Basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataQuest Guided Project (201)\n",
    "---\n",
    "## Star Wars Survey: Does America Realize That “The Empire Strikes Back” Is The Best Movie Of The Franchise?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The data was collected by FiveThirtyEight and is available on their [GitHub](https://github.com/fivethirtyeight/data/tree/master/star-wars-survey) page.\n",
    "#### FiveThirtyEight asked people the following:\n",
    "* Which Star Wars movie they saw\n",
    "* Opinions on various characters (multiple choice from Very Unfavorable to Very Favorable\n",
    "* Ranks for each movie, whether they saw one movie or all of them (Potential flaw with survey design here)\n",
    "* Whether they consideted themselves to be a fan of Star Wars, Star Trek, or Expanded Universe\n",
    "* Demographic data such as age, gender, education level, income level, and location\n",
    "* \"Who Shot First?\" which seems like a reference that fans would have a greater chance at understanding than non-fans. There is already a column to indicate whether someone is a fan or not\n",
    "\n",
    "#### 1,186 responses were collected.  I will analyze this data here to see what insights we can generate about these movies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Navigation\n",
    "[Imports, Read File, and Preview](#Imports,-Read-File,-and-Preview)\n",
    "\n",
    "[Cleanup Column Headers](#Header-Cleanup)\n",
    "\n",
    "[Data Conversions: Strings to Booleans and Numeric](#Data-Conversions:-Strings-to-Booleans-and-Numeric)\n",
    "\n",
    "[Data Conversions: Remove Movie Rankings for Movies Not Watched](#Data-Conversions:-Remove-Movie-Rankings-for-Movies-Not-Watched)\n",
    "\n",
    "[Analyze Overall Rankings and Number of Viewers](#Analyze-Overall-Rankings-and-Number-of-Viewers)\n",
    "\n",
    "[Create Subsets of Data for a More Granular Analysis](#Create-Subsets-of-Data-for-a-More-Granular-Analysis)\n",
    "\n",
    "[Create a Function to Reuse Analysis Code](#Create-a-Function-to-Reuse-Analysis-Code)\n",
    "\n",
    "[Analyze Star Wars fans and non-fans](#Analyze-Star-Wars-fans-and-non-fans)\n",
    "\n",
    "[Analyze Star Trek fans and non-fans](#Analyze-Star-Trek-fans-and-non-fans)\n",
    "\n",
    "[Analyze Males and Females](#Analyze-Males-and-Females)\n",
    "\n",
    "[Analyze by Age](#Analyze-by-Age)\n",
    "\n",
    "[Analyze by Income Level](#Analyze-by-Income-Level)\n",
    "\n",
    "[Appendix: Evidence of Poor Survey Design?](#Appendix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports, Read File, and Preview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read file\n",
    "star_wars = pd.read_csv('star_wars.csv', encoding='ISO-8859-1', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>RespondentID</td>\n",
       "      <td>Have you seen any of the 6 films in the Star W...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Which character shot first?</td>\n",
       "      <td>Are you familiar with the Expanded Universe?</td>\n",
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       "      <td>Gender</td>\n",
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       "      <td>Response</td>\n",
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       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>...</td>\n",
       "      <td>Yoda</td>\n",
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       "      <td>Response</td>\n",
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       "      <td>3292879998</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3292879538</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>West South Central</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3292765271</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Unfamiliar (N/A)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
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      "text/plain": [
       "             0                                                  1   \\\n",
       "0  RespondentID  Have you seen any of the 6 films in the Star W...   \n",
       "1           NaN                                           Response   \n",
       "2    3292879998                                                Yes   \n",
       "3    3292879538                                                 No   \n",
       "4    3292765271                                                Yes   \n",
       "\n",
       "                                                  2   \\\n",
       "0  Do you consider yourself to be a fan of the St...   \n",
       "1                                           Response   \n",
       "2                                                Yes   \n",
       "3                                                NaN   \n",
       "4                                                 No   \n",
       "\n",
       "                                                  3   \\\n",
       "0  Which of the following Star Wars films have yo...   \n",
       "1           Star Wars: Episode I  The Phantom Menace   \n",
       "2           Star Wars: Episode I  The Phantom Menace   \n",
       "3                                                NaN   \n",
       "4           Star Wars: Episode I  The Phantom Menace   \n",
       "\n",
       "                                            4   \\\n",
       "0                                          NaN   \n",
       "1  Star Wars: Episode II  Attack of the Clones   \n",
       "2  Star Wars: Episode II  Attack of the Clones   \n",
       "3                                          NaN   \n",
       "4  Star Wars: Episode II  Attack of the Clones   \n",
       "\n",
       "                                            5   \\\n",
       "0                                          NaN   \n",
       "1  Star Wars: Episode III  Revenge of the Sith   \n",
       "2  Star Wars: Episode III  Revenge of the Sith   \n",
       "3                                          NaN   \n",
       "4  Star Wars: Episode III  Revenge of the Sith   \n",
       "\n",
       "                                  6   \\\n",
       "0                                NaN   \n",
       "1  Star Wars: Episode IV  A New Hope   \n",
       "2  Star Wars: Episode IV  A New Hope   \n",
       "3                                NaN   \n",
       "4                                NaN   \n",
       "\n",
       "                                             7   \\\n",
       "0                                           NaN   \n",
       "1  Star Wars: Episode V The Empire Strikes Back   \n",
       "2  Star Wars: Episode V The Empire Strikes Back   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "\n",
       "                                         8   \\\n",
       "0                                       NaN   \n",
       "1  Star Wars: Episode VI Return of the Jedi   \n",
       "2  Star Wars: Episode VI Return of the Jedi   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "                                                  9   ...                28  \\\n",
       "0  Please rank the Star Wars films in order of pr...  ...               NaN   \n",
       "1           Star Wars: Episode I  The Phantom Menace  ...              Yoda   \n",
       "2                                                  3  ...    Very favorably   \n",
       "3                                                NaN  ...               NaN   \n",
       "4                                                  1  ...  Unfamiliar (N/A)   \n",
       "\n",
       "                                 29  \\\n",
       "0       Which character shot first?   \n",
       "1                          Response   \n",
       "2  I don't understand this question   \n",
       "3                               NaN   \n",
       "4  I don't understand this question   \n",
       "\n",
       "                                             30  \\\n",
       "0  Are you familiar with the Expanded Universe?   \n",
       "1                                      Response   \n",
       "2                                           Yes   \n",
       "3                                           NaN   \n",
       "4                                            No   \n",
       "\n",
       "                                                  31  \\\n",
       "0  Do you consider yourself to be a fan of the Ex...   \n",
       "1                                           Response   \n",
       "2                                                 No   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                                  32        33        34  \\\n",
       "0  Do you consider yourself to be a fan of the St...    Gender       Age   \n",
       "1                                           Response  Response  Response   \n",
       "2                                                 No      Male     18-29   \n",
       "3                                                Yes      Male     18-29   \n",
       "4                                                 No      Male     18-29   \n",
       "\n",
       "                 35                  36                        37  \n",
       "0  Household Income           Education  Location (Census Region)  \n",
       "1          Response            Response                  Response  \n",
       "2               NaN  High school degree            South Atlantic  \n",
       "3      $0 - $24,999     Bachelor degree        West South Central  \n",
       "4      $0 - $24,999  High school degree        West North Central  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#preview dataframe\n",
    "star_wars.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Header Cleanup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First 2 rows are headers, this is why it's a good idea to combine them into one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#loop through the first header column, replace blanks with values from previous filled cell\n",
    "first_header_row = star_wars.iloc[0]\n",
    "\n",
    "for n, i in enumerate(first_header_row):\n",
    "    if pd.isnull(i):\n",
    "        first_header_row[n] = first_header_row[n-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "second_header_row = star_wars.iloc[1]\n",
    "#replace nan in second header row with 'Response' following convention of the file\n",
    "second_header_row[0] = 'Response'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#combine header rows into one, separated with a dash\n",
