOTE:       updSomeAcsAction - Adds, deletes, and modifies some access controls for an action\n",
      "NOTE:       remAllAcsData - Removes all access controls for a caslib, table, or column\n",
      "NOTE:       remAllAcsActionSet - Removes all access controls for an action set or action\n",
      "NOTE:       operTableMd - Adds, deletes, and modifies table metadata\n",
      "NOTE:       operColumnMd - Adds, deletes, and modifies column metadata\n",
      "NOTE:       operActionSetMd - Adds, deletes, and modifies action set metadata\n",
      "NOTE:       operActionMd - Adds, deletes, and modifies action metadata\n",
      "NOTE:       operAdminMd - Assigns users and groups to roles and modifies administrator metadata\n",
      "NOTE:       listMetadata - Lists the metadata for caslibs, tables, columns, action sets, actions, or administrators\n",
      "NOTE:       persistMetadata - Persists the access control metadata\n",
      "NOTE:       createBackup - Creates a backup if one is not in progress\n",
      "NOTE:       completeBackup - Flags a backup as complete\n",
      "NOTE:       operBWPaths - Configures a blacklist or whitelist of paths\n",
      "NOTE:       deleteBWList - Deletes a blacklist or a whitelist\n",
      "NOTE:    builtins\n",
      "NOTE:       addNode - Adds a machine to the server\n",
      "NOTE:       removeNode - Remove one or more machines from the server\n",
      "NOTE:       help - Shows the parameters for an action or lists all available actions\n",
      "NOTE:       listNodes - Shows the host names used by the server\n",
      "NOTE:       loadActionSet - Loads an action set for use in this session\n",
      "NOTE:       installActionSet - Loads an action set in new sessions automatically\n",
      "NOTE:       log - Shows and modifies logging levels\n",
      "NOTE:       queryActionSet - Shows whether an action set is loaded\n",
      "NOTE:       queryName - Checks whether a name is an action or action set name\n",
      "NOTE:       reflect - Shows detailed parameter information for an action or all actions in an action set\n",
      "NOTE:       serverStatus - Shows the status of the server\n",
      "NOTE:       about - Shows the status of the server\n",
      "NOTE:       shutdown - Shuts down the server\n",
      "NOTE:       userInfo - Shows the user information for your connection\n",
      "NOTE:       actionSetInfo - Shows the build information from loaded action sets\n",
      "NOTE:       history - Shows the actions that were run in this session\n",
      "NOTE:       casCommon - Provides parameters that are common to many actions\n",
      "NOTE:       ping - Sends a single request to the server to confirm that the connection is working\n",
      "NOTE:       echo - Prints the supplied parameters to the client log\n",
      "NOTE:       modifyQueue - Modifies the action response queue settings\n",
      "NOTE:       getLicenseInfo - Shows the license information for a SAS product\n",
      "NOTE:       refreshLicense - Refresh SAS license information from a file\n",
      "NOTE:       httpAddress - Shows the HTTP address for the server monitor\n",
      "NOTE:    configuration\n",
      "NOTE:       getServOpt - displays the value of a server option\n",
      "NOTE:       listServOpts - Displays the server options and server values\n",
      "NOTE:    dataPreprocess\n",
      "NOTE:       rustats - Computes robust univariate statistics, centralized moments, quantiles, and frequency distribution statistics\n",
      "NOTE:       impute - Performs data matrix (variable) imputation\n",
      "NOTE:       outlier - Performs outlier detection and treatment\n",
      "NOTE:       binning - Performs unsupervised variable discretization\n",
      "NOTE:       discretize - Performs supervised and unsupervised variable discretization\n",
      "NOTE:       catTrans - Groups and encodes categorical variables using unsupervised and supervised grouping techniques\n",
      "NOTE:       histogram - Generates histogram bins and simple bin-based statistics for numeric variables\n",
      "NOTE:       transform - Performs pipelined variable imputation, outlier detection and treatment, functional transformation, binning, and robust univariate statistics to evaluate the quality of the transformation\n",
      "NOTE:       kde - Computes kernel density estimation\n",
      "NOTE:    dataStep\n",
      "NOTE:       runCode - Runs DATA step code\n",
      "NOTE:    percentile\n",
      "NOTE:       percentile - Calculate quantiles and percentiles\n",
      "NOTE:       boxPlot - Calculate quantiles, high and low whiskers, and outliers\n",
      "NOTE:       assess - Assess and compare models\n",
      "NOTE:    search\n",
      "NOTE:       searchIndex - Searches for a query against an index and retrieves records, documents, and tuples that are relevant to that query\n",
      "NOTE:       searchAggregate - Aggregates certain fields in a table that is usually generated by searchIndex\n",
      "NOTE:       valueCount - value count for multiple fields\n",
      "NOTE:       buildIndex - Creates an empty index using a schema (the first step of Search)\n",
      "NOTE:       getSchema - Gets the schema of an index\n",
      "NOTE:       appendIndex - Loads data to an index after the buildIndex action is performed\n",
      "NOTE:       deleteDocuments - Delete a portion of documents from index\n",
      "NOTE:    session\n",
      "NOTE:       listSessions - Displays a list of the sessions on the server\n",
      "NOTE:       addNodeStatus - Lists details about machines currently being added to the server\n",
      "NOTE:       timeout - Changes the time-out for a session\n",
      "NOTE:       endSession - Ends the current session\n",
      "NOTE:       sessionId - Displays the name and UUID of the current session\n",
      "NOTE:       sessionName - Changes the name of the current session\n",
      "NOTE:       sessionStatus - Displays the status of the current session\n",
      "NOTE:       listresults - Lists the saved results for a session\n",
      "NOTE:       batchresults - Change current action to batch results\n",
      "NOTE:       fetchresult - Fetch the specified saved result for a session\n",
      "NOTE:       flushresult - Flush the saved result for this session\n",
      "NOTE:       setLocale - Changes the locale for the current session\n",
      "NOTE:       metrics - Displays the metrics for each action after it executes\n",
      "NOTE:    sessionProp\n",
      "NOTE:       setSessOpt - Sets a session option\n",
      "NOTE:       getSessOpt - Displays the value of a session option\n",
      "NOTE:       listSessOpts - Displays the session options and session values\n",
      "NOTE:       addFmtLib - Adds a format library\n",
      "NOTE:       listFmtLibs - Lists the format libraries that are associated with the session\n",
      "NOTE:       setFmtSearch - Sets the format libraries to search\n",
      "NOTE:       listFmtSearch - Shows the format library search order\n",
      "NOTE:       dropFmtLib - Drops a format library from global scope for all sessions\n",
      "NOTE:       deleteFormat - Deletes a format from a format library\n",
      "NOTE:       addFormat - Adds a format to a format library\n",
      "NOTE:       listFmtValues - Shows the values for a format\n",
      "NOTE:       saveFmtLib - Saves a format library\n",
      "NOTE:       promoteFmtLib - Promotes a format library to global scope for all sessions\n",
      "NOTE:       listFmtRanges - Displays the range information for a format\n",
      "NOTE:    simple\n",
      "NOTE:       mdSummary - Calculates multidimensional summaries of numeric variables\n",
      "NOTE:       numRows - Shows the number of rows in a Cloud Analytic Services table\n",
      "NOTE:       summary - Generates descriptive statistics of numeric variables such as the sample mean, sample variance, sample size, sum of squares, and so on\n",
      "NOTE:       correlation - Generates a matrix of Pearson product-moment correlation coefficients\n",
      "NOTE:       regression - Performs a linear regression up to 3rd-order polynomials\n",
      "NOTE:       crossTab - Performs one-way or two-way tabulations\n",
      "NOTE:       distinct - Computes the distinct number of values of the variables in the variable list\n",
      "NOTE:       topK - Returns the top-K and bottom-K distinct values of each variable included in the variable list based on a user-specified ranking order\n",
      "NOTE:       groupBy - Builds BY groups in terms of the variable value combinations given the variables in the variable list\n",
      "NOTE:       freq - Generates a frequency distribution for one or more variables\n",
      "NOTE:       paraCoord - Generates a parallel coordinates plot of the variables in the variable list\n",
