Chapter -1 -- Python for SAS Users Chapters.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for SAS Users"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter orginization\n",
    "\n",
    "These chapters are meant to be read in order as they start with foundational concepts used to build up more complex ideas. \n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2000%20--%20Motivation.ipynb\">Chapter 00 -- Motivation </a> \n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2001%20--%20Introduction.ipynb\">Chapter 01 -- Introduction </a>\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb\">Chapter 02 -- Data Sctructures </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#list\" a>list </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#Indexing\" a>indexing </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#tuple\" a>tuple </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#dictionary\" a>dictionary </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#sequences\" a>sequences </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#set\" a>set </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2002%20--%20Data%20Structures.ipynb#Resources:\" a>Resources</a>\n",
    "    \n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb\">Chapter 03 -- Data Types and Formatting </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#Numerics\">Numerics </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#Boolean\">Boolean </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#Numerical-Precision\">Numerical Precision</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#Strings\">Strings </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#String-Slicing\">String Slicing </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#String-Formatting\">String Formatting </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2003%20%20--%20Data%20Types%20and%20Formatting.ipynb#Resources\">Resources </a>\n",
    "\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb\">Chapter 04 -- Pandas, Part 1 </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Importing-Packages\">Importing Packages</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Series\">Series </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#DataFrames\">DataFrames </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#pd.read_csv()\">Read .csv files </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Inspection\">Inspection </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Missing-Value-Identification\">Missing Values Identification</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Missing-Value-Replacement\">Missing Value Replacement </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2004%20--%20Pandas%2C%20Part%201.ipynb#Resources\">Resources </a>\n",
    "   \n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb\">Chapter 05 -- Understanding Indexes</a>\n",
    "    \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Indices\">Indices </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#.iloc-Indexer\">.iloc indexer </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Setting-and-resetting-Indicies\">Setting and resetting Indicies</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#.loc-Indexer\">.loc indexer </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Mixing-.loc-Indexer-with-Boolean-Operators\"> Mixing .loc indexer with Boolean Operations </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Altering-DataFrame-values-using-the-.loc-indexer\"> Altering DataFrame values using the .loc indexer </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Conditionaly-Apply-Values-Based-on-Another-Column-Value\">Conditionaly Apply Values Based on Another Column Value </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#.ix-Indexer\"> .ix indexer </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Indexing-Issues\"> Indexing Issues </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2005%20--%20Understanding%20Indexes.ipynb#Resources\"> Resources </a>\n",
    " \n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb\">Chapter 06 Hierarchical Indexing</a>     \n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#Multi-Indexed-Selection\">Multi Indexed Selection</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#xs()-method-for-cross-sections\">xs() method for Cross-sections</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#Advanced-Indexing-with-.loc-indexer\">Advanced Indexing with .loc Indexer</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#Using-Boolean-operators-with-.loc-indexer\">Using Boolean Operators with .loc Indexer</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#stack()-and-unstack()-methods\">stack() and unstack() methods</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2006%20--%20Hierarchical%20Indexing.ipynb?flush_cache=true/#Resources\">Resources</a>\n",
    "\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb\">Chapter 07 -- Pandas, Part 2</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#SAS-Sort-Merge-with-by-group\">SAS Sort/Merge with by-groups</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Inner-Join\">Inner Join</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Right-Outer-Join\">Right Outer Join</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Left-Outer-Join\">Left Outer Join</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Full-Outer-Join\">Full Outer Join</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Outer-Join-no-Matched-Keys\">Outer Join no Matched Keys</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Outer-Join-no-Matched-Keys-in-Right\">Outer Join no Matched Keys in Right</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Outer-Join-no-Matched-Keys-in-Left\">No Matched Keys in Left</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Many-to-Many-Join\">Many-to-Many Join</a>\n",