    "headers = first_header_row + '-' + second_header_row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "#make headers less wordy\n",
    "headers = headers.str.replace('-Response', '')\n",
    "headers = headers.str.replace('Please rank the Star Wars films in order of preference with 1 being your favorite film in the franchise and 6 being your least favorite film.-Star Wars: ', 'Rank-')\n",
    "headers = headers.str.replace('Please state whether you view the following characters favorably, unfavorably, or are unfamiliar with him/her.-', 'Opinion-')\n",
    "headers = headers.str.replace('Do you consider yourself to be a fan', 'Fan')\n",
    "headers = headers.str.replace('Which of the following Star Wars films have you seen? Please select all that apply.-Star Wars: ', 'Seen ', regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RespondentID\n",
      "Have you seen any of the 6 films in the Star Wars franchise?\n",
      "Fan of the Star Wars film franchise?\n",
      "Seen Episode I  The Phantom Menace\n",
      "Seen Episode II  Attack of the Clones\n",
      "Seen Episode III  Revenge of the Sith\n",
      "Seen Episode IV  A New Hope\n",
      "Seen Episode V The Empire Strikes Back\n",
      "Seen Episode VI Return of the Jedi\n",
      "Rank-Episode I  The Phantom Menace\n",
      "Rank-Episode II  Attack of the Clones\n",
      "Rank-Episode III  Revenge of the Sith\n",
      "Rank-Episode IV  A New Hope\n",
      "Rank-Episode V The Empire Strikes Back\n",
      "Rank-Episode VI Return of the Jedi\n",
      "Opinion-Han Solo\n",
      "Opinion-Luke Skywalker\n",
      "Opinion-Princess Leia Organa\n",
      "Opinion-Anakin Skywalker\n",
      "Opinion-Obi Wan Kenobi\n",
      "Opinion-Emperor Palpatine\n",
      "Opinion-Darth Vader\n",
      "Opinion-Lando Calrissian\n",
      "Opinion-Boba Fett\n",
      "Opinion-C-3P0\n",
      "Opinion-R2 D2\n",
      "Opinion-Jar Jar Binks\n",
      "Opinion-Padme Amidala\n",
      "Opinion-Yoda\n",
      "Which character shot first?\n",
      "Are you familiar with the Expanded Universe?\n",
      "Fan of the Expanded Universe???\n",
      "Fan of the Star Trek franchise?\n",
      "Gender\n",
      "Age\n",
      "Household Income\n",
      "Education\n",
      "Location (Census Region)\n"
     ]
    }
   ],
   "source": [
    "#view updated headers - looks better\n",
    "for i in headers:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#assign new column headers\n",
    "star_wars.columns = headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "#delete first two rows\n",
    "star_wars.drop([0, 1], axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Seen Episode VI Return of the Jedi</th>\n",
       "      <th>Rank-Episode I  The Phantom Menace</th>\n",
       "      <th>...</th>\n",
       "      <th>Opinion-Yoda</th>\n",
       "      <th>Which character shot first?</th>\n",
       "      <th>Are you familiar with the Expanded Universe?</th>\n",
       "      <th>Fan of the Expanded Universe???</th>\n",
       "      <th>Fan of the Star Trek franchise?</th>\n",
       "      <th>Gender</th>\n",
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       "      <th>Household Income</th>\n",
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       "      <td>3292879998</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>Star Wars: Episode IV  A New Hope</td>\n",
       "      <td>Star Wars: Episode V The Empire Strikes Back</td>\n",
       "      <td>Star Wars: Episode VI Return of the Jedi</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Very favorably</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>South Atlantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3292879538</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>Bachelor degree</td>\n",
       "      <td>West South Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3292765271</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Star Wars: Episode I  The Phantom Menace</td>\n",
       "      <td>Star Wars: Episode II  Attack of the Clones</td>\n",
       "      <td>Star Wars: Episode III  Revenge of the Sith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Unfamiliar (N/A)</td>\n",
       "      <td>I don't understand this question</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>18-29</td>\n",
       "      <td>$0 - $24,999</td>\n",
       "      <td>High school degree</td>\n",
       "      <td>West North Central</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  RespondentID Have you seen any of the 6 films in the Star Wars franchise?  \\\n",
       "2   3292879998                                                Yes             \n",
       "3   3292879538                                                 No             \n",
       "4   3292765271                                                Yes             \n",
       "\n",
       "  Fan of the Star Wars film franchise?  \\\n",
       "2                                  Yes   \n",
       "3                                  NaN   \n",
       "4                                   No   \n",
       "\n",
       "         Seen Episode I  The Phantom Menace  \\\n",
       "2  Star Wars: Episode I  The Phantom Menace   \n",
       "3                                       NaN   \n",
       "4  Star Wars: Episode I  The Phantom Menace   \n",
       "\n",
       "         Seen Episode II  Attack of the Clones  \\\n",
       "2  Star Wars: Episode II  Attack of the Clones   \n",
       "3                                          NaN   \n",
       "4  Star Wars: Episode II  Attack of the Clones   \n",
       "\n",
       "         Seen Episode III  Revenge of the Sith  \\\n",
       "2  Star Wars: Episode III  Revenge of the Sith   \n",
       "3                                          NaN   \n",
       "4  Star Wars: Episode III  Revenge of the Sith   \n",
       "\n",
       "         Seen Episode IV  A New Hope  \\\n",
       "2  Star Wars: Episode IV  A New Hope   \n",
       "3                                NaN   \n",
       "4                                NaN   \n",
       "\n",
       "         Seen Episode V The Empire Strikes Back  \\\n",
       "2  Star Wars: Episode V The Empire Strikes Back   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "\n",
       "         Seen Episode VI Return of the Jedi  \\\n",
       "2  Star Wars: Episode VI Return of the Jedi   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "  Rank-Episode I  The Phantom Menace  ...      Opinion-Yoda  \\\n",
       "2                                  3  ...    Very favorably   \n",
       "3                                NaN  ...               NaN   \n",
       "4                                  1  ...  Unfamiliar (N/A)   \n",
       "\n",
       "        Which character shot first?  \\\n",
       "2  I don't understand this question   \n",
       "3                               NaN   \n",
       "4  I don't understand this question   \n",
       "\n",
       "  Are you familiar with the Expanded Universe?  \\\n",
       "2                                          Yes   \n",
       "3                                          NaN   \n",
       "4                                           No   \n",
       "\n",
       "  Fan of the Expanded Universe??? Fan of the Star Trek franchise? Gender  \\\n",
       "2                              No                              No   Male   \n",
       "3                             NaN                             Yes   Male   \n",
       "4                             NaN                              No   Male   \n",
       "\n",
       "     Age Household Income           Education Location (Census Region)  \n",
       "2  18-29              NaN  High school degree           South Atlantic  \n",
       "3  18-29     $0 - $24,999     Bachelor degree       West South Central  \n",
       "4  18-29     $0 - $24,999  High school degree       West North Central  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check to make sure the new header is in place\n",
    "star_wars.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Conversions: Strings to Booleans and Numeric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check for any NaNs in RespondentID column\n",
    "any(star_wars['RespondentID'].isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert some columns to boolean\n",
    "convert_to_bool = {'No': False, \n",
    "                   np.nan: False,\n",
    "                   'Yes': True,\n",
    "                   'Star Wars: Episode I  The Phantom Menace': True,\n",
    "                   'Star Wars: Episode II  Attack of the Clones': True,\n",
    "                   'Star Wars: Episode III  Revenge of the Sith': True,\n",
    "                   'Star Wars: Episode IV  A New Hope': True,\n",
    "                   'Star Wars: Episode V The Empire Strikes Back': True,\n",
    "                   'Star Wars: Episode VI Return of the Jedi': True\n",
    "                  }\n",
    "star_wars['Have you seen any of the 6 films in the Star Wars franchise?'] = \\\n",
    "    star_wars['Have you seen any of the 6 films in the Star Wars franchise?'].map(convert_to_bool)\n",
    "star_wars['Fan of the Star Wars film franchise?'] = \\\n",
    "    star_wars['Fan of the Star Wars film franchise?'].map(convert_to_bool)\n",
    "star_wars['Seen Episode I  The Phantom Menace'] = star_wars['Seen Episode I  The Phantom Menace'].map(convert_to_bool)\n",
    "star_wars['Seen Episode II  Attack of the Clones'] = star_wars['Seen Episode II  Attack of the Clones'].map(convert_to_bool)\n",
    "star_wars['Seen Episode III  Revenge of the Sith'] = star_wars['Seen Episode III  Revenge of the Sith'].map(convert_to_bool)\n",
    "star_wars['Seen Episode IV  A New Hope'] = star_wars['Seen Episode IV  A New Hope'].map(convert_to_bool)\n",
    "star_wars['Seen Episode V The Empire Strikes Back'] = star_wars['Seen Episode V The Empire Strikes Back'].map(convert_to_bool)\n",
    "star_wars['Seen Episode VI Return of the Jedi'] = star_wars['Seen Episode VI Return of the Jedi'].map(convert_to_bool)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1186 entries, 2 to 1187\n",
      "Data columns (total 38 columns):\n",
      " #   Column                                                        Non-Null Count  Dtype \n",
      "---  ------                                                        --------------  ----- \n",
      " 0   RespondentID                                                  1186 non-null   object\n",
      " 1   Have you seen any of the 6 films in the Star Wars franchise?  1186 non-null   bool  \n",