      "NOTE:    table\n",
      "NOTE:       view - Creates a view from files or tables\n",
      "NOTE:       attribute - Manages extended table attributes\n",
      "NOTE:       upload - Transfers binary data to the server to create objects like tables\n",
      "NOTE:       loadTable - Loads a table from a caslib's data source\n",
      "NOTE:       tableExists - Checks whether a table has been loaded\n",
      "NOTE:       columnInfo - Shows column information\n",
      "NOTE:       fetch - Fetches rows from a table or view\n",
      "NOTE:       save - Saves a table to a caslib's data source\n",
      "NOTE:       addTable - Add a table by sending it from the client to the server\n",
      "NOTE:       tableInfo - Shows information about a table\n",
      "NOTE:       tableDetails - Get detailed information about a table\n",
      "NOTE:       dropTable - Drops a table\n",
      "NOTE:       deleteSource - Delete a table or file from a caslib's data source\n",
      "NOTE:       fileInfo - Lists the files in a caslib's data source\n",
      "NOTE:       promote - Promote a table to global scope\n",
      "NOTE:       addCaslib - Adds a new caslib to enable access to a data source\n",
      "NOTE:       dropCaslib - Drops a caslib\n",
      "NOTE:       caslibInfo - Shows caslib information\n",
      "NOTE:       queryCaslib - Checks whether a caslib exists\n",
      "NOTE:       partition - Partitions a table\n",
      "NOTE:       recordCount - Shows the number of rows in a Cloud Analytic Services table\n",
      "NOTE:       loadDataSource - Loads one or more data source interfaces\n",
      "NOTE:       update - Updates rows in a table\n"
     ]
    }
   ],
   "source": [
    "out = conn.help()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the keys in the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['accessControl',\n",
       " 'builtins',\n",
       " 'configuration',\n",
       " 'dataPreprocess',\n",
       " 'dataStep',\n",
       " 'percentile',\n",
       " 'search',\n",
       " 'session',\n",
       " 'sessionProp',\n",
       " 'simple',\n",
       " 'table']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(out.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the contents of the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; accessControl</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>assumeRole</td>\n",
       "      <td>Assumes a role</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>dropRole</td>\n",
       "      <td>Relinquishes a role</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>showRolesIn</td>\n",
       "      <td>Shows the currently active role</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>showRolesAllowed</td>\n",
       "      <td>Shows the roles that a user is a member of</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>isInRole</td>\n",
       "      <td>Shows whether a role is assumed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>isAuthorized</td>\n",
       "      <td>Shows whether access is authorized</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>isAuthorizedActions</td>\n",
       "      <td>Shows whether access is authorized to actions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>isAuthorizedTables</td>\n",
       "      <td>Shows whether access is authorized to tables</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>isAuthorizedColumns</td>\n",
       "      <td>Shows whether access is authorized to columns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>listAllPrincipals</td>\n",
       "      <td>Lists all principals that have explicit access...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>whatIsEffective</td>\n",
       "      <td>Lists effective access and explanations (Origins)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>listAcsData</td>\n",
       "      <td>Lists access controls for caslibs, tables, and...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>listAcsActionSet</td>\n",
       "      <td>Lists access controls for an action or action set</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>repAllAcsCaslib</td>\n",
       "      <td>Replaces all access controls for a caslib</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>repAllAcsTable</td>\n",
       "      <td>Replaces all access controls for a table</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>repAllAcsColumn</td>\n",
       "      <td>Replaces all access controls for a column</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>repAllAcsActionSet</td>\n",
       "      <td>Replaces all access controls for an action set</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>repAllAcsAction</td>\n",
       "      <td>Replaces all access controls for an action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>updSomeAcsCaslib</td>\n",
       "      <td>Adds, deletes, and modifies some access contro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>updSomeAcsTable</td>\n",
       "      <td>Adds, deletes, and modifies some access contro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>updSomeAcsColumn</td>\n",
       "      <td>Adds, deletes, and modifies some access contro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>updSomeAcsActionSet</td>\n",
       "      <td>Adds, deletes, and modifies some access contro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>updSomeAcsAction</td>\n",
       "      <td>Adds, deletes, and modifies some access contro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>remAllAcsData</td>\n",
       "      <td>Removes all access controls for a caslib, tabl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>remAllAcsActionSet</td>\n",
       "      <td>Removes all access controls for an action set ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>operTableMd</td>\n",
       "      <td>Adds, deletes, and modifies table metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>operColumnMd</td>\n",
       "      <td>Adds, deletes, and modifies column metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>operActionSetMd</td>\n",
       "      <td>Adds, deletes, and modifies action set metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>operActionMd</td>\n",
       "      <td>Adds, deletes, and modifies action metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>operAdminMd</td>\n",
       "      <td>Assigns users and groups to roles and modifies...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>listMetadata</td>\n",
       "      <td>Lists the metadata for caslibs, tables, column...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>persistMetadata</td>\n",
       "      <td>Persists the access control metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>createBackup</td>\n",
       "      <td>Creates a backup if one is not in progress</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>completeBackup</td>\n",
       "      <td>Flags a backup as complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>operBWPaths</td>\n",
       "      <td>Configures a blacklist or whitelist of paths</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>deleteBWList</td>\n",
       "      <td>Deletes a blacklist or a whitelist</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; builtins</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>addNode</td>\n",
       "      <td>Adds a machine to the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>removeNode</td>\n",
       "      <td>Remove one or more machines from the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>help</td>\n",
       "      <td>Shows the parameters for an action or lists al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>listNodes</td>\n",
       "      <td>Shows the host names used by the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>loadActionSet</td>\n",
       "      <td>Loads an action set for use in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>installActionSet</td>\n",
       "      <td>Loads an action set in new sessions automatically</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>log</td>\n",
       "      <td>Shows and modifies logging levels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>queryActionSet</td>\n",
       "      <td>Shows whether an action set is loaded</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>queryName</td>\n",
       "      <td>Checks whether a name is an action or action s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>reflect</td>\n",
       "      <td>Shows detailed parameter information for an ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>serverStatus</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>about</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>shutdown</td>\n",