    "\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Group-by:-split-apply-combine-Introduction\">GroupBy: Split-Apply-Combine Introduction</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Replace-Missing-Values-with-Group-Means\">Replace Missing Values with Group Mean</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb?flush_cache=true/#FIRST.variable-and-LAST.variable\">FIRST.variable and LAST.variable Processing</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2007%20--%20Pandas%2C%20Part%202.ipynb#Resources\"> Resources</a>\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#Chapter-08----Date,-Time,-and-Timedelta-Objects\">Chapter 08 -- Date, Time and Timepart Objects</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#String-Literal-Mapped-to-datetime-timestamp\">String Literal Mapped to datetime timestamp</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#date-objects\">date objects</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#strftime()-and-strptime()-methods\">strfime() and strptime() methods</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#dateutil.parser\">dateutil.parser</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#time-objects\">time objects</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#timedelta-objects\">timedelta objects</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2008%20--%20Date%2C%20Time%2C%20and%20%20Timedelta%20Objects.ipynb#Resources\">Resources</a>\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb\">Chapter 09 -- Panda Time Series and Date Handling</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Creating-and-manipulating-a-fixed-frequency-of-dates-and-time-spans\">Creating and Manipulating a Fixed Frequency of Dates and Time Spans</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Time-Series-Walk-Through\">Time-Series Walk-through</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Returning-Unique-Levels-of-Categories\">Returning Unique Levels of Categories</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Return-a-Row-using-a-Minimum-Value\">Return a Row Using a Minimum Value</a>\n",
    "\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Return-a-Row-using-a-Maximum-Value\">Return a Row Using a Maximum Value</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb#Convert-Time-Series-from-one-Frequency-to-Another\">Convert Time-Series from one Frequency to Another</a> \n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb?flush_cache=true/#Plotting-with-bokeh\">Plotting with bokeh</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2009%20--%20Panda%20Time%20Series%20and%20Date%20Handling.ipynb?flush_cache=true/#Resources\">Resources</a>\n",
    "\n",
    "<a  href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb\">Chapter 10 -- GroupBy</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Setting-Display-Options\">Setting Display Options</a>\n",
    "    \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Read-'pickled'-DataFrame\">Read 'pickled' DataFrame</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Create-GroupBy-Object\">Create GroupBy Object</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#GroupBy-with-Aggregations\">GroupBy with Aggregations</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Understanding-Binning\">Understanding Binning</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Applying-Functions-to-Groups\">Applying Functions to Groups</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Applying-Transformations-to-Groups\">Applying Transformations to Groups</a>\n",
    "\n",
    " &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Top/Bottom-N-processing\">Top/Bottom N Processing</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2010%20--%20Groupby.ipynb#Resources\">Resources</a>\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb\"> Chapter 11 -- Panda Readers </a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#pd.read_csv(URL)-method\">pd.read_csv(URL) method</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#SQLAlchemy-Under-the-Covers\">SQLAlchemy Under the Covers</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#read_sql_table()\">read_sql_table() method</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#read_sql_query()-method\">read_sql_query()method</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#DataFrame.to_sql\">DataFrame.to_sql() method</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#pd.read_sas\">pd.read_sas() method</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2011%20--%20Panda%20Readers.ipynb#Resources\">Resources</a>\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb\">Chapter 12 -- Additional Data Handling</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Sort-and-Sort-Sequences\">Sort and Sort Sequences</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Drop/Keep-Columns\">Drop/Keep Columns</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Rename-Columns\">Rename Columns</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Find-Duplicate-Values\">Find Duplicate Values</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Drop-Duplicate-Rows\">Drop Duplicate Rows</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Extract-Duplicate-Values\">Extract Duplicate Values</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Add-a-New-DataFrame-Column\">Add a New DataFrame Column</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Cast-Strings-to-Floats\">Cast Strings to Float</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Concatenating-DataFrames-(Join)\">Concatenating DataFrames (Join)</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Crosstabs\">Crosstabs</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Sampling\">Sampling</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Binning-Continuous-Values\">Binning Continous Values</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Save-to-Disk\">Save to Disk ('pickling')</a>\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/blob/master/Chapter%2012%20--%20Additional%20Data%20Handling%20.ipynb#Resources\">Resources</a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Navigation\n",
    "\n",
    "<a href=\"http://nbviewer.jupyter.org/github/RandyBetancourt/PythonForSASUsers/tree/master/\"> Return to Chapter List </a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}