      " 2   Fan of the Star Wars film franchise?                          1186 non-null   bool  \n",
      " 3   Seen Episode I  The Phantom Menace                            1186 non-null   bool  \n",
      " 4   Seen Episode II  Attack of the Clones                         1186 non-null   bool  \n",
      " 5   Seen Episode III  Revenge of the Sith                         1186 non-null   bool  \n",
      " 6   Seen Episode IV  A New Hope                                   1186 non-null   bool  \n",
      " 7   Seen Episode V The Empire Strikes Back                        1186 non-null   bool  \n",
      " 8   Seen Episode VI Return of the Jedi                            1186 non-null   bool  \n",
      " 9   Rank-Episode I  The Phantom Menace                            835 non-null    object\n",
      " 10  Rank-Episode II  Attack of the Clones                         836 non-null    object\n",
      " 11  Rank-Episode III  Revenge of the Sith                         835 non-null    object\n",
      " 12  Rank-Episode IV  A New Hope                                   836 non-null    object\n",
      " 13  Rank-Episode V The Empire Strikes Back                        836 non-null    object\n",
      " 14  Rank-Episode VI Return of the Jedi                            836 non-null    object\n",
      " 15  Opinion-Han Solo                                              829 non-null    object\n",
      " 16  Opinion-Luke Skywalker                                        831 non-null    object\n",
      " 17  Opinion-Princess Leia Organa                                  831 non-null    object\n",
      " 18  Opinion-Anakin Skywalker                                      823 non-null    object\n",
      " 19  Opinion-Obi Wan Kenobi                                        825 non-null    object\n",
      " 20  Opinion-Emperor Palpatine                                     814 non-null    object\n",
      " 21  Opinion-Darth Vader                                           826 non-null    object\n",
      " 22  Opinion-Lando Calrissian                                      820 non-null    object\n",
      " 23  Opinion-Boba Fett                                             812 non-null    object\n",
      " 24  Opinion-C-3P0                                                 827 non-null    object\n",
      " 25  Opinion-R2 D2                                                 830 non-null    object\n",
      " 26  Opinion-Jar Jar Binks                                         821 non-null    object\n",
      " 27  Opinion-Padme Amidala                                         814 non-null    object\n",
      " 28  Opinion-Yoda                                                  826 non-null    object\n",
      " 29  Which character shot first?                                   828 non-null    object\n",
      " 30  Are you familiar with the Expanded Universe?                  828 non-null    object\n",
      " 31  Fan of the Expanded Universe???                               213 non-null    object\n",
      " 32  Fan of the Star Trek franchise?                               1068 non-null   object\n",
      " 33  Gender                                                        1046 non-null   object\n",
      " 34  Age                                                           1046 non-null   object\n",
      " 35  Household Income                                              858 non-null    object\n",
      " 36  Education                                                     1036 non-null   object\n",
      " 37  Location (Census Region)                                      1043 non-null   object\n",
      "dtypes: bool(8), object(30)\n",
      "memory usage: 296.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#this check shows that columns converted to bool data type with no missing values\n",
    "star_wars.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert ranking columns to numeric\n",
    "star_wars[star_wars.columns[9:15]] = star_wars[star_wars.columns[9:15]].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert opinion columns to a numeric score on a scale from Very unfavorably = 0 to Very favorably = 4\n",
    "convert_to_int = {'Very unfavorably': 0,\n",
    "                  'Somewhat unfavorably': 1,\n",
    "                  'Neither favorably nor unfavorably (neutral)': 2,\n",
    "                  'Somewhat favorably': 3,\n",
    "                  'Very favorably': 4,\n",
    "                  'Unfamiliar (N/A)': np.nan}\n",
    "\n",
    "opinion_columns = [col for col in star_wars.columns if col.startswith('Opinion')]\n",
    "\n",
    "for col in opinion_columns:\n",
    "    star_wars[col] = star_wars[col].map(convert_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1186 entries, 2 to 1187\n",
      "Data columns (total 38 columns):\n",
      " #   Column                                                        Non-Null Count  Dtype  \n",
      "---  ------                                                        --------------  -----  \n",
      " 0   RespondentID                                                  1186 non-null   object \n",
      " 1   Have you seen any of the 6 films in the Star Wars franchise?  1186 non-null   bool   \n",
      " 2   Fan of the Star Wars film franchise?                          1186 non-null   bool   \n",
      " 3   Seen Episode I  The Phantom Menace                            1186 non-null   bool   \n",
      " 4   Seen Episode II  Attack of the Clones                         1186 non-null   bool   \n",
      " 5   Seen Episode III  Revenge of the Sith                         1186 non-null   bool   \n",
      " 6   Seen Episode IV  A New Hope                                   1186 non-null   bool   \n",
      " 7   Seen Episode V The Empire Strikes Back                        1186 non-null   bool   \n",
      " 8   Seen Episode VI Return of the Jedi                            1186 non-null   bool   \n",
      " 9   Rank-Episode I  The Phantom Menace                            835 non-null    float64\n",
      " 10  Rank-Episode II  Attack of the Clones                         836 non-null    float64\n",
      " 11  Rank-Episode III  Revenge of the Sith                         835 non-null    float64\n",
      " 12  Rank-Episode IV  A New Hope                                   836 non-null    float64\n",
      " 13  Rank-Episode V The Empire Strikes Back                        836 non-null    float64\n",
      " 14  Rank-Episode VI Return of the Jedi                            836 non-null    float64\n",
      " 15  Opinion-Han Solo                                              814 non-null    float64\n",
      " 16  Opinion-Luke Skywalker                                        825 non-null    float64\n",
      " 17  Opinion-Princess Leia Organa                                  823 non-null    float64\n",
      " 18  Opinion-Anakin Skywalker                                      771 non-null    float64\n",
      " 19  Opinion-Obi Wan Kenobi                                        808 non-null    float64\n",
      " 20  Opinion-Emperor Palpatine                                     658 non-null    float64\n",
      " 21  Opinion-Darth Vader                                           816 non-null    float64\n",
      " 22  Opinion-Lando Calrissian                                      672 non-null    float64\n",
      " 23  Opinion-Boba Fett                                             680 non-null    float64\n",
      " 24  Opinion-C-3P0                                                 812 non-null    float64\n",
      " 25  Opinion-R2 D2                                                 820 non-null    float64\n",
      " 26  Opinion-Jar Jar Binks                                         712 non-null    float64\n",
      " 27  Opinion-Padme Amidala                                         650 non-null    float64\n",
      " 28  Opinion-Yoda                                                  816 non-null    float64\n",
      " 29  Which character shot first?                                   828 non-null    object \n",
      " 30  Are you familiar with the Expanded Universe?                  828 non-null    object \n",
      " 31  Fan of the Expanded Universe???                               213 non-null    object \n",
      " 32  Fan of the Star Trek franchise?                               1068 non-null   object \n",
      " 33  Gender                                                        1046 non-null   object \n",
      " 34  Age                                                           1046 non-null   object \n",
      " 35  Household Income                                              858 non-null    object \n",
      " 36  Education                                                     1036 non-null   object \n",
      " 37  Location (Census Region)                                      1043 non-null   object \n",
      "dtypes: bool(8), float64(20), object(10)\n",
      "memory usage: 296.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#this check shows that opinion columns converted to numeric successfully\n",
    "star_wars.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Conversions: Remove Movie Rankings for Movies Not Watched"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### After inspecting the data further, it appears that survey takers were able to rank the movies even without seeing them! You can see two examples of this below. It almost seems like rankings for episodes not seen are random or arbitrary, which is not good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Seen Episode I  The Phantom Menace         True\n",
       "Seen Episode II  Attack of the Clones      True\n",
       "Seen Episode III  Revenge of the Sith      True\n",
       "Seen Episode IV  A New Hope               False\n",
       "Seen Episode V The Empire Strikes Back    False\n",
       "Seen Episode VI Return of the Jedi        False\n",
       "Rank-Episode I  The Phantom Menace            1\n",
       "Rank-Episode II  Attack of the Clones         2\n",
       "Rank-Episode III  Revenge of the Sith         3\n",
       "Rank-Episode IV  A New Hope                   4\n",
       "Rank-Episode V The Empire Strikes Back        5\n",
       "Rank-Episode VI Return of the Jedi            6\n",
       "Name: 4, dtype: object"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[3:15]].iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Seen Episode I  The Phantom Menace        False\n",
       "Seen Episode II  Attack of the Clones     False\n",
       "Seen Episode III  Revenge of the Sith     False\n",