       "      <td>Shuts down the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>userInfo</td>\n",
       "      <td>Shows the user information for your connection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>actionSetInfo</td>\n",
       "      <td>Shows the build information from loaded action...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>history</td>\n",
       "      <td>Shows the actions that were run in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>casCommon</td>\n",
       "      <td>Provides parameters that are common to many ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ping</td>\n",
       "      <td>Sends a single request to the server to confir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>echo</td>\n",
       "      <td>Prints the supplied parameters to the client log</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>modifyQueue</td>\n",
       "      <td>Modifies the action response queue settings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>getLicenseInfo</td>\n",
       "      <td>Shows the license information for a SAS product</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>refreshLicense</td>\n",
       "      <td>Refresh SAS license information from a file</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>httpAddress</td>\n",
       "      <td>Shows the HTTP address for the server monitor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; configuration</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>getServOpt</td>\n",
       "      <td>displays the value of a server option</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>listServOpts</td>\n",
       "      <td>Displays the server options and server values</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; dataPreprocess</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rustats</td>\n",
       "      <td>Computes robust univariate statistics, central...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>impute</td>\n",
       "      <td>Performs data matrix (variable) imputation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>outlier</td>\n",
       "      <td>Performs outlier detection and treatment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binning</td>\n",
       "      <td>Performs unsupervised variable discretization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>discretize</td>\n",
       "      <td>Performs supervised and unsupervised variable ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>catTrans</td>\n",
       "      <td>Groups and encodes categorical variables using...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>histogram</td>\n",
       "      <td>Generates histogram bins and simple bin-based ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>transform</td>\n",
       "      <td>Performs pipelined variable imputation, outlie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>kde</td>\n",
       "      <td>Computes kernel density estimation</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; dataStep</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>runCode</td>\n",
       "      <td>Runs DATA step code</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; percentile</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>percentile</td>\n",
       "      <td>Calculate quantiles and percentiles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>boxPlot</td>\n",
       "      <td>Calculate quantiles, high and low whiskers, an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>assess</td>\n",
       "      <td>Assess and compare models</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; search</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>searchIndex</td>\n",
       "      <td>Searches for a query against an index and retr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>searchAggregate</td>\n",
       "      <td>Aggregates certain fields in a table that is u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>valueCount</td>\n",
       "      <td>value count for multiple fields</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>buildIndex</td>\n",
       "      <td>Creates an empty index using a schema (the fir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>getSchema</td>\n",
       "      <td>Gets the schema of an index</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>appendIndex</td>\n",
       "      <td>Loads data to an index after the buildIndex ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>deleteDocuments</td>\n",
       "      <td>Delete a portion of documents from index</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; session</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>listSessions</td>\n",
       "      <td>Displays a list of the sessions on the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>addNodeStatus</td>\n",
       "      <td>Lists details about machines currently being a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>timeout</td>\n",
       "      <td>Changes the time-out for a session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>endSession</td>\n",
       "      <td>Ends the current session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sessionId</td>\n",
       "      <td>Displays the name and UUID of the current session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>sessionName</td>\n",
       "      <td>Changes the name of the current session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>sessionStatus</td>\n",
       "      <td>Displays the status of the current session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>listresults</td>\n",
       "      <td>Lists the saved results for a session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>batchresults</td>\n",
       "      <td>Change current action to batch results</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>fetchresult</td>\n",
       "      <td>Fetch the specified saved result for a session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>flushresult</td>\n",
       "      <td>Flush the saved result for this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>setLocale</td>\n",
       "      <td>Changes the locale for the current session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>metrics</td>\n",
       "      <td>Displays the metrics for each action after it ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; sessionProp</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>setSessOpt</td>\n",
       "      <td>Sets a session option</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>getSessOpt</td>\n",
       "      <td>Displays the value of a session option</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>listSessOpts</td>\n",
       "      <td>Displays the session options and session values</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>addFmtLib</td>\n",
       "      <td>Adds a format library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>listFmtLibs</td>\n",
       "      <td>Lists the format libraries that are associated...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>setFmtSearch</td>\n",
       "      <td>Sets the format libraries to search</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>listFmtSearch</td>\n",
       "      <td>Shows the format library search order</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>dropFmtLib</td>\n",
       "      <td>Drops a format library from global scope for a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>deleteFormat</td>\n",
       "      <td>Deletes a format from a format library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>addFormat</td>\n",
       "      <td>Adds a format to a format library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>listFmtValues</td>\n",
       "      <td>Shows the values for a format</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>saveFmtLib</td>\n",
       "      <td>Saves a format library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>promoteFmtLib</td>\n",
       "      <td>Promotes a format library to global scope for ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>listFmtRanges</td>\n",
       "      <td>Displays the range information for a format</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; simple</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>mdSummary</td>\n",
       "      <td>Calculates multidimensional summaries of numer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>numRows</td>\n",
       "      <td>Shows the number of rows in a Cloud Analytic S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>summary</td>\n",