       "Seen Episode IV  A New Hope                True\n",
       "Seen Episode V The Empire Strikes Back     True\n",
       "Seen Episode VI Return of the Jedi         True\n",
       "Rank-Episode I  The Phantom Menace            4\n",
       "Rank-Episode II  Attack of the Clones         5\n",
       "Rank-Episode III  Revenge of the Sith         6\n",
       "Rank-Episode IV  A New Hope                   1\n",
       "Rank-Episode V The Empire Strikes Back        3\n",
       "Rank-Episode VI Return of the Jedi            2\n",
       "Name: 175, dtype: object"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[3:15]].iloc[173]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### I am not sure what the reason for this was but it seems like it would introduce a lot of noise into the data so I will replace rankings with NaNs where a movie was not actually seen. The survey probably should have been designed not to accept movie rankings for movies not seen. Prior to running this step I will create a copy of the full dataframe to use in the Appendix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "star_wars_copy = star_wars.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "star_wars.loc[star_wars['Seen Episode I  The Phantom Menace'] == False, 'Rank-Episode I  The Phantom Menace'] = np.nan\n",
    "star_wars.loc[star_wars['Seen Episode II  Attack of the Clones'] == False, 'Rank-Episode II  Attack of the Clones'] = np.nan\n",
    "star_wars.loc[star_wars['Seen Episode III  Revenge of the Sith'] == False, 'Rank-Episode III  Revenge of the Sith'] = np.nan\n",
    "star_wars.loc[star_wars['Seen Episode IV  A New Hope'] == False, 'Rank-Episode IV  A New Hope'] = np.nan\n",
    "star_wars.loc[star_wars['Seen Episode V The Empire Strikes Back'] == False, 'Rank-Episode V The Empire Strikes Back'] = np.nan\n",
    "star_wars.loc[star_wars['Seen Episode VI Return of the Jedi'] == False, 'Rank-Episode VI Return of the Jedi'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verify that movies not seen do not have a ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Seen Episode I  The Phantom Menace         True\n",
       "Seen Episode II  Attack of the Clones      True\n",
       "Seen Episode III  Revenge of the Sith      True\n",
       "Seen Episode IV  A New Hope               False\n",
       "Seen Episode V The Empire Strikes Back    False\n",
       "Seen Episode VI Return of the Jedi        False\n",
       "Rank-Episode I  The Phantom Menace            1\n",
       "Rank-Episode II  Attack of the Clones         2\n",
       "Rank-Episode III  Revenge of the Sith         3\n",
       "Rank-Episode IV  A New Hope                 NaN\n",
       "Rank-Episode V The Empire Strikes Back      NaN\n",
       "Rank-Episode VI Return of the Jedi          NaN\n",
       "Name: 4, dtype: object"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[3:15]].iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Seen Episode I  The Phantom Menace        False\n",
       "Seen Episode II  Attack of the Clones     False\n",
       "Seen Episode III  Revenge of the Sith     False\n",
       "Seen Episode IV  A New Hope                True\n",
       "Seen Episode V The Empire Strikes Back     True\n",
       "Seen Episode VI Return of the Jedi         True\n",
       "Rank-Episode I  The Phantom Menace          NaN\n",
       "Rank-Episode II  Attack of the Clones       NaN\n",
       "Rank-Episode III  Revenge of the Sith       NaN\n",
       "Rank-Episode IV  A New Hope                   1\n",
       "Rank-Episode V The Empire Strikes Back        3\n",
       "Rank-Episode VI Return of the Jedi            2\n",
       "Name: 175, dtype: object"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_wars[star_wars.columns[3:15]].iloc[173]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Overall Rankings and Number of Viewers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Average Ranking of a Star Wars Film"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_ranks = star_wars[star_wars.columns[9:15]].mean().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x176b684e9b0>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_ranks.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see from our analysis that survey takers rank \"Episode V: The Empire Strikes Back\" the highest on average. If I remember correctly, that movie did not end well for the rebels, and thus generated a lot of hype in anticipation of Episode VI. My quick take on why the 3 movies that came out decades ago tend to be ranked higher:\n",
    "\n",
    "* Novelty of special effects and space travel at the time\n",
    "* The Space Program being featured more prominently in the mainstream media at the time\n",
    "* Nostalgia for the 'good ol' days'\n",
    "* Being spoiled by a wave of superhero movies in 2000s\n",
    "\n",
    "Serious movie critics and pop culture historians probably have additional reasons, or may be in disagreement with me."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the Number of People Who Watched Each Movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_watchers = star_wars[star_wars.columns[3:9]].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x176b708d0f0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_watchers.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It appears that the number of people who saw each episode is negatively correlated with movie rankings. This makes sense as more people tend to watch movies that are ranked higher, and excitement drops off for movies that are ranked lower. We can easily calculate the correlation below. The result is -0.75. We can also use a scatterplot which is a better way to show correlation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_df = pd.DataFrame(columns=['Ranks', 'Viewers'])\n",
    "corr_df['Ranks'] = avg_ranks.values\n",
    "corr_df['Viewers'] = sum_watchers.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ranks</th>\n",
       "      <th>Viewers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.79</td>\n",
       "      <td>673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.13</td>\n",
       "      <td>571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.16</td>\n",
       "      <td>550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.65</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.30</td>\n",
       "      <td>758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.74</td>\n",
       "      <td>738</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ranks  Viewers\n",
       "0   3.79      673\n",
       "1   4.13      571\n",
       "2   4.16      550\n",
       "3   2.65      607\n",
       "4   2.30      758\n",
       "5   2.74      738"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ranks</th>\n",
       "      <th>Viewers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ranks</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>-0.74942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Viewers</th>\n",
       "      <td>-0.74942</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ranks  Viewers\n",
       "Ranks    1.00000 -0.74942\n",
       "Viewers -0.74942  1.00000"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x176b718a278>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_df.plot(kind='scatter', x='Viewers', y='Ranks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Average Opinion Score by Character"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opinion-Han Solo                3.67\n",
      "Opinion-Yoda                    3.63\n",
      "Opinion-Obi Wan Kenobi          3.63\n",
      "Opinion-Luke Skywalker          3.58\n",
      "Opinion-R2 D2                   3.57\n",
      "Opinion-Princess Leia Organa    3.56\n",
      "Opinion-C-3P0                   3.40\n",
      "Opinion-Anakin Skywalker        2.78\n",
      "Opinion-Lando Calrissian        2.64\n",
      "Opinion-Padme Amidala           2.60\n",
      "Opinion-Darth Vader             2.48\n",
      "Opinion-Boba Fett               2.36\n",
      "Opinion-Emperor Palpatine       2.07\n",
      "Opinion-Jar Jar Binks           1.78\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "avg_opinion = star_wars[opinion_columns].mean().round(2)\n",
    "avg_opinion.sort_values(ascending=False, inplace=True)\n",
    "print(avg_opinion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x176b7235fd0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_opinion.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting findings:\n",
    "* Han Solo has a slightly higher opinion score than Yoda or Obi Wan!\n",
    "* Jar Jar Binks has a lower opinion score than Emperor Palpatine!\n",
    "* Emperor Palpatine's opinion is slightly better than Neutral (2).\n",
    "* People seem to be most conflicted about Anakin, whose opinion score is in the middle of the total range"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Subsets of Data for a More Granular Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create subsets of the full dataframe by filtering on columns. I am selective here and realize there are additional ways to filter data like geographic location or education level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Star Wars fan and non-fans\n",
    "star_wars_fans = star_wars[star_wars['Fan of the Star Wars film franchise?'] == True]\n",
    "non_star_wars_fans = star_wars[star_wars['Fan of the Star Wars film franchise?'] == False]\n",
    "#Star Trek fans and non-fans\n",
    "star_trek_fans = star_wars[star_wars['Fan of the Star Trek franchise?'] == 'Yes']\n",
    "non_star_trek_fans = star_wars[star_wars['Fan of the Star Trek franchise?'] == 'No']\n",
    "#Males and Females\n",
    "males = star_wars[star_wars['Gender'] == 'Male']\n",
    "females = star_wars[star_wars['Gender'] == 'Female']\n",
    "#Young and Old\n",
    "under_30 = star_wars[star_wars['Age'] == '18-29']\n",
    "over_60 = star_wars[star_wars['Age'] == '> 60']\n",
    "#income levels\n",
    "under_25k = star_wars[star_wars['Household Income'] == '$0 - $24,999']\n",
    "over_150k = star_wars[star_wars['Household Income'] == '$150,000+']\n",
    "\n",
    "#arrange the dataframes we created into a dictionary\n",
    "dataframes = {'Star Wars fans': star_wars_fans,\n",
    "              'Non Star Wars fans': non_star_wars_fans,\n",
    "              'Star Trek fans': star_trek_fans,\n",
    "              'Non Star Trek fans': non_star_trek_fans,\n",
    "              'Males': males,\n",