       "      <td>Generates descriptive statistics of numeric va...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>correlation</td>\n",
       "      <td>Generates a matrix of Pearson product-moment c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>regression</td>\n",
       "      <td>Performs a linear regression up to 3rd-order p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>crossTab</td>\n",
       "      <td>Performs one-way or two-way tabulations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>distinct</td>\n",
       "      <td>Computes the distinct number of values of the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>topK</td>\n",
       "      <td>Returns the top-K and bottom-K distinct values...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>groupBy</td>\n",
       "      <td>Builds BY groups in terms of the variable valu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>freq</td>\n",
       "      <td>Generates a frequency distribution for one or ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>paraCoord</td>\n",
       "      <td>Generates a parallel coordinates plot of the v...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; table</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>view</td>\n",
       "      <td>Creates a view from files or tables</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>attribute</td>\n",
       "      <td>Manages extended table attributes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>upload</td>\n",
       "      <td>Transfers binary data to the server to create ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>loadTable</td>\n",
       "      <td>Loads a table from a caslib's data source</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tableExists</td>\n",
       "      <td>Checks whether a table has been loaded</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>columnInfo</td>\n",
       "      <td>Shows column information</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>fetch</td>\n",
       "      <td>Fetches rows from a table or view</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>save</td>\n",
       "      <td>Saves a table to a caslib's data source</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>addTable</td>\n",
       "      <td>Add a table by sending it from the client to t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>tableInfo</td>\n",
       "      <td>Shows information about a table</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>tableDetails</td>\n",
       "      <td>Get detailed information about a table</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>dropTable</td>\n",
       "      <td>Drops a table</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>deleteSource</td>\n",
       "      <td>Delete a table or file from a caslib's data so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>fileInfo</td>\n",
       "      <td>Lists the files in a caslib's data source</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>promote</td>\n",
       "      <td>Promote a table to global scope</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>addCaslib</td>\n",
       "      <td>Adds a new caslib to enable access to a data s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dropCaslib</td>\n",
       "      <td>Drops a caslib</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>caslibInfo</td>\n",
       "      <td>Shows caslib information</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>queryCaslib</td>\n",
       "      <td>Checks whether a caslib exists</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>partition</td>\n",
       "      <td>Partitions a table</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>recordCount</td>\n",
       "      <td>Shows the number of rows in a Cloud Analytic S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>loadDataSource</td>\n",
       "      <td>Loads one or more data source interfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>update</td>\n",
       "      <td>Updates rows in a table</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.00322s</span> &#183; <span class=\"cas-sys\">sys 0.003s</span> &#183; <span class=\"cas-memory\">mem 0.142MB</span></small></p>"
      ],
      "text/plain": [
       "[accessControl]\n",
       "\n",
       "                    name                                        description\n",
       " 0            assumeRole                                     Assumes a role\n",
       " 1              dropRole                                Relinquishes a role\n",
       " 2           showRolesIn                    Shows the currently active role\n",
       " 3      showRolesAllowed         Shows the roles that a user is a member of\n",
       " 4              isInRole                    Shows whether a role is assumed\n",
       " 5          isAuthorized                 Shows whether access is authorized\n",
       " 6   isAuthorizedActions      Shows whether access is authorized to actions\n",
       " 7    isAuthorizedTables       Shows whether access is authorized to tables\n",
       " 8   isAuthorizedColumns      Shows whether access is authorized to columns\n",
       " 9     listAllPrincipals  Lists all principals that have explicit access...\n",
       " 10      whatIsEffective  Lists effective access and explanations (Origins)\n",
       " 11          listAcsData  Lists access controls for caslibs, tables, and...\n",
       " 12     listAcsActionSet  Lists access controls for an action or action set\n",
       " 13      repAllAcsCaslib          Replaces all access controls for a caslib\n",
       " 14       repAllAcsTable           Replaces all access controls for a table\n",
       " 15      repAllAcsColumn          Replaces all access controls for a column\n",
       " 16   repAllAcsActionSet     Replaces all access controls for an action set\n",
       " 17      repAllAcsAction         Replaces all access controls for an action\n",
       " 18     updSomeAcsCaslib  Adds, deletes, and modifies some access contro...\n",
       " 19      updSomeAcsTable  Adds, deletes, and modifies some access contro...\n",
       " 20     updSomeAcsColumn  Adds, deletes, and modifies some access contro...\n",
       " 21  updSomeAcsActionSet  Adds, deletes, and modifies some access contro...\n",
       " 22     updSomeAcsAction  Adds, deletes, and modifies some access contro...\n",
       " 23        remAllAcsData  Removes all access controls for a caslib, tabl...\n",
       " 24   remAllAcsActionSet  Removes all access controls for an action set ...\n",
       " 25          operTableMd         Adds, deletes, and modifies table metadata\n",
       " 26         operColumnMd        Adds, deletes, and modifies column metadata\n",
       " 27      operActionSetMd    Adds, deletes, and modifies action set metadata\n",
       " 28         operActionMd        Adds, deletes, and modifies action metadata\n",
       " 29          operAdminMd  Assigns users and groups to roles and modifies...\n",
       " 30         listMetadata  Lists the metadata for caslibs, tables, column...\n",
       " 31      persistMetadata               Persists the access control metadata\n",
       " 32         createBackup         Creates a backup if one is not in progress\n",
       " 33       completeBackup                         Flags a backup as complete\n",
       " 34          operBWPaths       Configures a blacklist or whitelist of paths\n",
       " 35         deleteBWList                 Deletes a blacklist or a whitelist\n",
       "\n",
       "[builtins]\n",
       "\n",
       "                 name                                        description\n",
       " 0            addNode                       Adds a machine to the server\n",
       " 1         removeNode        Remove one or more machines from the server\n",
       " 2               help  Shows the parameters for an action or lists al...\n",
       " 3          listNodes            Shows the host names used by the server\n",
       " 4      loadActionSet        Loads an action set for use in this session\n",
       " 5   installActionSet  Loads an action set in new sessions automatically\n",
       " 6                log                  Shows and modifies logging levels\n",
       " 7     queryActionSet              Shows whether an action set is loaded\n",
       " 8          queryName  Checks whether a name is an action or action s...\n",
       " 9            reflect  Shows detailed parameter information for an ac...\n",
       " 10      serverStatus                     Shows the status of the server\n",
       " 11             about                     Shows the status of the server\n",
       " 12          shutdown                              Shuts down the server\n",
       " 13          userInfo     Shows the user information for your connection\n",
       " 14     actionSetInfo  Shows the build information from loaded action...\n",
       " 15           history    Shows the actions that were run in this session\n",
       " 16         casCommon  Provides parameters that are common to many ac...\n",
       " 17              ping  Sends a single request to the server to confir...\n",
       " 18              echo   Prints the supplied parameters to the client log\n",
       " 19       modifyQueue        Modifies the action response queue settings\n",
       " 20    getLicenseInfo    Shows the license information for a SAS product\n",
       " 21    refreshLicense        Refresh SAS license information from a file\n",
       " 22       httpAddress      Shows the HTTP address for the server monitor\n",
       "\n",
       "[configuration]\n",
       "\n",
       "            name                                    description\n",
       " 0    getServOpt          displays the value of a server option\n",
       " 1  listServOpts  Displays the server options and server values\n",
       "\n",
       "[dataPreprocess]\n",
       "\n",
       "          name                                        description\n",
       " 0     rustats  Computes robust univariate statistics, central...\n",
       " 1      impute         Performs data matrix (variable) imputation\n",
       " 2     outlier           Performs outlier detection and treatment\n",
       " 3     binning      Performs unsupervised variable discretization\n",
       " 4  discretize  Performs supervised and unsupervised variable ...\n",
       " 5    catTrans  Groups and encodes categorical variables using...\n",
       " 6   histogram  Generates histogram bins and simple bin-based ...\n",
       " 7   transform  Performs pipelined variable imputation, outlie...\n",
       " 8         kde                 Computes kernel density estimation\n",
       "\n",
       "[dataStep]\n",
       "\n",
       "       name          description\n",
       " 0  runCode  Runs DATA step code\n",
       "\n",
       "[percentile]\n",
       "\n",
       "          name                                        description\n",
       " 0  percentile                Calculate quantiles and percentiles\n",
       " 1     boxPlot  Calculate quantiles, high and low whiskers, an...\n",
       " 2      assess                          Assess and compare models\n",
       "\n",
       "[search]\n",
       "\n",
       "               name                                        description\n",
       " 0      searchIndex  Searches for a query against an index and retr...\n",
       " 1  searchAggregate  Aggregates certain fields in a table that is u...\n",
       " 2       valueCount                    value count for multiple fields\n",
       " 3       buildIndex  Creates an empty index using a schema (the fir...\n",
       " 4        getSchema                        Gets the schema of an index\n",
       " 5      appendIndex  Loads data to an index after the buildIndex ac...\n",
       " 6  deleteDocuments           Delete a portion of documents from index\n",
       "\n",
       "[session]\n",
       "\n",
       "              name                                        description\n",
       " 0    listSessions      Displays a list of the sessions on the server\n",
       " 1   addNodeStatus  Lists details about machines currently being a...\n",
       " 2         timeout                 Changes the time-out for a session\n",
       " 3      endSession                           Ends the current session\n",
       " 4       sessionId  Displays the name and UUID of the current session\n",
       " 5     sessionName            Changes the name of the current session\n",
       " 6   sessionStatus         Displays the status of the current session\n",
       " 7     listresults              Lists the saved results for a session\n",
       " 8    batchresults             Change current action to batch results\n",
       " 9     fetchresult     Fetch the specified saved result for a session\n",
       " 10    flushresult            Flush the saved result for this session\n",
       " 11      setLocale         Changes the locale for the current session\n",
       " 12        metrics  Displays the metrics for each action after it ...\n",
       "\n",
       "[sessionProp]\n",
       "\n",
       "              name                                        description\n",
       " 0      setSessOpt                              Sets a session option\n",
       " 1      getSessOpt             Displays the value of a session option\n",
       " 2    listSessOpts    Displays the session options and session values\n",
       " 3       addFmtLib                              Adds a format library\n",
       " 4     listFmtLibs  Lists the format libraries that are associated...\n",
       " 5    setFmtSearch                Sets the format libraries to search\n",
       " 6   listFmtSearch              Shows the format library search order\n",
       " 7      dropFmtLib  Drops a format library from global scope for a...\n",
       " 8    deleteFormat             Deletes a format from a format library\n",
       " 9       addFormat                  Adds a format to a format library\n",
       " 10  listFmtValues                      Shows the values for a format\n",
       " 11     saveFmtLib                             Saves a format library\n",
       " 12  promoteFmtLib  Promotes a format library to global scope for ...\n",
       " 13  listFmtRanges        Displays the range information for a format\n",
       "\n",
       "[simple]\n",
       "\n",
       "            name                                        description\n",
       " 0     mdSummary  Calculates multidimensional summaries of numer...\n",
       " 1       numRows  Shows the number of rows in a Cloud Analytic S...\n",
       " 2       summary  Generates descriptive statistics of numeric va...\n",
       " 3   correlation  Generates a matrix of Pearson product-moment c...\n",
       " 4    regression  Performs a linear regression up to 3rd-order p...\n",
       " 5      crossTab            Performs one-way or two-way tabulations\n",
       " 6      distinct  Computes the distinct number of values of the ...\n",
       " 7          topK  Returns the top-K and bottom-K distinct values...\n",
       " 8       groupBy  Builds BY groups in terms of the variable valu...\n",
       " 9          freq  Generates a frequency distribution for one or ...\n",
       " 10    paraCoord  Generates a parallel coordinates plot of the v...\n",
       "\n",
       "[table]\n",
       "\n",
       "               name                                        description\n",
       " 0             view                Creates a view from files or tables\n",
       " 1        attribute                  Manages extended table attributes\n",
       " 2           upload  Transfers binary data to the server to create ...\n",
       " 3        loadTable          Loads a table from a caslib's data source\n",
       " 4      tableExists             Checks whether a table has been loaded\n",
       " 5       columnInfo                           Shows column information\n",
       " 6            fetch                  Fetches rows from a table or view\n",
       " 7             save            Saves a table to a caslib's data source\n",
       " 8         addTable  Add a table by sending it from the client to t...\n",
       " 9        tableInfo                    Shows information about a table\n",
       " 10    tableDetails             Get detailed information about a table\n",
       " 11       dropTable                                      Drops a table\n",
       " 12    deleteSource  Delete a table or file from a caslib's data so...\n",
       " 13        fileInfo          Lists the files in a caslib's data source\n",
       " 14         promote                    Promote a table to global scope\n",
       " 15       addCaslib  Adds a new caslib to enable access to a data s...\n",
       " 16      dropCaslib                                     Drops a caslib\n",
       " 17      caslibInfo                           Shows caslib information\n",
       " 18     queryCaslib                     Checks whether a caslib exists\n",
       " 19       partition                                 Partitions a table\n",
       " 20     recordCount  Shows the number of rows in a Cloud Analytic S...\n",
       " 21  loadDataSource           Loads one or more data source interfaces\n",
       " 22          update                            Updates rows in a table\n",
       "\n",
       "+ Elapsed: 0.00322s, sys: 0.003s, mem: 0.142mb"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access the 'builtins' key of the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   },