    "              'Females': females,\n",
    "              'Under 30 Years of Age': under_30,\n",
    "              'Over 60 Years of Age': over_60,\n",
    "              'Under $25,000 Income': under_25k,\n",
    "              'Over $150,000 Income': over_150k}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Function to Reuse Analysis Code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a function to make it easy to analyze any portion of the full dataframe. I created a number of subsets of the full dataframe by filtering on a number of columns, then arranged all of them in a dictionary above. This is just one way to do it, and there are ways to make graphs look prettier. I am sticking to matplotlib because I don't have authorization to install seaborn or other visualization libraries at the moment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analyze(dict_key):\n",
    "    print(dict_key + ', sample size: ', len(dataframes[dict_key]))\n",
    "    print('\\n')\n",
    "    \n",
    "    avg_ranks = dataframes[dict_key][dataframes[dict_key].columns[9:15]].mean()\n",
    "    sum_watchers = dataframes[dict_key][dataframes[dict_key].columns[3:9]].sum()    \n",
    "    \n",
    "    corr_df = pd.DataFrame(columns=['Average Ranking', 'Number of Viewers'])\n",
    "    corr_df['Average Ranking'] = avg_ranks.values\n",
    "    corr_df['Average Ranking'] = corr_df['Average Ranking'].apply(lambda x: round(x, 2))\n",
    "    corr_df['Number of Viewers'] = sum_watchers.values\n",
    "    corr_df.index = ['Episode I', 'Episode II', 'Episode III', 'Episode IV', 'Episode V', 'Episode VI']\n",
    "    print(corr_df)\n",
    "    \n",
    "    fig1, (ax1_1, ax1_2) = plt.subplots(1, 2, figsize=(16, 5))\n",
    "    ax1_1.bar(corr_df.index, height=avg_ranks)\n",
    "    ax1_1.set_title(dict_key + ': average ranking')    \n",
    "    ax1_2.bar(corr_df.index, height=sum_watchers)\n",
    "    ax1_2.set_title(dict_key + ': number of viewers')\n",
    "    plt.show()\n",
    "    \n",
    "    print('\\n')\n",
    "    print('Correlation of viewers and rankings: ')\n",
    "    print(corr_df.corr())\n",
    "    print('\\n')\n",
    "    \n",
    "    avg_opinion = dataframes[dict_key][opinion_columns].mean().round(2)\n",
    "    avg_opinion.sort_values(ascending=False, inplace=True)\n",
    "    print(dict_key, ' opinion of characters:')\n",
    "    print(avg_opinion)\n",
    "       \n",
    "    fig2, (ax2_1, ax2_2) = plt.subplots(1, 2, figsize=(16, 5))\n",
    "    ax2_1.scatter(x=corr_df['Number of Viewers'], y=corr_df['Average Ranking'])\n",
    "    ax2_1.set_title(dict_key + ': correlation of viewers and rankings')\n",
    "    ax2_2.bar(avg_opinion.index, height=avg_opinion.values)\n",
    "    for tick in ax2_2.get_xticklabels():\n",
    "        tick.set_rotation(90)\n",
    "    ax2_2.set_title(dict_key + ': opinion of characters:')    \n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Star Wars fans and non-fans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Star Wars fans, sample size:  552\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               4.16                500\n",
      "Episode II              4.31                463\n",
      "Episode III             4.24                450\n",
      "Episode IV              2.61                483\n",
      "Episode V               2.29                538\n",
      "Episode VI              2.77                537\n"
     ]
    },
    {
     "data": {
      "image/png": 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9ANxg0wVmVR1RVR+oqtdtZUAAsKR+oLsf0N17x/nTk7ypu09M8qZxPkkek+TE8XVakt/c9kgBYA2HcgbzWUku2apAAIAbeXySs8bps5I8Yab9FT14d5Jjqupu8wgQAFbaVIFZVccnOTnJb21tOACwlDrJG6vqfVV12th21+7+dJKMP+8yth+X5IqZ9+4f2wBg7nZtst+Lkjwnye23MBYAWFYP7e4rq+ouSc6vqr9ep2+t0tardhyK1dOS5B73uMctjzLJntNfP8l6doLLzzh53iEAHHY2PINZVY9NclV3v2+DfqdV1b6q2nfgwIHJAgSAw113Xzn+vCrJHyV5cJLPHLz0dfx51dh9f5ITZt5+fJIr11jvmd29t7v37t69e6vCB4Bv2Mwlsg9N8riqujzJOUkeWVWvXNnJIAYAh66qvrmqbn9wOsk/S/LBJOclOWXsdkqS147T5yV52vg02YckufbgpbQAMG8bXiLb3c9N8twkqarvT/Kz3f1jWxwXACyLuyb5o6pKhnH5Vd39p1X13iTnVtWpST6Z5Ilj/zckOSnJZUm+lOTp2x8yAKxus/dgAgBboLs/nuT+q7R/LsmjVmnvJM/chtAA4JAdUoHZ3RckuWBLIgEAAGChHcr/gwkAAABrUmACAAAwCfdgAgDABvwfsLA5zmACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMIld8w4AAGBR7Dn99fMOYRKXn3HyvEMADlPOYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAlPkQUAYEOHyxN0E0/Rha3kDCYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAOwAVXVEVX2gql43zn9LVV1YVZdW1e9V1a3H9tuM85eNy/fMM24AmKXABICd4VlJLpmZf0GSF3b3iUk+n+TUsf3UJJ/v7nsleeHYDwB2BAUmAMxZVR2f5OQkvzXOV5JHJnn12OWsJE8Ypx8/zmdc/qixPwDMnQITAObvRUmek+Qfxvk7Jbmmu782zu9Pctw4fVySK5JkXH7t2P8mquq0qtpXVfsOHDiwVbEDwDcoMAFgjqrqsUmu6u73zTav0rU3sezGjd1ndvfe7t67e/fuWxgpAGxs17wDAIAl99Akj6uqk5LcNskdMpzRPKaqdo1nKY9PcuXYf3+SE5Lsr6pdSY5OcvX2hw0AN+UMJgDMUXc/t7uP7+49SZ6c5M3d/aNJ3pLkh8dupyR57Th93jifcfmbu3vVM5gAsN0UmACwM/18kp+pqssy3GP5srH9ZUnuNLb/TJLT5xQfANyES2QBYIfo7guSXDBOfzzJg1fp85UkT9zWwABgk5zBBAAAYBIKTAAAACahwAQAAGASGxaYVXXbqnpPVf1lVX2oqp6/HYEBAACwWDbzkJ+vJnlkd3+hqo5M8o6q+pPufvcWxwYAAMAC2bDAHP9vrS+Ms0eOL//fFgAAADeyqXswq+qIqrooyVVJzu/uC7c2LAAAABbNpgrM7v56dz8gyfFJHlxV37WyT1WdVlX7qmrfgQMHpo4TAACAHe6QniLb3ddk+A+gH73KsjO7e2937929e/dE4QEAALAoNvMU2d1Vdcw4fVSSH0zy11sdGAAAAItlM0+RvVuSs6rqiAwF6bnd/bqtDQsAAIBFs5mnyF6c5IHbEAsAAAAL7JDuwQQAAIC1KDABAACYhAITAACASSgwAQAAmIQCEwAAgEkoMAEAAJiEAhMAAIBJKDABAACYhAITAACASeyadwAA3GDP6a+fdwiTufyMk+cdAgCwzZzBBAAAYBIKTAAAACahwAQAAGASCkwAAAAmocAEAABgEgpMAAAAJqHABAAAYBIKTAAAACaxa94BADe15/TXzzuEyVx+xsnzDgEAgG3iDCYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAMxZVd22qt5TVX9ZVR+qqueP7d9SVRdW1aVV9XtVdeux/Tbj/GXj8j3zjB8ADlJgAsD8fTXJI7v7/kkekOTRVfWQJC9I8sLuPjHJ55OcOvY/Ncnnu/teSV449gOAuVNgAsCc9eAL4+yR46uTPDLJq8f2s5I8YZx+/Difcfmjqqq2KVwAWJMCEwB2gKo6oqouSnJVkvOTfCzJNd39tbHL/iTHjdPHJbkiScbl1ya50yrrPK2q9lXVvgMHDmx1CgCgwASAnaC7v97dD0hyfJIHJ7nPat3Gn6udreybNHSf2d17u3vv7t27pwsWANagwASAHaS7r0lyQZKHJDmmqnaNi45PcuU4vT/JCUkyLj86ydXbGykA3JQCEwDmrKp2V9Ux4/RRSX4wySVJ3pLkh8dupyR57Th93jifcfmbu/smZzABYLvt2rgLALDF7pbkrKo6IsPB33O7+3VV9eEk51TVLyX5QJKXjf1fluR/V9VlGc5cPnkeQQPASgpMAJiz7r44yQNXaf94hvsxV7Z/JckTtyE0ADgkLpEFAABgEs5gAjvKntNfP+8QJnP5GSfPOwQAgG3lDCYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACT2LDArKoTquotVXVJVX2oqp61HYEBAACwWHZtos/Xkjy7u99fVbdP8r6qOr+7P7zFsQEAALBANjyD2d2f7u73j9PXJ7kkyXFbHRgAAACL5ZDuwayqPUkemOTCrQgGAACAxbXpArOqbpfkD5L8dHdft8ry06pqX1XtO3DgwJQxAgAAsAA2VWBW1ZEZisvf7e4/XK1Pd5/Z3Xu7e+/u3bunjBEAAIAFsJmnyFaSlyW5pLt/betDAgAAYBFt5gzmQ5M8Nckjq+qi8XXSFscFAADAgtnwvynp7nckqW2IBQAAgAV2SE+RBQAAgLUoMAEAAJiEAhMAAIBJKDABAACYhAITAACASSgwAQAAmIQCEwAAgEkoMAEAAJiEAhMAAIBJKDABAACYhAITAACASSgwAQAAmIQCEwAAgEkoMAEAAJiEAhMAAIBJKDABYI6q6oSqektVXVJVH6qqZ43td6yq86vq0vHnsWN7VdWLq+qyqrq4qh403wwA4AYKTACYr68leXZ33yfJQ5I8s6rum+T0JG/q7hOTvGmcT5LHJDlxfJ2W5De3P2QAWJ0CEwDmqLs/3d3vH6evT3JJkuOSPD7JWWO3s5I8YZx+fJJX9ODdSY6pqrttc9gAsCoFJgDsEFW1J8kDk1yY5K7d/elkKEKT3GXsdlySK2betn9sA4C5U2ACwA5QVbdL8gdJfrq7r1uv6yptvcY6T6uqfVW178CBA1OECQDrUmACwJxV1ZEZisvf7e4/HJs/c/DS1/HnVWP7/iQnzLz9+CRXrrbe7j6zu/d2997du3dvTfAAMEOBCQBzVFWV5GVJLunuX5tZdF6SU8bpU5K8dqb9aePTZB+S5NqDl9ICwLztmncAALDkHprkqUn+qqouGtt+IckZSc6tqlOTfDLJE8dlb0hyUpLLknwpydO3N1wAWJsCEwDmqLvfkdXvq0ySR63Sv5M8c0uDAoCbySWyAAAATEKBCQAAwCQUmAAAAExCgQkAAMAkFJgAAABMQoEJAADAJBSYAAAATEKBCQAAwCQUmAAAAExCgQkAAMAkFJgAAABMQoEJAADAJBSYAAAATEKBCQAAwCQUmAAAAExCgQkAAMAkFJgAAABMQoEJAADAJBSYAAAATEKBCQAAwCQUmAAAAExCgQkAAMAkFJgAAABMQoEJAADAJBSYAAAATEKBCQAAwCQUmAAAAExiwwKzqn67qq6qqg9uR0AAAAAsps2cwXx5kkdvcRwAAAAsuA0LzO5+W5KrtyEWAAAAFph7MAEAAJjEZAVmVZ1WVfuqat+BAwemWi0AAAALYrICs7vP7O693b139+7dU60WAACABeESWQAAACaxmf+m5Owkf5Hk3lW1v6pO3fqwAAAAWDS7NurQ3U/ZjkAAAABYbC6RBQAAYBIKTAAAACahwAQAAGASCkwAmLOq+u2quqqqPjjTdseqOr+qLh1/Hju2V1W9uKouq6qLq+pB84scAG5MgQkA8/fyJI9e0XZ6kjd194lJ3jTOJ8ljkpw4vk5L8pvbFCMAbEiBCQBz1t1vS3L1iubHJzlrnD4ryRNm2l/Rg3cnOaaq7rY9kQLA+hSYALAz3bW7P50k48+7jO3HJblipt/+sQ0A5k6BCQCLpVZp61U7Vp1WVfuqat+BAwe2OCwAUGACwE71mYOXvo4/rxrb9yc5Yabf8UmuXG0F3X1md+/t7r27d+/e0mABIFFgAsBOdV6SU8bpU5K8dqb9aePTZB+S5NqDl9ICwLztmncAALDsqursJN+f5M5VtT/Jf05yRpJzq+rUJJ9M8sSx+xuSnJTksiRfSvL0bQ8YANagwASAOevup6yx6FGr9O0kz9zaiADg5nGJLAAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACTUGACAAAwCQUmAAAAk1BgAgAAMAkFJgAAAJNQYAIAADAJBSYAAACT2FSBWVWPrqqPVNVlVXX6VgcFAKzP2AzATrRhgVlVRyT5H0kek+S+SZ5SVffd6sAAgNUZmwHYqTZzBvPBSS7r7o93998lOSfJ47c2LABgHcZmAHakzRSYxyW5YmZ+/9gGAMyHsRmAHam6e/0OVU9M8s+7+yfG+acmeXB3/7sV/U5Lcto4e+8kH5k+3C1x5ySfnXcQcyT/5c1/mXNP5L9I+d+zu3fPO4idxNh82JP/8ua/zLkny53/ouW+5ti8axNv3p/khJn545NcubJTd5+Z5MybFd4cVdW+7t477zjmRf7Lm/8y557If9nzPwwYmw9j8l/e/Jc592S58z+cct/MJbLvTXJiVX1LVd06yZOTnLe1YQEA6zA2A7AjbXgGs7u/VlX/NsmfJTkiyW9394e2PDIAYFXGZgB2qs1cIpvufkOSN2xxLPOycJcOTUz+y2uZc0/kv+z5Lzxj82FN/strmXNPljv/wyb3DR/yAwAAAJuxmXswAQAAYEMLVWBW1der6qKZ1+kb9H9GVT1tgu1eXlV3PoT+F1TVZE+BWsS8D/W9a6xvofOuqi/cghgWKveqenlV/eSKZU+oqpt9+d4i7IOqel5V/cqKtgdU1SW3MIaFz32K7wAWwyJ8Xsf+xmZjs7HZ2Hxzt7/weW/nuLypezB3kC939wM227m7X7KVwWwjeW/CYZR3sni5n53k9CQvnWl78th+cy3CPjg7yZ8kee5M25OTvOoWrneZc2fxLMLndSvIexMOo7yTxcvd2HyDWzo+LWveN8tCncFcy1iRv6Cq3jO+7jW2P6+qfnac/vdV9eGquriqzhnb7lhVrxnb3l1V9xvb71RVb6yqD1TVS5PUzLZ+bNzGRVX10qo6Yg4pH4xF3kuU9xjPTs39z5N8R1XdbXzvNyX5wSSvOZz3QXd/JMk1VfU9M80/kuScqfNe9txZPDvp87qd5L1ceY/x7NTcjc032JLxaVnz3siiFZhH1Y1PTz9pZtl13f3gJL+R5EWrvPf0JA/s7vslecbY9vwkHxjbfiHJK8b2/5zkHd39wAz/r9g9kqSq7pPkSUkeOh7F+HqSH502xVXJe7nyThYs9+7+eq+ApZwAAAK6SURBVJI/zPBFliSPS/KW7r7+UBOfsSj74OwMRwhTVQ9J8rnuvvRmZz1Y5txZPIvyeZ2avJcr72TBcjc2Tzo+LWveN8vhdIns2TM/X7jK8ouT/G5VvSY3HLn5viT/Ikm6+83jUYOjkzw8yf89tr++qj4/9n9Ukn+c5L1VlSRHJbnqlqW0KfK+qcM572Qxcz87ya8m+fUMX26vWL/7hhZlH5yT5F1V9ezc8kuPDlrm3Fk8i/J5nZq8b+pwzjtZzNyNzdOMT8ua982yaAXmenqN6YNOzvBLe1yS/1hV35mZ086rvHe1dVSSs7r7uassmxd5L1feyc7N/Z1J7lZV90/yTzIeQdsiO2YfdPcVVXV5kkdkGCy+d/3Qb7Flzp3Fs2M+r9tM3suVd7Jzczc2b/34tKx5r2nRLpFdz5Nmfv7F7IKqulWSE7r7LUmek+SYJLdL8raMp5er6vuTfLa7r1vR/pgkx46relOSH66qu4zL7lhV99zCnDZD3suVd7JDc+/uTnJukrOSvKG7v3LL0lzXTtsHB49afqy790+R4DqWOXcWz077vG4XeS9X3skOzd3YvC3j07LmvaZFO4N5VFVdNDP/p9198DHBt6mqCzMUzU9Z8b4jkrxyPPVcSV7Y3ddU1fOS/E5VXZzkS0lOGfs/P8nZVfX+JG9N8skk6e4PV9V/SPLG8QPz90memeQTUye6grwHy5J3sri5n53k5zLcb3BLLdI++P0Mlx/9u1uU8Q2WOXcWzyJ9Xqck78Gy5J0sbu7G5ltuWfO+WWo4sLHYajgVvLe7PzvvWLaTvJcr72S5cz9omffBMufO4lnWz6u8lyvvZLlzP2hZ98Gy5r2Rw+kSWQAAAObosDiDCQAAwPw5gwkAAMAkFJgAAABMQoEJAADAJBSYAAAATEKBCQAAwCQUmAAAAEzi/wB9HpikEoGZBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.740331\n",
      "Number of Viewers        -0.740331           1.000000\n",
      "\n",
      "\n",
      "Star Wars fans  opinion of characters:\n",
      "Opinion-Han Solo                3.84\n",
      "Opinion-Yoda                    3.78\n",
      "Opinion-Obi Wan Kenobi          3.77\n",
      "Opinion-Luke Skywalker          3.70\n",