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>addNode</td>\n",
       "      <td>Adds a machine to the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>removeNode</td>\n",
       "      <td>Remove one or more machines from the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>help</td>\n",
       "      <td>Shows the parameters for an action or lists al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>listNodes</td>\n",
       "      <td>Shows the host names used by the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>loadActionSet</td>\n",
       "      <td>Loads an action set for use in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>installActionSet</td>\n",
       "      <td>Loads an action set in new sessions automatically</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>log</td>\n",
       "      <td>Shows and modifies logging levels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>queryActionSet</td>\n",
       "      <td>Shows whether an action set is loaded</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>queryName</td>\n",
       "      <td>Checks whether a name is an action or action s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>reflect</td>\n",
       "      <td>Shows detailed parameter information for an ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>serverStatus</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>about</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>shutdown</td>\n",
       "      <td>Shuts down the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>userInfo</td>\n",
       "      <td>Shows the user information for your connection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>actionSetInfo</td>\n",
       "      <td>Shows the build information from loaded action...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>history</td>\n",
       "      <td>Shows the actions that were run in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>casCommon</td>\n",
       "      <td>Provides parameters that are common to many ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ping</td>\n",
       "      <td>Sends a single request to the server to confir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>echo</td>\n",
       "      <td>Prints the supplied parameters to the client log</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>modifyQueue</td>\n",
       "      <td>Modifies the action response queue settings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>getLicenseInfo</td>\n",
       "      <td>Shows the license information for a SAS product</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>refreshLicense</td>\n",
       "      <td>Refresh SAS license information from a file</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>httpAddress</td>\n",
       "      <td>Shows the HTTP address for the server monitor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name                                        description\n",
       "0            addNode                       Adds a machine to the server\n",
       "1         removeNode        Remove one or more machines from the server\n",
       "2               help  Shows the parameters for an action or lists al...\n",
       "3          listNodes            Shows the host names used by the server\n",
       "4      loadActionSet        Loads an action set for use in this session\n",
       "5   installActionSet  Loads an action set in new sessions automatically\n",
       "6                log                  Shows and modifies logging levels\n",
       "7     queryActionSet              Shows whether an action set is loaded\n",
       "8          queryName  Checks whether a name is an action or action s...\n",
       "9            reflect  Shows detailed parameter information for an ac...\n",
       "10      serverStatus                     Shows the status of the server\n",
       "11             about                     Shows the status of the server\n",
       "12          shutdown                              Shuts down the server\n",
       "13          userInfo     Shows the user information for your connection\n",
       "14     actionSetInfo  Shows the build information from loaded action...\n",
       "15           history    Shows the actions that were run in this session\n",
       "16         casCommon  Provides parameters that are common to many ac...\n",
       "17              ping  Sends a single request to the server to confir...\n",
       "18              echo   Prints the supplied parameters to the client log\n",
       "19       modifyQueue        Modifies the action response queue settings\n",
       "20    getLicenseInfo    Shows the license information for a SAS product\n",
       "21    refreshLicense        Refresh SAS license information from a file\n",
       "22       httpAddress      Shows the HTTP address for the server monitor"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out['builtins']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access the 'builtins' key of the result using attribute syntax."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">name</th>\n",
       "      <th title=\"Description\">description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>addNode</td>\n",
       "      <td>Adds a machine to the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>removeNode</td>\n",
       "      <td>Remove one or more machines from the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>help</td>\n",
       "      <td>Shows the parameters for an action or lists al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>listNodes</td>\n",
       "      <td>Shows the host names used by the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>loadActionSet</td>\n",
       "      <td>Loads an action set for use in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>installActionSet</td>\n",
       "      <td>Loads an action set in new sessions automatically</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>log</td>\n",
       "      <td>Shows and modifies logging levels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>queryActionSet</td>\n",
       "      <td>Shows whether an action set is loaded</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>queryName</td>\n",
       "      <td>Checks whether a name is an action or action s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>reflect</td>\n",
       "      <td>Shows detailed parameter information for an ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>serverStatus</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>about</td>\n",
       "      <td>Shows the status of the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>shutdown</td>\n",
       "      <td>Shuts down the server</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>userInfo</td>\n",
       "      <td>Shows the user information for your connection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>actionSetInfo</td>\n",
       "      <td>Shows the build information from loaded action...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>history</td>\n",
       "      <td>Shows the actions that were run in this session</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>casCommon</td>\n",
       "      <td>Provides parameters that are common to many ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ping</td>\n",
       "      <td>Sends a single request to the server to confir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>echo</td>\n",
       "      <td>Prints the supplied parameters to the client log</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>modifyQueue</td>\n",
       "      <td>Modifies the action response queue settings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>getLicenseInfo</td>\n",
       "      <td>Shows the license information for a SAS product</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>refreshLicense</td>\n",
       "      <td>Refresh SAS license information from a file</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>httpAddress</td>\n",
       "      <td>Shows the HTTP address for the server monitor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name                                        description\n",
       "0            addNode                       Adds a machine to the server\n",
       "1         removeNode        Remove one or more machines from the server\n",
       "2               help  Shows the parameters for an action or lists al...\n",
       "3          listNodes            Shows the host names used by the server\n",
       "4      loadActionSet        Loads an action set for use in this session\n",
       "5   installActionSet  Loads an action set in new sessions automatically\n",
       "6                log                  Shows and modifies logging levels\n",
       "7     queryActionSet              Shows whether an action set is loaded\n",
       "8          queryName  Checks whether a name is an action or action s...\n",
       "9            reflect  Shows detailed parameter information for an ac...\n",
       "10      serverStatus                     Shows the status of the server\n",
       "11             about                     Shows the status of the server\n",
       "12          shutdown                              Shuts down the server\n",
       "13          userInfo     Shows the user information for your connection\n",
       "14     actionSetInfo  Shows the build information from loaded action...\n",
       "15           history    Shows the actions that were run in this session\n",
       "16         casCommon  Provides parameters that are common to many ac...\n",
       "17              ping  Sends a single request to the server to confir...\n",
       "18              echo   Prints the supplied parameters to the client log\n",
       "19       modifyQueue        Modifies the action response queue settings\n",
       "20    getLicenseInfo    Shows the license information for a SAS product\n",
       "21    refreshLicense        Refresh SAS license information from a file\n",
       "22       httpAddress      Shows the HTTP address for the server monitor"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out.builtins"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running CAS Actions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **userinfo** action."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; userInfo</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>{'userId': 'username', 'groups': ['users'], 'anonymous': False, 'providerName': 'Active Directory', 'providedName': 'username', 'hostAccount': True, 'uniqueId': 'username'}</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.000281s</span> &#183; <span class=\"cas-memory\">mem 0.0826MB</span></small></p>"
      ],
      "text/plain": [
       "[userInfo]\n",
       "\n",
       " {'anonymous': False,\n",
       "  'groups': ['users'],\n",
       "  'hostAccount': True,\n",
       "  'providedName': 'username',\n",
       "  'providerName': 'Active Directory',\n",
       "  'uniqueId': 'username',\n",
       "  'userId': 'username'}\n",
       "\n",
       "+ Elapsed: 0.000281s, mem: 0.0826mb"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conn.userinfo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the **pprint** module to \"pretty print\" the result as a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'userInfo': {'anonymous': False,\n",
      "              'groups': ['users'],\n",
      "              'hostAccount': True,\n",
      "              'providedName': 'username',\n",
      "              'providerName': 'Active Directory',\n",
      "              'uniqueId': 'username',\n",
      "              'userId': 'username'}}\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "\n",
    "pprint(dict(conn.userinfo()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call the **userinfo** action using the fully-qualified action name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; userInfo</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>{'userId': 'username', 'groups': ['users'], 'anonymous': False, 'providerName': 'Active Directory', 'providedName': 'username', 'hostAccount': True, 'uniqueId': 'username'}</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.000259s</span> &#183; <span class=\"cas-memory\">mem 0.0808MB</span></small></p>"
      ],
      "text/plain": [
       "[userInfo]\n",
       "\n",
       " {'anonymous': False,\n",
       "  'groups': ['users'],\n",
       "  'hostAccount': True,\n",
       "  'providedName': 'username',\n",
       "  'providerName': 'Active Directory',\n",
       "  'uniqueId': 'username',\n",
       "  'userId': 'username'}\n",
       "\n",
       "+ Elapsed: 0.000259s, mem: 0.0808mb"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conn.builtins.userinfo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the **upload** method of a **CAS** connection object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOTE: Cloud Analytic Services made the uploaded file available as table IRIS in caslib CASUSER(username).\n",
      "NOTE: The table IRIS has been created in caslib CASUSER(username) from binary data uploaded to Cloud Analytic Services.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; caslib</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>CASUSER(username)</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; tableName</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>IRIS</div>\n",
       "</div>\n",
       "<div class=\"cas-results-key\"><hr/><b>&#167; casTable</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>CASTable('IRIS', caslib='CASUSER(username)')</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.115s</span> &#183; <span class=\"cas-user\">user 0.072s</span> &#183; <span class=\"cas-sys\">sys 0.044s</span> &#183; <span class=\"cas-memory\">mem 64.7MB</span></small></p>"
      ],
      "text/plain": [
       "[caslib]\n",
       "\n",
       " 'CASUSER(username)'\n",
       "\n",
       "[tableName]\n",
       "\n",
       " 'IRIS'\n",
       "\n",
       "[casTable]\n",
       "\n",
       " CASTable('IRIS', caslib='CASUSER(username)')\n",
       "\n",
       "+ Elapsed: 0.115s, user: 0.072s, sys: 0.044s, mem: 64.7mb"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out = conn.upload('https://raw.githubusercontent.com/' +\n",
    "                          'pydata/pandas/master/pandas/tests/' + \n",
    "                          'data/iris.csv')\n",
    "out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grab the casTable key of the output.  It's a **CASTable** object that references the CAS table created on the server."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "iris = out.casTable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **tableinfo** action on the **CASTable** object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; TableInfo</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Name\">Name</th>\n",
       "      <th title=\"Rows\">Rows</th>\n",
       "      <th title=\"Columns\">Columns</th>\n",
       "      <th title=\"Encoding\">Encoding</th>\n",
       "      <th title=\"Created\">CreateTimeFormatted</th>\n",
       "      <th title=\"Last Modified\">ModTimeFormatted</th>\n",
       "      <th title=\"Character Set\">JavaCharSet</th>\n",
       "      <th title=\"CreateTime\">CreateTime</th>\n",
       "      <th title=\"ModTime\">ModTime</th>\n",
       "      <th title=\"Global\">Global</th>\n",
       "      <th title=\"Repeated\">Repeated</th>\n",
       "      <th title=\"View\">View</th>\n",
       "      <th title=\"Loaded Source\">SourceName</th>\n",
       "      <th title=\"Source Caslib\">SourceCaslib</th>\n",
       "      <th title=\"Compressed\">Compressed</th>\n",
       "      <th title=\"Table Creator\">Creator</th>\n",
       "      <th title=\"Last Table Modifier\">Modifier</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IRIS</td>\n",
       "      <td>150</td>\n",
       "      <td>5</td>\n",
       "      <td>utf-8</td>\n",
       "      <td>01Nov2016:16:05:10</td>\n",
       "      <td>01Nov2016:16:05:10</td>\n",
       "      <td>UTF8</td>\n",
       "      <td>1.793636e+09</td>\n",
       "      <td>1.793636e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>username</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.000884s</span> &#183; <span class=\"cas-memory\">mem 0.104MB</span></small></p>"
      ],
      "text/plain": [
       "[TableInfo]\n",
       "\n",
       "    Name  Rows  Columns Encoding CreateTimeFormatted    ModTimeFormatted  \\\n",
       " 0  IRIS   150        5    utf-8  01Nov2016:16:05:10  01Nov2016:16:05:10   \n",
       " \n",
       "   JavaCharSet    CreateTime       ModTime  Global  Repeated  View SourceName  \\\n",
       " 0        UTF8  1.793636e+09  1.793636e+09       0         0     0              \n",
       " \n",
       "   SourceCaslib  Compressed Creator Modifier  \n",
       " 0                        0  username           \n",
       "\n",
       "+ Elapsed: 0.000884s, mem: 0.104mb"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.tableinfo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **columninfo** action on the **CASTable** object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; ColumnInfo</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Column\">Column</th>\n",
       "      <th title=\"ID\">ID</th>\n",
       "      <th title=\"Type\">Type</th>\n",