      "Opinion-Princess Leia Organa    3.69\n",
      "Opinion-R2 D2                   3.68\n",
      "Opinion-C-3P0                   3.52\n",
      "Opinion-Anakin Skywalker        2.83\n",
      "Opinion-Lando Calrissian        2.76\n",
      "Opinion-Darth Vader             2.69\n",
      "Opinion-Padme Amidala           2.68\n",
      "Opinion-Boba Fett               2.45\n",
      "Opinion-Emperor Palpatine       2.10\n",
      "Opinion-Jar Jar Binks           1.68\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Star Wars fans')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Non Star Wars fans, sample size:  634\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               2.72                173\n",
      "Episode II              3.33                108\n",
      "Episode III             3.77                100\n",
      "Episode IV              2.79                124\n",
      "Episode V               2.32                220\n",
      "Episode VI              2.66                201\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.876445\n",
      "Number of Viewers        -0.876445           1.000000\n",
      "\n",
      "\n",
      "Non Star Wars fans  opinion of characters:\n",
      "Opinion-Obi Wan Kenobi          3.35\n",
      "Opinion-R2 D2                   3.34\n",
      "Opinion-Luke Skywalker          3.34\n",
      "Opinion-Yoda                    3.33\n",
      "Opinion-Han Solo                3.33\n",
      "Opinion-Princess Leia Organa    3.29\n",
      "Opinion-C-3P0                   3.17\n",
      "Opinion-Anakin Skywalker        2.64\n",
      "Opinion-Padme Amidala           2.39\n",
      "Opinion-Lando Calrissian        2.28\n",
      "Opinion-Boba Fett               2.12\n",
      "Opinion-Darth Vader             2.07\n",
      "Opinion-Jar Jar Binks           2.02\n",
      "Opinion-Emperor Palpatine       1.99\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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13KGZjptoOmL5Kc0D8e8BXl1VE+89ej+wf5reQD9A8zzjV2mecfsJzUn0VE1pBjmV5spf7/uVTmvT7mhW0zazfB3ND9+NNHdpTpxi3g+meWblFprmlR+uqlOmqtB6ltXrRcDlbbONV9FcMQMgTY9pTxr0pfYq8j/SBHI301wNvXd7B25f4Bk0V9E+DLy45wrwsP6OplnH6W3d/ofmOYz+elwC/AvNOvs5TccG3+nJ8g2abtR/luRu+1pVfZ3m2ZEv0fwoP5A7m8dO1z/QdNV/AXAhcE6bNpSqupUmENuTZr1OZqp1cyrNAehbk4xTVf9B07HA59p5XESzzSZzL5oD0Y00/0PX01xF71+GDd0fX0vTHOpnNM9hfnwa34WmKfJPaK5yX0LTJG7aquqnNMHo32Wa7xRsf9OeS/O7dD3NCfMKmpMeaDr4OiNN74on0jyP9eP1qac0R3n+MIfPH4CPAZ+iWe4f06zTv+rLcyrNce7rwD9X1demUa+7qaqVbf0+SHNu8sfAH7fnLNM1TP0nq8fNNB0I/THNce4HwJOH+N5U5zqDvJ2mI8Zf0FwgPb5nfmvbOjyI5n/hSpoOkGDwedNQ52Q9Jt0n0/S428U7czcZE71ASZJ0F2maqV8J/HlVDWpuLUmieSULTXA3f8g7jNImzzuikqQ7JNkrycK2ufdhNM/lrNfdWUmSpMkYiEqSej2epmfEiSZg+1XVmpmtkiRJmmtsmitJkiRJ6pR3RCVJmmXaniLPTHJ+mne6vn1AngOSrErz/r7zptt5lSRJ4zToHTySJGnjdivwlKq6pX2lw2lJvlpV/c/zfr6qXjsD9ZMkaZ1mLBDdZpttasmSJTNVvCRpjjn77LOvq6pFM12PLlTzXM0t7ej89rPBz9p4bJYkjdK6js0zFoguWbKEFStWzFTxkqQ5JslPZroOXUoyDzib5n16H6qqMwZke06S/0PzLsm/rqq7vUcyyYHAgQA77rijx2ZJ0sis69jsM6KSJM1CVbW2qnYFtgd2S7JLX5b/ApZU1SNpXtD+iUnmc3RVLauqZYsWbRI3lCVJGwEDUUmSZrGqWg2cAuzdl359Vd3ajn4EeEzHVZMkaVIGopIkzTJJFiVZ2A4vAPYEvt+XZ9ue0X2BS7uroSRJ6zblM6JJtgC+BWze5v9iVb21L8+ONE1+FgLzgEOq6qTRV1eSJAHbAp9onxO9B3BcVX05yeHAiqo6EXhdkn2B24EbgANmrLaSJPUZprOiYbqIfzPNQfDfkjwMOAlYMvrqSpKkqroAWDog/S09w4cCh3ZZL0mShjVlIDpkF/EF3Ksd3hq4elQVlCRJkiTNLUM9I5pkXpLzgGuBkwd0Ef824IVJrqS5G/pXI62lJEmSJGnOGCoQHaKL+BcAx1bV9sAzgU8ludu8kxyYZEWSFatWrdrQukuSJEmSZqFp9Zo7WRfxwMuA49o83wO2ALYZ8H3fVSZJkiRJm7gpA9FhuogHfgo8tc3zUJpAdOy3PE849yp2f9c3uP8hX2H3d32DE869atxFSpIkSZI20DC95g7TRfxBwEeS/DVNx0UHtJ0cjc0J517FocdfyJrb1gJw1eo1HHr8hQDst3TxOIuWJEmSJG2AYXrNHaaL+EuA3UdbtXU7YvnKO4LQCWtuW8sRy1caiEqSNMOWHPKVkc/z8nft00k5XZY1qBxJ2hQMc0d0o3T16jXTSpckSZotugx6DbAlzYRpdVa0Mdlu4YJppUuSJEmSNg6zNhA9eK+dWTB/3l3SFsyfx8F77TxDNZIkSZIkDWPWNs2deA70iOUruXr1GrZbuICD99rZ50MlSZI2Ql0+zytp4zdrA1FoglEDT0mSJEmaXWZt01xJkiRJ0uxkICpJkiRJ6pSBqCRJkiSpUwaikiRJkqROGYhKkiRJkjplICpJkiRJ6pSBqCRJkiSpU7P6PaKSJElSvyWHfGXk87z8XfuMfJ7Spsw7opIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpI0yyTZIsmZSc5PcnGStw/Is3mSzye5LMkZSZZ0X1NJkgYzEJUkafa5FXhKVT0K2BXYO8nj+vK8DLixqh4EvA94d8d1lCRpUgaikiTNMtW4pR2d336qL9uzgE+0w18EnpokHVVRkqR1mjIQHab5T5vvT5Nc0ub5f6OvqiRJmpBkXpLzgGuBk6vqjL4si4ErAKrqduAXwH26raUkSYNtNkSeieY/tySZD5yW5KtVdfpEhiQPBg4Fdq+qG5Pcd0z1lSRJQFWtBXZNshD4jyS7VNVFPVkG3f3sv2tKkgOBAwF23HHHsdRVkqR+U94RHbL5zyuAD1XVje13rh1pLSVJ0kBVtRo4Bdi7b9KVwA4ASTYDtgZuGPD9o6tqWVUtW7Ro0ZhrK0lSY6hnRIdo/vMQ4CFJvpPk9CT9B8OJ+RyYZEWSFatWrdqwmkuStIlKsqi9E0qSBcCewPf7sp0IvKQd3h/4RlXd7Y6oJEkzYahAtKrWVtWuwPbAbkl26cuyGfBgYA/gBcBHJw6QffPxqqskSRtuW+CbSS4AzqK5SPzlJIcn2bfNcwxwnySXAW8EDpmhukqSdDfDPCN6h6paneQUmuY/vc+hXAmcXlW3AT9OspImMD1rVBWVJEmNqroAWDog/S09w78GnttlvSRJGtYwveYO0/znBODJbZ5taJrq/mi0VZUkSZIkzQXD3BHdFvhEknk0getxE81/gBVVdSKwHHh6kkuAtcDBVXX92GotSZIkSZq1pgxEh2z+UzTPn7xxpLWTJEmSJM05Q3VWJEmSJEnSqBiISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSerUZjNdAUmSJGm2WnLIV0Y+z8vftc/I5yltbLwjKkmSJEnqlIGoJEmSJKlTBqKSJEmSpE4ZiEqSJEmSOmUgKkmSJEnq1JSBaJItkpyZ5PwkFyd5+zry7p+kkiwbbTUlSZIkSXPFMK9vuRV4SlXdkmQ+cFqSr1bV6b2ZkmwFvA44Ywz1lCRJkiTNEVPeEa3GLe3o/PZTA7K+A3gP8OvRVU+SJPVLskOSbya5tG2t9PoBefZI8osk57Wft8xEXSVJGmSoZ0STzEtyHnAtcHJVndE3fSmwQ1V9eYr5HJhkRZIVq1atWu9KS5K0ibsdOKiqHgo8DnhNkocNyPftqtq1/RzebRUlSZrcUIFoVa2tql2B7YHdkuwyMS3JPYD3AQcNMZ+jq2pZVS1btGjR+tZZkqRNWlVdU1XntMM3A5cCi2e2VpIkDW9aveZW1WrgFGDvnuStgF2AU5JcTnNl9kQ7LJIkafySLAGWMriPhse3nQ1+NcnDJ/m+rZUkSZ0bptfcRUkWtsMLgD2B709Mr6pfVNU2VbWkqpYApwP7VtWKMdVZkiQBSbYEvgS8oapu6pt8DrBTVT0K+CBwwqB52FpJkjQThrkjui3wzSQXAGfRPCP65SSHJ9l3vNWTJEmDtD3Zfwn4TFUd3z+9qm6a6Gywqk4C5ifZpuNqSpI00JSvb6mqC2ia/PSnD+x9r6r22PBqSZKkySQJcAxwaVW9d5I89wN+XlWVZDeai8/Xd1hNSZImNcx7RCVJ0sZld+BFwIVtr/YAhwE7AlTVUcD+wKuT3A6sAZ5fVYNevyZJUucMRCVJmmWq6jQgU+Q5EjiymxpJkjQ90+o1V5IkSZKkDeUd0XU44dyrOGL5Sq5evYbtFi7g4L12Zr+lvqZNkiRJkjaEgegkTjj3Kg49/kLW3LYWgKtWr+HQ4y8EMBiVJEmSpA1gIDqJI5avvCMInbDmtrUcsXylgagkSZI6teSQr4xlvpe/a5+xzFeais+ITuLq1WumlS5JkiRJGo6B6CS2W7hgWumSJEmSpOEYiE7i4L12ZsH8eXdJWzB/HgfvtfMM1UiSJEmS5gafEZ3ExHOg9porSZIkSaNlILoO+y1dbOApSZIkSSNm01xJkiRJUqcMRCVJkiRJnbJpriRJkqQ7+M5SdcE7opIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6NWUgmmSLJGcmOT/JxUnePiDPG5NckuSCJF9PstN4qitJkiRJmu2GuSN6K/CUqnoUsCuwd5LH9eU5F1hWVY8Evgi8Z7TVlCRJkiTNFZtNlaGqCrilHZ3ffqovzzd7Rk8HXjiqCkqSJEmam5Yc8pWRz/Pyd+0z8nlq9IZ6RjTJvCTnAdcCJ1fVGevI/jLgq6OonCRJkiRp7hkqEK2qtVW1K7A9sFuSXQblS/JCYBlwxCTTD0yyIsmKVatWrW+dJUmSJEmz2JRNc3tV1eokpwB7Axf1TkuyJ/Am4P9W1a2TfP9o4GiAZcuW1aA8kiRJkjRqNgPeuAzTa+6iJAvb4QXAnsD3+/IsBf4d2Leqrh1HRSVJkiRJc8MwTXO3Bb6Z5ALgLJpnRL+c5PAk+7Z5jgC2BL6Q5LwkJ46pvpIkbfKS7JDkm0kubV+t9voBeZLkA0kua1+v9uiZqKskSYMM02vuBcDSAelv6Rnec8T1kiRJk7sdOKiqzkmyFXB2kpOr6pKePM8AHtx+Hgv8W/tXkqQZN61nRCVJ0syrqmuAa9rhm5NcCiwGegPRZwGfbF/DdnqShUm2bb8rSRqTcTyLCnPvedShes2VJEkbpyRLaFou9b9abTFwRc/4lW2aJEkzzkBUkqRZKsmWwJeAN1TVTf2TB3zlbj3W+2o1SdJMsGmuJEmzUJL5NEHoZ6rq+AFZrgR26BnfHri6P5OvVpOk2Ws2NwP2jqgkSbNMkgDHAJdW1XsnyXYi8OK299zHAb/w+VBJ0sbCO6KSJM0+uwMvAi5Mcl6bdhiwI0BVHQWcBDwTuAz4FfDSGainJEkDGYhKkjTLVNVpDH4GtDdPAa/ppkaSJE2PTXMlSZIkSZ0yEJUkSZIkdcpAVJIkSZLUKQNRSZIkSVKnDEQlSZIkSZ0yEJUkSZIkdcpAVJIkSZLUKQNRSZIkSVKnDEQlSZIkSZ0yEJUkSZIkdcpAVJIkSZLUKQNRSZIkSVKnDEQlSZIkSZ0yEJUkSZIkdcpAVJIkSZLUKQNRSZIkSVKnDEQlSZIkSZ0yEJUkSZIkdWrKQDTJFknOTHJ+kouTvH1Ans2TfD7JZUnOSLJkHJWVJEmSJM1+w9wRvRV4SlU9CtgV2DvJ4/ryvAy4saoeBLwPePdoqylJkiRJmiumDESrcUs7Or/9VF+2ZwGfaIe/CDw1SUZWS0mSJEnSnDHUM6JJ5iU5D7gWOLmqzujLshi4AqCqbgd+AdxnwHwOTLIiyYpVq1ZtWM0lSZIkSbPSUIFoVa2tql2B7YHdkuzSl2XQ3c/+u6ZU1dFVtayqli1atGj6tZUkSZIkzXrT6jW3qlYDpwB79026EtgBIMlmwNbADSOonyRJkiRpjhmm19xFSRa2wwuAPYHv92U7EXhJO7w/8I2qutsdUUmSJEmSNhsiz7bAJ5LMowlcj6uqLyc5HFhRVScCxwCfSnIZzZ3Q54+txpIkSZKkWW3KQLSqLgCWDkh/S8/wr4HnjrZqkiRJkqS5aFrPiEqSJEmStKEMRCVJkiRJnTIQlSRJkiR1ykBUkqRZJsnHklyb5KJJpu+R5BdJzms/bxmUT5KkmTJMr7mSJGnjcixwJPDJdeT5dlX9UTfVkSRperwjKknSLFNV36J5XZokSbOSgagkSXPT45Ocn+SrSR4+05WRJKmXTXMlSZp7zgF2qqpbkjwTOAF48KCMSQ4EDgTYcccdu6uhJGmT5h1RSZLmmKq6qapuaYdPAuYn2WaSvEdX1bKqWrZo0aJO6ylJ2nQZiEqSNMckuV+StMO70Rzvr5/ZWk6UvbYAACAASURBVEmSdCeb5kqSNMsk+SywB7BNkiuBtwLzAarqKGB/4NVJbgfWAM+vqpqh6kqSdDcGopIkzTJV9YIpph9J83oXSZI2SjbNlSRJkiR1ykBUkiRJktQpA1FJkiRJUqcMRCVJkiRJnTIQlSRJkiR1ykBUkiRJktQpA1FJkiRJUqcMRCVJkiRJnTIQlSRJkiR1ykBUkiRJktQpA1FJkiRJUqcMRCVJkiRJnZoyEE2yQ5JvJrk0ycVJXj8gz9ZJ/ivJ+W2el46nupIkSZKk2W6zIfLcDhxUVeck2Qo4O8nJVXVJT57XAJdU1R8nWQSsTPKZqvrNOCotSZIkSZq9pgxEq+oa4Jp2+OYklwKLgd5AtICtkgTYEriBJoDVDDvh3Ks4YvlKrl69hu0WLuDgvXZmv6WLZ7pakiRJkjZhw9wRvUOSJcBS4Iy+SUcCJwJXA1sBz6uq346gftoAJ5x7FYcefyFrblsLwFWr13Do8RcCGIxKkiRJmjFDd1aUZEvgS8Abquqmvsl7AecB2wG7AkcmudeAeRyYZEWSFatWrdqAamsYRyxfeUcQOmHNbWs5YvnKGaqRJEmSJA0ZiCaZTxOEfqaqjh+Q5aXA8dW4DPgx8Af9marq6KpaVlXLFi1atCH11hCuXr1mWumSJEmS1IVhes0NcAxwaVW9d5JsPwWe2ub/fWBn4EejqqTWz3YLF0wrXZIkSZK6MMwd0d2BFwFPSXJe+3lmklcleVWb5x3AE5JcCHwd+Luqum5MddaQDt5rZxbMn3eXtAXz53HwXjvPUI0kSZIkabhec08DMkWeq4Gnj6pSGo2JDonsNVeSJEnSxmRaveZq9tlv6WIDT0mSJEkblaF7zZUkSZIkaRQMRCVJkiRJnTIQlSRJkiR1ykBUkiRJktQpOyuStF5OOPcqe2SWJEnSejEQlTRtJ5x7FYcefyFrblsLwFWr13Do8RcCGIxKkiRpSjbNlTRtRyxfeUcQOmHNbWs5YvnKGaqRJEmSZhMDUUnTdvXqNdNKlyRJknoZiEqatu0WLphWuqTRSvKxJNcmuWiS6UnygSSXJbkgyaO7rqMkSetiICpp2g7ea2cWzJ93l7QF8+dx8F47z1CNpE3OscDe65j+DODB7edA4N86qJMkSUMzEJU0bfstXcw/PfsRLF64gACLFy7gn579CDsqkjpSVd8CblhHlmcBn6zG6cDCJNt2UztJkqZmr7mS1st+SxcbeEobr8XAFT3jV7Zp1/RnTHIgzV1Tdtxxx04qJ0mSd0QlSZp7MiCtBmWsqqOrallVLVu0aNGYqyVJUsNAVJKkuedKYIee8e2Bq2eoLpIk3Y1NcyVpI3LCuVdxxPKVXL16DdstXMDBe+1sE2itjxOB1yb5HPBY4BdVdbdmuZIkzRQDUUnaSJxw7lUcevyFrLltLQBXrV7DocdfCGAwqrtI8llgD2CbJFcCbwXmA1TVUcBJwDOBy4BfAS+dmZpKkjSYgagkbSSOWL7yjiB0wprb1nLE8pUGorqLqnrBFNMLeE1H1ZEkadp8RlSSNhJXr14zrXRJkqTZykBUkjYS2y1cMK10SZKk2cpAVJI2EgfvtTML5s+7S9qC+fM4eK+dZ6hGkiRJ4+EzopK0kZh4DtRecyVJ0lxnICpJG5H9li428JQkSXOeTXMlSZIkSZ0yEJUkSZIkdWrKQDTJDkm+meTSJBcnef0k+fZIcl6b59TRV1WSJEmSNBcM84zo7cBBVXVOkq2As5OcXFWXTGRIshD4MLB3Vf00yX3HVF9JkiRJ0iw35R3Rqrqmqs5ph28GLgX6e9L4M+D4qvppm+/aUVdUkiRJkjQ3TOsZ0SRLgKXAGX2THgL8XpJTkpyd5MWTfP/AJCuSrFi1atX61FeSJEmSNMsNHYgm2RL4EvCGqrqpb/JmwGOAfYC9gL9P8pD+eVTV0VW1rKqWLVq0aAOqLUmSJEmarYZ6j2iS+TRB6Geq6vgBWa4ErquqXwK/TPIt4FHA/46sppIkSZKkOWGYXnMDHANcWlXvnSTbfwJPSrJZkt8BHkvzLKkkSZIkSXcxzB3R3YEXARcmOa9NOwzYEaCqjqqqS5P8N3AB8Fvgo1V10TgqLEmSJEma3aYMRKvqNCBD5DsCOGIUlZIkSZIkzV3T6jVXkiRJkqQNZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSZIkSeqUgagkSZIkqVMGopIkSZKkThmISpIkSZI6ZSAqSdIslGTvJCuTXJbkkAHTD0iyKsl57eflM1FPSZIG2WymKyBJkqYnyTzgQ8DTgCuBs5KcWFWX9GX9fFW9tvMKSpI0Be+ISpI0++wGXFZVP6qq3wCfA541w3WSJGloBqKSJM0+i4EresavbNP6PSfJBUm+mGSHbqomSdLUDEQlSZp9MiCt+sb/C1hSVY8E/gf4xMAZJQcmWZFkxapVq0ZcTUmSBjMQlSRp9rkS6L3DuT1wdW+Gqrq+qm5tRz8CPGbQjKrq6KpaVlXLFi1aNJbKSpLUz0BUkqTZ5yzgwUnun+SewPOBE3szJNm2Z3Rf4NIO6ydJ0jrZa64kSbNMVd2e5LXAcmAe8LGqujjJ4cCKqjoReF2SfYHbgRuAA2aswpIk9TEQlSRpFqqqk4CT+tLe0jN8KHBo1/WSJGkYNs2VJEmSJHXKQFSSJEmS1KkpA9EkOyT5ZpJLk1yc5PXryPuHSdYm2X+01