       "      <th title=\"RawLength\">RawLength</th>\n",
       "      <th title=\"FormattedLength\">FormattedLength</th>\n",
       "      <th title=\"NFL\">NFL</th>\n",
       "      <th title=\"NFD\">NFD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SepalLength</td>\n",
       "      <td>1</td>\n",
       "      <td>double</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SepalWidth</td>\n",
       "      <td>2</td>\n",
       "      <td>double</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PetalLength</td>\n",
       "      <td>3</td>\n",
       "      <td>double</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PetalWidth</td>\n",
       "      <td>4</td>\n",
       "      <td>double</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Name</td>\n",
       "      <td>5</td>\n",
       "      <td>varchar</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.000629s</span> &#183; <span class=\"cas-memory\">mem 0.177MB</span></small></p>"
      ],
      "text/plain": [
       "[ColumnInfo]\n",
       "\n",
       "         Column  ID     Type  RawLength  FormattedLength  NFL  NFD\n",
       " 0  SepalLength   1   double          8               12    0    0\n",
       " 1   SepalWidth   2   double          8               12    0    0\n",
       " 2  PetalLength   3   double          8               12    0    0\n",
       " 3   PetalWidth   4   double          8               12    0    0\n",
       " 4         Name   5  varchar         15               15    0    0\n",
       "\n",
       "+ Elapsed: 0.000629s, mem: 0.177mb"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.columninfo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Executing Actions on CAS Tables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using IPython's help hooks to display help for the **simple** action set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "conn.simple?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **summary** action on the **CASTable**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"cas-results-key\"><b>&#167; Summary</b></div>\n",
       "<div class=\"cas-results-body\">\n",
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\"><caption>Descriptive Statistics for IRIS</caption>\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th title=\"\"></th>\n",
       "      <th title=\"Analysis Variable\">Column</th>\n",
       "      <th title=\"Min\">Min</th>\n",
       "      <th title=\"Max\">Max</th>\n",
       "      <th title=\"N\">N</th>\n",
       "      <th title=\"Number Missing\">NMiss</th>\n",
       "      <th title=\"Mean\">Mean</th>\n",
       "      <th title=\"Sum\">Sum</th>\n",
       "      <th title=\"Std Dev.\">Std</th>\n",
       "      <th title=\"Std Error\">StdErr</th>\n",
       "      <th title=\"Variance\">Var</th>\n",
       "      <th title=\"Uncorrected Sum of Squares\">USS</th>\n",
       "      <th title=\"Corrected Sum of Squares\">CSS</th>\n",
       "      <th title=\"Coefficient of Variation\">CV</th>\n",
       "      <th title=\"t Value\">TValue</th>\n",
       "      <th title=\"Pr &gt; |t|\">ProbT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SepalLength</td>\n",
       "      <td>4.3</td>\n",
       "      <td>7.9</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>876.5</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.067611</td>\n",
       "      <td>0.685694</td>\n",
       "      <td>5223.85</td>\n",
       "      <td>102.168333</td>\n",
       "      <td>14.171126</td>\n",
       "      <td>86.425375</td>\n",
       "      <td>3.331256e-129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SepalWidth</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>458.1</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>0.035403</td>\n",
       "      <td>0.188004</td>\n",
       "      <td>1427.05</td>\n",
       "      <td>28.012600</td>\n",
       "      <td>14.197587</td>\n",
       "      <td>86.264297</td>\n",
       "      <td>4.374977e-129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PetalLength</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>563.8</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.144064</td>\n",
       "      <td>3.113179</td>\n",
       "      <td>2583.00</td>\n",
       "      <td>463.863733</td>\n",
       "      <td>46.942721</td>\n",
       "      <td>26.090198</td>\n",
       "      <td>1.994305e-57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PetalWidth</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.198667</td>\n",
       "      <td>179.8</td>\n",
       "      <td>0.763161</td>\n",
       "      <td>0.062312</td>\n",
       "      <td>0.582414</td>\n",
       "      <td>302.30</td>\n",
       "      <td>86.779733</td>\n",
       "      <td>63.667470</td>\n",
       "      <td>19.236588</td>\n",
       "      <td>3.209704e-42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"cas-output-area\"></div>\n",
       "<p class=\"cas-results-performance\"><small><span class=\"cas-elapsed\">elapsed 0.0258s</span> &#183; <span class=\"cas-user\">user 0.026s</span> &#183; <span class=\"cas-sys\">sys 0.004s</span> &#183; <span class=\"cas-memory\">mem 1.74MB</span></small></p>"
      ],
      "text/plain": [
       "[Summary]\n",
       "\n",
       " Descriptive Statistics for IRIS\n",
       " \n",
       "         Column  Min  Max      N  NMiss      Mean    Sum       Std    StdErr  \\\n",
       " 0  SepalLength  4.3  7.9  150.0    0.0  5.843333  876.5  0.828066  0.067611   \n",
       " 1   SepalWidth  2.0  4.4  150.0    0.0  3.054000  458.1  0.433594  0.035403   \n",
       " 2  PetalLength  1.0  6.9  150.0    0.0  3.758667  563.8  1.764420  0.144064   \n",
       " 3   PetalWidth  0.1  2.5  150.0    0.0  1.198667  179.8  0.763161  0.062312   \n",
       " \n",
       "         Var      USS         CSS         CV     TValue          ProbT  \n",
       " 0  0.685694  5223.85  102.168333  14.171126  86.425375  3.331256e-129  \n",
       " 1  0.188004  1427.05   28.012600  14.197587  86.264297  4.374977e-129  \n",
       " 2  3.113179  2583.00  463.863733  46.942721  26.090198   1.994305e-57  \n",
       " 3  0.582414   302.30   86.779733  63.667470  19.236588   3.209704e-42  \n",
       "\n",
       "+ Elapsed: 0.0258s, user: 0.026s, sys: 0.004s, mem: 1.74mb"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summ = iris.summary()\n",
    "summ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the **describe** method on the **CASTable** object.  This method emulates the Pandas **describe** method, but calls CAS actions to compute the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SepalLength  SepalWidth  PetalLength  PetalWidth\n",
       "count   150.000000  150.000000   150.000000  150.000000\n",
       "mean      5.843333    3.054000     3.758667    1.198667\n",
       "std       0.828066    0.433594     1.764420    0.763161\n",
       "min       4.300000    2.000000     1.000000    0.100000\n",
       "25%       5.100000    2.800000     1.600000    0.300000\n",
       "50%       5.800000    3.000000     4.350000    1.300000\n",
       "75%       6.400000    3.300000     5.100000    1.800000\n",
       "max       7.900000    4.400000     6.900000    2.500000"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the **plot** method of the **CASTable**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f945d71c6a0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots may not display automatically depending on your configuration.  You can use the **show** method of the plot to display it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, if you are in a Jupyter notebook, you can tell matplotlib to display images inline using the **%matplotlib** magic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f945c774160>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8IYG+aymPVlQoSr0Gtd8GkJSErARHgJz5NedwADZmTDnfeSdZyTNmEDGrdq/j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\nazQajQf5P9EHd8HXR6sAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f945c766748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sort the values in the table so that the order in the plot is predictable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f945c7789b0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sKxTyK1coFc8dvKXBc/PNlroejqispMg5IUF85Gwb2dqKc3Y20LUr/e9sQPD0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Y/VNzFT5JQrKdipQ0peuz1v3XlNXx8rKitZ7vGw3udLIzt1ZZFCoZU1yi0WBjVT+lSkRs5lBmSN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f945c7815c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.sort_values(['SepalLength', 'SepalWidth']).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Close the connection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}