ZQkSZIkzRXDPCN6O3BQVZ2TZCvg7CQnV9UlvZmSzAPeTdNxgiRJkiRJA015R7Sqrqmqc9rhm2m6f188IOtfAV8Crh1pDSVJkiRJc8q0nhFNsgRYCpzRl74Y+BPgqFFVTJIkSZI0Nw0diCbZkuaO5xuq6qa+yf8K/F1VrZ1iHgcmWZFkxapVq6ZfW0mSJEnSrDfUe0STzKcJQj9TVccPyLIM+FwSgG2AZya5vapO6M1UVUcDRwMsW7asNqTikiRJkqTZacpANE10eQxwaVW9d1Ceqrp/T/5jgS/3B6GSJEmSJMFwd0R3B14EXJjkvDbtMGBHgKryuVBJkiRJ0tCmDESr6jQgw86wqg7YkApJkiRJkua2afWaK0mSJEnShjIQlSRJkiR1ykBUkiRJktQpA1FJkiRJUqcMRCVJkiRJnRrm9S2SJI3cCedexRHLV3L16jVst3ABB++1M/stXTzT1ZIkSR0wEJUkde6Ec6/i0OMvZM1tawG4avUaDj3+QgCDUUmSNgE2zZUkde6I5SvvCEInrLltLUcsXzlDNZIkSV0yEJUkde7q1WumlS5JkuYWA1FJUue2W7hgWumSJGluMRCVJHXu4L12ZsH8eXdJWzB/HgfvtfMM1UiSJHXJzookSZ2b6JDIXnMlSdo0GYhKkmbEfksXG3hKkrSJsmmuJEmSJKlTBqKSJEmSpE4ZiEqSJEmSOmUgKkmSJEnqlIGoJEmSJKlTBqKSJEmSpE4ZiEqSNAsl2TvJyiSXJTlkwPTNk3y+nX5GkiXd11KSpMEMRCVJmmWSzAM+BDwDeBjwgiQP68v2MuDGqnoQ8D7g3d3WUpKkyRmISpI0++wGXFZVP6qq3wCfA57Vl+dZwCfa4S8CT02SDusoSdKkUlUzU3CyCvjJiGa3DXDdiOY1W2yKywyb5nJvissMm+Zyb4rLDKNb7p2qatEI5rPRS7I/sHdVvbwdfxHw2Kp6bU+ei9o8V7bjP2zzXNc3rwOBA9vRnYGVHSxCry73e8uaHeXM1bLm4jLN1bLm4jJ1XdaESY/Nm3VckTuM8mQhyYqqWjaq+c0Gm+Iyw6a53JviMsOmudyb4jLDprvcG2jQnc3+K8vD5KGqjgaOHkWl1keX29+yZkc5c7WsubhMc7WsubhMXZc1DJvmSpI0+1wJ7NAzvj1w9WR5kmwGbA3c0EntJEmagoGoJEmzz1nAg5PcP8k9gecDJ/blORF4STu8P/CNmqnncSRJ6jNjTXNHbMaaFM2gTXGZYdNc7k1xmWHTXO5NcZlh013u9VZVtyd5LbAcmAd8rKouTnI4sKKqTgSOAT6V5DKaO6HPn7kar1OX29+yZkc5c7WsubhMc7WsubhMXZc1pRnrrEiSJEmStGmyaa4kSZIkqVMGopIkSZKkTm30gWiSjyW5tn0f2kTavZOcnOQH7d/fa9OT5ANJLktyQZJHz1zNN8wky31Eku+3y/YfSRb2TDu0Xe6VSfaamVpvmEHL3DPtb5JUkm3a8Tm9rdv0v2q358VJ3tOTPie3dZJdk5ye5LwkK5Ls1qbPiW2dZIck30xyabtNX9+mz+nfs3Us95z+PZMkzQ7t8XaHqXNq1Db6QBQ4Fti7L+0Q4OtV9WDg6+04wDOAB7efA4F/66iO43Asd1/uk4FdquqRwP8ChwIkeRhNJxQPb7/z4STzuqvqyBzL3ZeZ9sfhacBPe5Ln9LZO8mTgWcAjq+rhwD+36XN5W78HeHtV7Qq8pR2HubOtbwcOqqqHAo8DXtNuz7n+ezbZcs/13zNtQpLcY9BF1NkuydZJ3tdeHFyR5F+SbD3G8vZJ8rdJ3jLxGVdZ45ZkXpIjOi6zk/WXZPMkf5bksA7K+vowaRui7U38hFHOc1hJfi/JI8c4/99PckySr7bjD0vysnGVN10bfSBaVd/i7u89exbwiXb4E8B+PemfrMbpwMIk23ZT09EatNxV9bWqur0dPZ3mvXHQLPfnqurWqvoxcBmwW2eVHZFJtjXA+4C/5a4vYp/T2xp4NfCuqrq1zXNtmz6Xt3UB92qHt+bOdyLOiW1dVddU1Tnt8M3ApcBi5vjv2WTLPdd/z3R3SY5r/17Y3gmf+FyY5IIRlzUvySuTvCPJ7n3T3jzKsgCq6rfA+Ul2HPW8Z9jHgJuAP20/NwEfH0dBSY4Cngf8FRDgucBOYyhn6yTPS/LGJH/dDi+c+pvTU1VrgcckyajnPUhX66/1nzS/1bcDv+z5jEySLZLcG9imDdbu3X6WANuNsqzW6Un+cAzzvZskpyS5V7t85wMfT/LeMRV3LE3v6hPr7H+BN4yprGmbra9v+f2qugaak5wk923TFwNX9OS7sk27puP6deEvgM+3w4tpTuQmTCz3rJdkX+Cqqjq/77d8rm/rhwBPSvKPwK+Bv6mqs5jD25rmh3F5kn+muUj2hDZ9zm3r9kC6FDiDTej3rG+5e20Sv2fi9e3fP+qgrH8Hfgc4E/hAklOr6o3ttGcD/zCGMrcFLk5yJj0n5VW176gLak9g3wg8DNiip6xnjrioB1bVc3rG357kvBGXMeEJVfXIJBdU1duT/Atw/CgLSPJi4K3A14Cr2uQnA+9M8vaq+uQoywPOBf4zyRe46z4x0uVqjX399di+qu7Wgm3EXklzXrAdcDZNcA3NxZAPjaG8JwOvSnI5zbYKzc3Scdyt3LqqbkrycuDjVfXWUV+M67FNVR2X5FC449Vfa8dU1rTN1kB0MoOuOs2599MkeRPNVajPTCQNyDbrlzvJ7wBvAp4+aPKAtFm/zD02A36PpinjHwLHJXkAc3u5Xw38dVV9Kcmf0rwDcU/m2DIn2RL4EvCG9kA0adYBaXNmuXvSN4nfMzUXWtq/P0lyP5o73QWcVVU/G3Fxu02cQCY5kqaJ9/HACxi8j43C28c030E+DXyF5q7X64CXcGdgNUprkjyxqk4DaO8urxlDOfTM91dJtgOuB+4/4jLeBDymqlb3JqZ5Nv8MYNSB6L1pluMpPWnFeALELtbfhO8meURVXTim+VNV7wfen+R1VfWB3mlJNh9Dkc8Ywzwns1nbwulPafbJcfplkvvQHkeTPA74xZjLHNpsDUR/nmTb9u7BtsBEs8Urgd6HjbfnzuZ9c0KSl9BcTX5q3fkS2Lm63A+k+RGduBu6PXBOmk5s5uoyT7gSOL7dxmcm+S2wDXN7uV/CnXdMvgB8tB2eM8ucZD5NMPaZnivic/73bJLl3tR+z9Rq7wK8BfgGTVD4wSSHV9XHRljMPScG2ibgB7bPsH0D2HKE5dyhqk5NshPw4Kr6n/Zi6rieb75fVX0oySuranmSrwHfHEM5rwY+kea50NA8UnHAGMoB+HLbRPYI4ByaE+ePrvsr0xYGX9j6LWO4QFFVLx31PNehi/U34YnAAUl+DNzKeO8eHgB8oC/te8BIO/BrL5A9keb/9+NJFjGm3wrgcJrmsqdV1VntjYYfjKmsNwInAg9M8h1gEbD/mMqavqra6D/AEuCinvEjgEPa4UOA97TD+wBfpfmHeBxw5kzXfcTLvTdwCbCoL9/DadqYb04TuP0ImDfT9R/FMvdNu5ymicGmsK1fBRzeDj+Epolm5vK2pnl2cI92+KnA2XNpW7f1/yTwr33pc/r3bB3LPed/z/xMuk+sBO7TM34fYOWIy/g0sPeA9JcDt41puV4BnAX8sB1/ME1HZOMo6/T278nt7+VDgR+NcZvdC7hXh/vI5jTNF0c935cAP6Tp/O2w9nNUm3bAGMp7CE0ndBe1448E3jxb11/P/Hca9BlxGfcDHtOeGyylCTwfDewBfH8My/RW4L+A/23HtwO+M6b1d+8Bafcf4/barD227gLMH1c56/NJW8GNVpLP0ux02wA/p9lRTgCOA3ak6Un1uVV1Q/tA+JE0Jzi/Al5aVStmot4bapLlPpTmx+X6NtvpVfWqNv+baJ6zup2m6dtXu67zhhq0zFV1TM/0y4FlVXXdJrCtP0XTScSuwG9onhH9Rpt/Tm5rmpPT99P8YP4a+MuqOnuubOv2Suu3gQtprr5DcxJ0BnP492wdy/0B5vDvmSaXpsfLZ1TVb9rxewInVdWeM1uzDdM+O7kbcEZVLW3TLqyqR4yhrD+huQO6hCaouhfNMfOLI5r/G9c1varG0rFKkifQLNMdLfZqxM9tts1w96J59jw0rTCWV9WNoyynLetU4GDg33v2iYuqapcRlvHsdU2v8TyPOlH2fbnrM8o/XUf26c77JTR3Q5cBvce+m4BPjHq52v/fpcA5PdvqghrDXd72zuQzqn1MJU1v8ceNcr/oK2/s/1fra6MPRCVJ0uzXE9zsCjyCpufNoul988yJCxEjLO8+wJ8Bf9AmXQp8tqqun/xbG1TeGVX12CTnVtXSJJvRnNSO7dUM45LkreuaXlUjfx42yadoHsk5D5joTKWq6nUjLmc/4EHAhVW1fJTzHlDWWVX1hxP7RJt2XjWvKRtVGevqxbiq6i9GVVZPmfsC/0Jz1/Bamjuil1bzurlRl/WcqvrSqOc7oJwzq2q3JOdU1aOT/C7wvTEFovvQvA1iH2BnmlZDf15VI+8IrKv/q/U1W58RlSRJs8tW7d8ftp8J/znqgpI8lOZ50OU0PZeGpuO3w5I8paq+P+oygVOTHAYsSPI04C9pmvqNTJr3Uk56B6Gq/nYU5Ywj0BzCMuBhNcY7JEn+jaan4e8C70iyW1W9Y1zlAdcleSB3dhSzPyPu+by6fQ51wjtoHhn5n/aiy5NpOgIbh+8kOQbYrqqe0d49fHxvi7kROS7Jv9O8Ku0VNK1yPjLiMgCoqq+0fSd8jeZ3cb+qGtczomP/v9oQ3hGVJEmdS7IVzZX5W8Yw7y/SNHU7ri/9OcCf1V1fSTKqMu8BvIymp/fQNPcc6Ylskle2g7vR3FX+Qjv+HJq7yqO+e7g98EFgd5pg6jTg9VV15SjLacv6AvC6antXHockFwGPqqq1bWdS366qx4yxvAcAR9O8juxG4MfAC6vq8jGVtw/Ns4C9zWUPH0M5K6pqWZLzgaVV9duJO4pjKOurNO+ufVNVPaptaXDumJq8P427/v+ePOL5f5C7Xkh6Ck0/CJcDjOMuZRf/VxvCO6KSJKkzSXaheQ7+3u34dcCLq+riERbziKq6W8+Q1bwe6p0jLKfX0jbwvCP4TPLHVTWyu6JV9e/tfJ8HPLHnOdsPACeNqpweHwf+H81rYgBe2KY9bQxlbQNckuY9rLdOJNZo38P6m6pa2873V+2z+ON0VVXt2TbzvEdV3ZzmHbAjl+QomnfnPpmmt9z9ad6jOw6r07yS61vAZ5JcS/NM/zh09h7MNvAcafDZp7+fh7PHWNaELv6v1puBqCRJ6tLRwBur6psASfagCd6eMMIyfrme0zbER5K8pNp3KyZ5AfAGRtw8t7UYWEDTmR00d8C2H0M5i6qq9xnEY5O8YQzlALxtTPPt9QdJLmiHQ/NKiwsY3+tHjk/yrKr6JUCa9+d+haY32FF7QlU9su1g5+1J/oXxvK8Umue6fw38NfDnwNY0ryQZh7G+BzPJzay7ufu9RlVWVX1iVPOahrfNQJlDMxCVJEld+t2JIBSgqk5p7xiN0n0n6fk1NO/RG4f9gS8m+XOa9yy+mKaZ3zi8Fzg3zftDAfYE3j2Gcq5L8kLgs+34C7izp+uRqqpTxzHfPg/toIxeJ9DsE8+heT/yicDfjKmsNe3fXyXZjmY73X8cBU0E1q1xB1djfQ9mVW0FkORw4Gc0rTVCE2BvtY6vrrcku9MEiDvRxGITF0IeMOqyOvq/Wm8+IypJkjqT5D+Ac2hO+KBp7rmsqvYbYRmd9/ralvsQmuDjCpoOSNZM8ZUNKWtH4PE0d3O+V1VXjKmMI9tyAL5D84zoT8ZQ1uNonkd9KHBPYB7wy1HekZqk3HtX1Q1jnP9raF7DtQR4ZVV9d0zl/D3N+nsq8CGa/eKjVfX3IyzjtKp64oC7iBOB1Fi2Vftc6M5tOSur6rYxlHFGVT12qrQRlfV9mrvJZ3NnT7aMskfvmdpW02UgKkmSOtO+x/HtNHcNQ/Oc2dvG8R7HLiS5kLue6N2XpungrQDjen1LkqcD/6cdPXXUHat0LckK4Pk0HTAto7mj/OCqOmyEZexO8/zkb2l6Rf0HmldbzAf+tKq+N6Jyeu/GB3gRzbuUz4XxvYe1p/zNgS2qamRNWLuW5J0T2z7J08a9fyf5Lk0A/zma/+cXAK+pqlE+MjBR1lgC3NnIQFSSJGk9JdlpXdPHdPfwcJpOaSaazD4POKWq1nkneBrzf0U7vx+0HfocQ9Mz70+AA6rqnFGU01fmRE+sF0wE70m+O8pAoO2w5WXAljTP7u5XVacleTTwwf/f3p2HWVZVd9z//phRJieCgiNCBAdmUSEoRE1U5EUT1FYDgpEYk4D6JlEcsKO8QhSDikkUTAABxRAQkUgEmRtEhG5mUAKCQjSoRCUyw+/9Y59L375Ud9NVe59bdf19nqefqntu11mnqk73c9fde61le4dKcXpbkZf0+uXEql4n2o2kudX2vV2N9wuAL9n+ZcUYC21vPfp5K5KeAXyGxR2iLwTe3aLDsaRDKCv+J7NkA6EW/66Otf0nyzs2LqkRjYiIiN5021f/mrJV8eHXIbZ3Gdc1zdCdY4i5O7DNYIuipCMp2/yqJKLA/sDR3efzgC2AZwFbUV6s/16lOMPukrQacLmkT1DmbdauHV51qJnUz2wvgJIASFqzVpCe57C+tvu4PqXh19nd452Bc2nTsOgkYFtJz6a8SXEqpbvyqxvE6kWXcP4/PYUbrIZuO3wJlHEutT13+EG3zbnZyKIVlUQ0IiIi+nQi8HnKFskmYxh6dhnlReRUo0BMSeBqE2VUx2Dr5WOWEn+6Hhiqw9uVstr1C+DbXZLYwp9QVon+klI/91TKKmxNKw19fsDIc6vVCiLpGyy7E2u10Rm29+5ingZsPpgXKenJlK2mLTzUjVF5HfBp24dLWlQ5xqDhmJii+Vjt7c2S1qCslo/OYd2nZpzunDvXPueobtzNB4A1Jf16cJjSafuI1vEfrSSiERER0acHbP9z6yCSnkMZc/Jd2/83dPwPbf9nrTi2m3QmXY5DWdw1V5QGNTXHZzzUJTL/2537/xt6rtrK4bChLcx3U2qIW/iwpMfYvsv2KYOD3VbTL1WMc2jFcz1azxgkoZ3/ATZtFOv+bjzRXixekV21cowjWdy1dvjzVo4Frgf+gPJv6S3AdTUDSHqr7eOW0tG7anJt+2DgYEkH2x5902XWSI1oRERE9EbSfOB24GssWR9VrXOppP2Av6C8kNyS0un1691zzerNukZMm7Dkisr5Fc+/ku2Hus+fBryIkoh+x/aPKsbZFfgCZYXyG7bf0R1/KfC3tl9TK9ZQzNGmT1BWfC8FDqrZUXQk7ga2f9ri3H2S9DnKvfcVys/xTcB/2f6rBrE2B95Jue++IumZwBttH1I7Vl8kLbK91aBGWdKqwLdqlgxI+jPbX1haDXHDbt5N/1+aiSSiERER0RtJP5zicNUZel1S82Lb/9c1Ifl34Fjbnxm84KwVayjmn1JqKzcCLqckid+p/EL2MuDPbV9S65zLiLUKsPZwN+Nu3quGV5grxvsEZav2l7tDb6Ik2b8CdrT92qV97QzjtnxjYhPgYGBzlkwCWmzXHjQuGtTvnm/7ay3ijMR8HPBU21e2jtWSpEtsv1DS+cC7KDNFL2n1u+pLH/8vzUS25kZERERvetrKuvIgWbJ9c9fZ89+7Drc1aymH7Q9sB1xse+dua3DtFY6/Av656/56QM0upaNsP0DZmjt87Det4gE7jHStvUrShbZ3kPTWhnFb3Q8AR1EaSB1GaR60d8t4XYfcFs2JliDpXGA3Sh5xOfAzSefZnnLL6RxxRJdUf4jSfGktoNoMVni4DvWNlH9X3wD+hjKC6UbgY7Z/XjNep4//l6ZtpeX/lYiIiIg6JD1G0ockHdE93qTbClrTTyVtOXjQJaW7Ak8Enl851sA9tu+BMsfR9vXA79YMYPsiyovKa4FLJX1a0j8M/tSMNQZrSXp4tqKkF1KSAYAHGsY9suG517R9FmUV+Rbb86ncGVXSgu7jnZJ+PfTnzqEmNbWta/vXwOuBo2xvA7y8UaymJP0OgO0v2v5f2+fbfpbt9W1/oXK42tYrowAAIABJREFULwGvpMywPRd4OvA5SuftoyvHGmj+/9JMZEU0IiIi+nQUpdPsYD7krZROuqdVjLEnI8lLt8K3p6TaLy4HbpW0HnAKcKak/wX+u0GcdSnJ9B3ANcBDDWKMw9uBoyQNks87gbd324EPrhFA0nbAE22fPjhm+58k7QbcZvuyGnGG3CNpJeAGSX8J3EYZs1KN7R27j62b+QxbpWtm9Qbgg62DSXoNj+xmW6s51xXdVv6vACfZ/tXyvmAGNrf9vG7b+622X9od/09JVzSK2df/S9OSRDQiIiL6tLHtN3ZdN7F9t6Sq2xVt3zrV8e4F2csow+qrsv267tP5ks6hJIzVuvPCw/VeB1C2er5z0LioJUkbUlZuhme+Vm100iVrz7L9fEnrUlYQh7cd/1ulUJ8E3jbF8WspIy1q1829mzJaZz/gY5TtuXtVjvGwQb0mS/6uFjYI9VHgW8AC29+T9CzghgZxkPR5ys9wZ8rIpz8GatZIb0hZzX0TpcvsdyhJ6am2764YB8roFLrRN6PJYJNRVn38vzQTaVYUERERvZF0EWUkyIW2t+5GZ3zF9gsrxngqpdZrQ8pKwJcpicCewJdt718r1lDMjwIXABe1qqWU9FXg3SNjOpqR9PeUmrZrWfxC2TXnYA7FOt/2TrXPOxLjKttTbs2WdIXtLSrHe5btm2qecxmxPkZJsm9i8Sq5Z0tTmuka6mI7+LgWcLLtVzaItRrwKkpSujNwlu23VDz/7cAJlDrhN3af0z1+g+3fqRVrJO7WwI6UbsoXNnpzYlqyIhoRERF9+gjlHfmnSjoe2IGpV6lm4kvAeZTGLX8IXEzZxvr8hqM6bgbmAZ+VdCclKT1/MDamBttvHD0maX5Xe9jC7sDv2r53uX9z5s6U9NfAV4GHE/maY31Y9gzUx1aMM3B0t6L8PeB84ALbVzWIA2Wb7Ma272t0fiT9re1PSDqcR47awfZ+DcIOViXvkvQU4BdAk4Zntu+TdC1l7NM2lG7HNf3N0OeXjjw3+rgKSQcCe7C4idVRkk60fVCLeCsqK6IRERHRK0lPYPEMzIuBB4fHhFQ4/xKrW5L+B3haHwmVpA0oScFfA49rXbvXePzI6cAeLca1TBGrj7E+n6ckMh/y0AtgSX8HPNn2vrViDZ17NUqDqZcBfwasZfvxDeKcRBntc3vtcw/FeK3tb0iacnux7WMaxPwwcDhlF8U/UhLgI20fWDHG0ygrlPMob0icAJxg+7paMcZF0nXAVkMNi9YEFtrebLxXVmRFNCIiIpqT9EXbfwpg+xfAf3THN6KskD6vcrzHsXhUxk+Bx3SNb2qvsg3ifZGygvI/lNXQPwb62ALXcvzIXcDlks4CHk7iW6x89TTW5/+l1Bn+l6TLu2NbUlYs/7R2MEk7UuZ6/h6wHqUh1wW143QOBhZJupolf1fVtlF3SejKwPNs/81yv6BOzI91n54k6TRgjZoNhbpSgQ0pDdP2td1kZXKMbqY0ebqne7w6ZVzMrJBENCIiIvqwiqTjgD0HTXYkbQZ8k/pz7daldOYdTtIGSaGBFkPqnwCsDPyS0tH2512n3ta2aXjuU7s/TUlaH/gLSmdUU2pS/7H26l5Xuzuva67z3O7wNQ3rOM+jbLk8GPhmy22zwDHA3wNX0bCTsu0HJbW855bQzd58F4trHBdI+ufBCl8FB1C20E/qFtF7gWsknUn5+b2C8jP8LDTbTv2oZWtuRERENNd1xv0C8DhKM5DtKfWA77T9H+O8tpq65PoPgPcAK9veqEGMJwHvAJ7Bkh1S96kdqzVJO1CaSR3N4jcPtqZ0l32L7eodjkfiN6ux7bo07wDsRNme+xDwHdsfbhDrvKFxIE1J+hSwCWUVcbie9+SlftH0Y/0bZZTPcd2heZQt73vUjtWHbkV5P9uH9RRvmV2aW2ynXhFJRCMiIqI3kj5DSTSeTukUeXFPcVs29UHSrpQtmDtRku3vUJrT/GuDWBdRtnhextDYB9snVY6zCWU1b3OWnOFYs27zYkpt46KR41sCX7C9fa1YS4nfrMa2O/9mwEsp98ZLgB+1SBgl/QNl9etUltyaW317uKSjpjjsFm+ETNXNuEWH4z5JOtf2y8Z9HbNBtuZGREREc0OdNkVJbBYCb5b0Zuhli9huwPyG538VpTPqZ2y3Hhj/GNvvaxwD4ChKl+PDKOMs9qZ+Teo6o0kogO3LJTVt9NRpVmMr6Ubg+8AC4PPA3g23527VfXzR0DFTfzYqtveufc5lWCTpRYM3rCRtT4M5wD27UNLneGSH6GpvGki6iik6Gw/FekGtWDORRDQiIiL6cOlSPu9Ly6Y+ANcDZ9Ts/rsMp0l6te1vNo6zpu2zJMn2LcB8SRdQktNaJOlxoz83SY8HVqoYZ2la1ju+uGUX22G2dx49JqnqXMqljW0ZuoZqbyYNJVKrAntK+lH31NMoNcRVSVod+CMeud39o7VjUVbGAYbPXftNg10rnquZJKIRERHR3LhrkWibcAD8DvA9SQuBfwW+1bAByv7AByTdB9zfHbPtdSrHuUfSSsANkv4SuA1Yv3KMw4AzuhmigxWhbSiNd5rU0Y3W2Jby5SY1thd23XmPAk7voyGOpHUpCdWbgc0oHWFr6fMNpL4Tqa8Dv6Jsd2865mmqNw0axLildYwaUiMaERERE6nvpj5dQ6ZXUrawbgv8G/AvtmfNuIQVIWk74DrK6JGPUboRf6J2XW9XX/u3LNk195O2v1EzzlC8vmpsBbwc2Ad4IWUr5tG2f1A5zpqUredvptRfrw3sTukG26yDbl8kbUGpsYVSd31FgxhX2646Qmo58V5Dud+Ha6+rr75KehFlDutmwGqUzt6/afCm1bQkEY2IiIiJ1FfCMRJzC0oi+ofAOZSavTNt/23lOLtRGiMBnGv7tJrnn2SSLre9Zc8xd6Z0fn0scAXwftvfqXDe4yn3wRnACcDZwH+1nMvavcHzPh7ZxKp6Paqk/SlvJg068r4OOML24ZXjHAEcbvuqmuddSqzPA4+h1F1/kTJz+BLbb28Q61JKl/ITKW+O7Qk82/YHa8eajiSiERERMZH6TDgk7UcZOfJzyovLU2zfP9jaanvjirEOoYwDOb47NA+4zPb7K53/Gyy7FnC3GnHGRdJBwEWta2wlPQF4K/AnwP8A/0LparslcGKNZFHSFZT65y8BX7X9Y0k31exsPEXMMyiru38NvJNy3/+sRQMtSVdSam1/0z1+LGUETpVmO0O1qKtQRtLcRNmaK8p29+pNfSRdafsFQx/XAk62/coGsS61ve0gVnfsItsvWd7X9iE1ohEREdGbnrfL9tXUB+CJwOtHa7NsP9RtPa3p1cCWg22Xko4BFgFVElHg0O6jgCOBP6103tmirxrb7wDHArvbvnXo+KXdqtiM2d5C0nMo23K/Lel2YG1JG9j+aY0YU3iC7X+RtL/t84DzJJ3XKJYY2s3QfV6z8dg4mvrc3X28S9JTgF8ArVaw75K0GnC5pE8AP6Gsys8KSUQjIiKiT1+nbJf9Nku+wGyhr4QD4JbRJFTSIbbfb/u6BvHWA+7oPl+35om75AIASf83/HgS2O5jLAzAH9j+4fABSdvZ/p7tv68VxPb1wIHAgZK2payQXyLp1kYrX4N/Sz/pah3/G9ioQRwojZ6+K+lr3ePdKSvLVQz+zUo61vafDD8n6VjKanZtp0laD/gkpUGXKbsoWvgTSvfpvwTeAzyV0sxqVsjW3IiIiOjNOOrz+iDpdOA428d3j/8JWL1R3dc84BBKDaooNYIH2D6hQayFtreufd6lxOqlgUsXq3mNraTLgN1s39Y9finwOdvPrx1ritgCdmrxJkK3wn8BJak5HFgH+Dvbp9aO1cXbGtiRcq+fP9Xc2QoxlrjPJa0MXGV789qxRuKuDqxh+1cNzr0VsDFwTaM3w2YsiWhERET0pq/6vKF4vTT16TqXnkoZ3fIq4A7b724Rq4v3ZEqdqIDv1tyG2c3wHDgHeBlD2yFt3zH6NRVi9tnApWmN7VCc7YB/Al5L6Wb7ceC1tn9cM85vA0mPoTRHusX2zyqe9wDgA8CawF2Dw8B9lKZIB1SM9fplPH0vcFOthFHSgZT65MuA7YGDbR9Z49w1JRGNiIiI3ki6k1KjdC9li9+gKUj17bJ9JBwjSdvawCnAhZStklWTNknPsX19t0L0CLYXTnV8GnF+SNkuOFUtnls0wum5gcuVLFljuzKwqFFjmhcDXwDuAV5TM4nqW1djeJPtz48cfw+wQc1mRd0bSJ+lbD//EPCPlIZPzwDe54pzibuGYl9sNdZpKM5Ry3h6FcqIlYts71ch1jXAdrbv6ppm/aft7WZ63tqSiEZERMRE6iPhGEnaRpO3qkmbpCNs7yvpnCmedovxGX2R9F3b20u6GHg9pYHL1bY3aRDrSuBlgzcJujcTzq3YiXW06/DmlCYx/wtzt+uwpGuB53lkNmmXyF3pinM4u27Ae1Dqn88BXmD7JknrA2fV3t4s6TLb29Q85zSuYSXKduDnVjjXEt/PbPj+ppJmRREREdErSY+jjEoYrgU8v1G4Zk19AFrOa5wi1r7dx537ijkgab7t+Q1D9NnA5WBgUZfQP1xjW/H8hy7/r9Ql6XcoW3+fYvtVkjanjD2p1tiH8mbHQ1McfKirSa3pIds/gPJmj+2buli3S3qgciyAiweNpBqc+1Hpfo4vr3S6jSUNanY18njWvBmSFdGIiIjojaQ/pXSz3Qi4HHgRZS5g9dW8Ppr6dHWAPx7UaErak9KV8hZgfot6yi7OS3jkCJwvtYjVxeuzaVGzBi5DMZrV2E4R6wmUe+9Hti9rFON0SofZD3YjXVahrP5XWzmU9D3gzbZvGDm+CfAV29tWjHUFpTZ5JeBslqxTPsf2FrVidfGuBTal/Lv9DQ3niPaha4y1VLOlE3YS0YiIiOiNygD57YCLbW/ZzUD8O9tvbBSvacIhaSHwctt3SNoJOAH4K2BLYDPbf1wzXhfzWEo3zMtZPALHNWrLlhFzke2tGpx3F9tnL62Ri+2TK8bqq8b2NOD9tq/u7r+FwKWU39kRtj9dI85IzO/Z3m7491S7Q7WkV1G65B5EaYIDsC1lNfndNRuQSboZeIie6pQlPX2q4x4ZyVQhzkrAi2xfVPO8c1W25kZERESf7rF9jyQkrd4lBr9bM8AUCcet3cenSHpKrYSjs/LQqucbKYnGScBJki6vGGfYtsDm7nc1oVV92UspK16vneI5A9USUeC9wL7Ap5YSq9aq/DNtX919vjdwpu09Ja1NaWRVPREFftOtvBpA0ouAqivKtk+XtDvwN5Q3WwCuBv7I9lWVYz2j5vkeRbzBPNH1GSoZaBDnIUmfAl7cKsZckkQ0IiIi+nRrVwt4CnCmpP8F/rtyjL4SDoCVJa1i+wHg97u4A61eZ10NbEBpgNOMpCcB76DbAjwoA6zZXdT2R7qPe9c65zJi9VVje//Q578PHNnFvVPSI2osK3kvZXzQxpIuBJ5EGYFTVZdg71X7vI9Gyzrlrkvvp4CnALcDTweuo8y1re0MSX9E6Qr9W701NVtzIyIiYiy6OqZ1KaMF7hv39UyHpA8CrwZ+DjwN2Nq2JT0bOMb2Dg1inkPZ+nsJZQwOUL8BiaSLgAso2zAHW4DpVnyr6qnZznC8ZjW2XdfcMygr8f9KWSH9pcqs2UtrdEVdStxVgN+lbGf9vu37l/Mlc0rLOuWuJnUX4Nu2t5K0MzBv8OZF5ViDEVYPUMb6NBlh1XUJP8T239Q8b01JRCMiIqI5SZ+mbEu8yPZtPcZt3tSn2wb5ZOAM27/pjm0KrFV5G/Ag3pSNSGo3IKldY7icWM2b7QzFalpj223v/CjlnvhH22d0x3cGtrFdvatul3S8hkfe6/9QO9a4tKpT7s59qe1tu4R0q24L7SW2X9giXl8knQ38/mxdec3W3IiIiOjDfwGvAz7ZbfG8iC4xBa6YaizETC0t4QCqJqK2L57i2A9qxhg5d18dL0+T9OqaTWiW4Ym2/03SAQC2H5D04PK+aJqa1tjavh145xTHz6F0cG7hG5TVtasoTX4mUcs5mL+UtBZlB8Dxkm6nrFg20eMIq0XA1yWdSOkGPIhVs/Z62rIiGhEREb3qOonuALwE2A1Yv/a2tC7OdfTf1KcZSQts79ht7Rv+nlpt7RtsIbyPxXWP1eN0sc6ljL050/bW3Srz39te5hiKacY6EdjPdtMa2z5JurKvUSOSNqJ0z92RkvQuAPa3fesyv3B6sZaoUx4cr1mn3MV5LHA3ZVzMWyglA8fb/kXNOF2sPkdYHTXFYdf++U1XVkQjIiKiF93Q++dTEtAdgM0pK6XHNgrZS1Ofvtjesfu4dk/xeonT6aXZTueJwLWSmtbY9ux0Sa8cbANu7Cjgy8Ae3eO3dsde0SDW1ymrlN9mqE65gVUp/x8BnOKGM2wpSehghNXOgxFWLQL10QRsJpKIRkRERHOSzgTWoawAXAx83PZ1jcP2mnB0swg3sf3trjHNKrbvbBRra8qKlIEFthc1irMbsFP38Fzbp7WIY3thV/v6cLMdoEljGmB+o/OO08XA17o5lffTaJW88yTbwyttR0t6d4M4AI+x/b5G50bSasARwO7ADyk/t6dL+hrwzkZN1JqPsBoYWr3ege7/ChqtXk9HEtGIiIjow03AFpS6qF8AP5f0M9s/bxhzfsNzL0HSOyijWx5PqUvdCPg8ZXxH7VgHUlajBnVeR0s60fZBleMcQlm5Ob47tL+kHW2/v2acgW4EzjVD8U+kdCKuHaeXGtu+tpV2BrMpr+phK/rPJb0V+Er3eB7l33QLreuUP0RZDX3q4E2jbt7rPwIf7v7U1scIq4E+V69XWGpEIyIiojeS1qHURL2k+/gk4GrbY5lNWIuky4EXAt8ddPaUdFWjrq/XUTp73tM9XhNYaHuzynGuBLYcNJLqOrMu6rEW8ce2n1rxfH3X2PY5/uZbwKtaNP2aItbTgM9REl9TGo7tb/uWBrGa1ilLuhp4oe27Ro6vRdk6+7wacZYRv+kIq6k6X/fZDXt5siIaERERfboXuIvSGOReysrhajUD9J1wdO61fV/XEXgw07HVu/03U7pt3tM9Xh24sVGs9YA7us/XbRRjaar+/PqusaXxttIRPwHO7cbgDG9Drz6+xfaPKE3Gmuvhd/XQaBLaxf0/SVXvP0mPn+LwVd3HVSnJdm19rl6vsCSiERER0ZykwyiroJtQ6kQvAr4A7GX7lzVjjSHhADhP0geANSW9AngXZaRGC/cC13R1twAvBxZI+ixArXmYwMHAIknnUJL4nYADKp0bAEnfYOqEU8ATasYaidtHjW2f429+2P1Zjcpv7AxIOpxlvDlQ8b4bjduyTtndKBVN8Vzt1eXLKD+/0VgGVu3exHq/7eNHv3AG9qGsXh/G4tXrWdExF7I1NyIiInogaT/Ki6BFtlt2vxyN21dTn5WAtwOvpLzQ/JbtIxvF+nPKYsJDlC2fdw8/b/uYirGeTKkTFWXb8U9rnbs7/zLHs7So55yixnZ3oEWN7WBb6b20byDUnKTB9vlBx+uvdo/3AC6z/Z4GMUfrlOd1sarUKUu6mfLvaKpE1LafVSPOo7yWJwHn2d58uX/50Z1vZcqYosNqnK+FJKIRERExkfpKOLpY29i+bOTYa21XWxXttvt+nLKicQtl5uFTKc1HPmD7/mV8+YrEeU7XyXPKrrW2F9aIMy591dj2YRkrykCbDtHdCvkrB/ebpFWBM2zv3CDWWOuUW5M03/b8oce1/8841/bLap2vtmzNjYiIiEk1jyUTjkOAhUD1RBQ4UtJetq/qYs0D3k3d7bmfBNYGnjnU4XMd4NDuuVojNN5L6QD8qSmeM7BLpTjjcjMNa2x7TuQP7T6+njIz97ju8TzK99nCUyj34aB2eK3uWCu91imPJoeN7cZQd++aSWjnQkmfo6xe/2Yozqx4MykrohERETGRusYt8wY1qN3IhONs79og1rOAfwfeQtkKvCewq+1fVYxxA7Dp6HiObpXoetub1Io1ySSdQtnuuUSNLXA7zLzWUdIRtvftVg5H2Xb1RF7S+bZ3Wt6xSrH2piRPg+/vpcD8mlvCh2LNAw7pYj1cp2z7hNqxhmIutN1qhu1orEWDLtuNzt/bPTgdSUQjIiKiOUnr2P71UjpHYvuOqY7PMOZwwmHK7LxqCccU8TalzAb8MbC77buX8yUrev4f2N50RZ+bYcyX8Mg5mF+qHWck5krAWrZ/3ej8vdTYStIUbxqsMVihr6nbbvwa2zd1j58JfLPVdmNJGwDbdw+r1w6PxGpapzxFvKbJ4UislfoYuTNbJRGNiIiI5iSdZntXST/kkZ0jmzQFGWquMqUaCYekq1iyRm994Fd0IzRq1rJ1ifXJo4lgN57hDbXrASUdC2xM6XI8aDDlFt1RJX0ZeGcX5zLKFsx/sP3JijF6qbEdivevtvcZevxY4FTbv18zTnfuPwSOAG7qDj0D+DPb36odq4u3IfB0lnyD4vyK5x9bnXLr5LBrSvQOHvkGT/VutpJ+h3LPP8X2qyRtDrzY9r/UjjUdSUQjIiJiIklaA3g2JVG8sdFK1NOX9bztWyrG2pDSeOluFo+C2A5YE3id7dtqxeriXQdsPrqq14Kky21vKektwDbA+yjdUWsm8odRahvfM0WN7V22a9XYDuJ9DHii7T/vRoT8B3Ck7aNqxhmKtzrwnO7h9bbvXdbfn0GcvwfeCFzD4hEnrvlGSN/bm3tODi8CLqD8G364g7jtkxrEOp3yRssHbW/RvRmzyPbza8eajiSiERER0StJr2fxSJULbJ9S+fxTrXxtxOIXZFVXvrqYT5vquO0fNYi1C/BcyqryNbbPqh2ji3MiZfzDT1qcfyTWNcCWwJeBz9k+T9IVtreoGKP3GtsuaVuXklwf0iLZGIr1PMpYlTUGx1pso5b0feAFrRLdceg5Obzc9pa1z7uUWN+zvd3wduM+4y9PuuZGREREbyT9E2WV8ivdoXdKeoXtv6gYZlndZQ8F9q8Ya+A/WLzleA3gmcD3KQljVbbPBs6ufd4pPBG4VtIldFuNu/jVR4IAX6B0eb0COL9baa5dI+qpVndtPyip2spM90bLwCXAh7uPlvR62ydP/ZUzivkR4GWURPSbwKso9dAt6nlvAlZl6J5oqac65cfYfl/lcy7NaZJebfubPcT6jaQn0JUPSHoRpXRgVsiKaERERPSmW/l63iAh6BrTXGW7WsI2G7rLdrVtf2b7z1rHakXSS6c6bvu8nuKvYvuBiufrpcZW0rK23rrRds+rgC0o2y636GoDv2j7tQ1indTFOosl36BoUTvcS52ypIOAi/pIDiXdCTwWuA8Y7M6w7XUaxNoaOBx4HnA18CTgj21fWTvWdGRFNCIiIvr0feBplC2zUJrF1H5R1MvK13IuYKGk7fqI1UpfCSeApP0pW6fvBL4IbAW8HzijYpi/AE6WtA9T1NjWCmJ771rnWgF3235I0gPd6v/tQPUGYJ1Tuz992JZ+6pT3Bz4gqXlyaHvt2udcRqyF3RtKv0vZrfH9FqUJ05VENCIiIpqT9A3KC/91geu67Z6mjIC4qHK4ayXtuZSVr+srxxqc+71DD1cCtgZ+1iJWa5IW2N6xW7kZTgBEoxfnwD62PyPpDyirNntTEtNqiWjXzGn7kRrb0xvW2K4BvL2LNVy3WX1FFLhUZU7ukZQk+/8o24Grq9FtegVcDWwANK1T7jM5BJC0G2UmKsC5tk9rFGcN4F0M1eRL+nyLxm3Tka25ERER0dzStnkO1Fx967u7bBfzI0MPH6DUO/77JDV0aUnSlbZfIOkzlBfmX+tznmMLXbOn64E3Ax8F3gJcZ7tFjfJw3GcA67TafilpE+BgHtkYqcUIpnMoTaya1yn3mBweQvn/6Pju0DxKh+j3N4j1b5RdBscNxXqc7T1qx5qOJKIRERHRG0nPpKwQmfKi/KblfMlMYvXSXXYZ8Q+1/dd9xqytqzEbrKYssL2oUZyjgA0pTZ62AFamJAPbtIjXh0EiPZRkrwp8q+boEUnrAx+gNAC7CjjYdu0mT6MxFwAfAQ4DXktZvZbtjyzzC6cXq5c65Z6TwyuBLd3NKu1q1xfVHFU0FOsRnadrd6OeiSSiERER0ZyktYF/oYyxuIKSHG5BWbF8e+sXz+Mg6Ue2pxzrMhdIOhDYg7K6DLA7cKLtgxrEWomy8nWT7V92nT43nC1NVaZD0iW2XyjpfMr2yJ8Cl9RcOZT0n5R/Q+cDuwJr235brfMvJeZltreRdNVgHqWkC2z/Xsu4LfWcHF4JvMz2Hd3jx1PedGkR62jg87Yv7h5vD+xl+121Y01HakQjIiKiD4cD1wJvGnqxJ8poi88Be47x2lrRuC9ghuYBWw3qybpVo4VA9USUsuK6OSWZ+iilq+gay/yK2e8ISY+j3OOnAmsBB1aOsYHtD3aff0vSwsrnn8o93RsHN0j6S+A2YP2aAcZUp7wecEf3+boNzj9wMLCo23YsynbgAxrF2h7YU9JgnvHTKDX6V1F+jtWT3xWRFdGIiIhoTtINSxubsqznZrtuNWPKp4ArbG/U5/XUJOl0YJ7tX3aP1wOOs71rg1j/DDwE7GJ7sy6BO8P2nO483JqkKyjzQwdvepwz/Hiw6lY55nbAdZTE7WPAOsAnbH+3dqy+SJoHHEL5+T2cHNo+oVG8J1O2Agv4ru2fNorz9GU9b/uWZT3fWhLRiIiIaE7Sf9l+9lKem8uJ6A8pKzZTrX66RQOXvnRzN7cDzqR8j68AFlBGg1SdGylpoe2thxsUzaZatumQtDrwR8AzGNqFaPujFWPcTEngx3r/tayH7rFOuWlyKOk5tq/vvp9HsN1kNbt7U+epLHkP9rFyvlzZmhsRERF9uLCrOfzY8ExASR8GLh7fZc3DMhNqAAAQUUlEQVSM7WeO+xoa+lr3Z+DchrHu7+ryDCDpSZQEay77OvArSg1nk+7Jtp/R4rzT8AageiI6RZ3y0ZKq1SlPkRze2n18iqSnVE7Y3gvsC3xqiucMVGtiNSDpY8DbgBtZvMW5SazpyIpoRERENCdpHUqzoq2Byykvhram1By+3favxnh5VUmab3v+uK9jproZhM+m/K5ubDl7UNJbgDdS7oljgD8GPmT7xFYxW5N0te3njSFu7/efpB/bfmqD817HknXKawILbW9W6fxH2N63q9cc5ZodjsdB0veB59u+b9zXMpUkohEREdEbSRtTmtIMRqrcOOZLqm6wzXTc1zFdklYBPg7sA9wCrARsBBwFfND2/Y3iPgf4fcq9cZbt61rE6YukI4DDbV/Vc9wm99846qH7rFPuk6SX8Mgt219qEOck4M9t31773DUkEY2IiIixmJSVw1HDdY5zkaTDgLWB99i+szu2DnAocLft/RvEfBHljYlBvLWBzed4A5xrKSvKP6RszR10fG3aqbTV/TeOeuie65T7Sg6PBTam7Ax5cHGoet/LUKxtKVvEr2Zoe7jt3WrHmo4kohERETEWc33lcGkkrTQYUTMXSboB2NQjLxK7Gs7rWzSWkrQI2HoQsxsPculcvj+W1rG0dafSuX7/DZO017Ket31MpTh9JofXUd5kaZ6ESboG+AJwFUM117bPax370UizooiIiBiXuT5n82Fdc5130K2olBGpYHufMV7WdHmqF8m2H5TU6sWzhmPafqjbIjxnDSeckh4L7A68GXhN7Vjjuv962NXwVfqpU96WnpJDyurkBsBPeoj1c9uf7SHOtMzpf+ARERExp20z7guo6OvABcC3WbyiMlddK2nP0W2Jkt4KXN8o5k2S9gP+uXv8LuCmRrF6IWk14NWU5PMPgZOAzzcKN677bzdgfu2TLq1OWVKrOuU+k8MnUv6NXUL77bKXSToYOHUk1qwY35KtuREREdGb0ZWbwfE5unL4MEmX295y3NdRg6QNKeMy7qaMHjGlTm9N4HW2b2sQc33gs5SxEgbOAt49W5usLIukVwDzgD8AzqGs6h3ectTKuO6/hvWovdYpd11ztwSaJ4eSXjrV8RbbZWd7N+AkohEREdEbSRdRVm4uY2jlxvZJY7uoCiQdBFxk+5vjvpZaJO0CPJfFHY7PGvMlzQmSHqLc42+z/cPu2E0tmvkMxRzL/deqHrXvOuU+k8NYLIloRERE9GaSVg6HSboTeCxwHzDYNmjb64zvquaOSVopl7QV8CbKLNSbgBOAA21P2byoUsze7r8+fleSfmB70xV9bjaTtMD2jt3vajgBG3RTrva7kvRp2+/uPt/f9meGnjva9ttqxZqJ1IhGREREn06T9OpJWjkEsL32uK9hjpuYGlvbi4BFwPsk7UDZprtaNxPza7aPaBCzz/uvj99VL3XKfSaHtnfsPvbxu9pp6PO9gM8MPW46PmhFZEU0IiIiejPJK4eSdmPxC8BzbZ82zuuZSyZ1pXygG0fzCuBNtvduFKOX+6+P39U46pT7JGlrYEfK97Wge/Oi5vkfrt0dreOdTWOzsiIaERERvZnUlUNJh1BeKB/fHdpf0o623z/Gy5pLJnKlfMiB3ZiTb7U4ec/3X/PfVZdobj9Sp3x6yzrl1snhUJwDgT0oiTbA0ZJOtH1QxTArSXocpdvw4PPBuKyVK8aZkayIRkRERK8mceVQ0pXAloPGLV1TlUW2Z802uNlsaKX8XspKefWtkePUehWqz/tvEnc1TJEc7g7UTg4Hsa4DthrMRJW0JrDQ9mYVY9wMPMTUs5rdsnHWisiKaERERPRmwlcO1wPu6D5fd5wXMtdM6kr5kKkSgtp6uf8m9Hc1jyWTw0OAhUD1RBS4GVgDuKd7vDpwY80ALUcF1ZRENCIiIvr0apZcuTmG0thlrieiBwOLurl9oqz4HjDeS5r9JD3H9vXdtshHsL2w72tqZJvG5+/1/pvAXQ030zg5HHIvcI2kMynbgF8BLJD0WQDb+7UIKml+tz181sjW3IiIiOhNt4XwZbbv6B4/nvJCds5vYZX0ZMpqr4Dv2v7pmC9p1pN0hO19uwRqlG3v0vtFVdL3SJq+7r8pdjXMAy6by7saJJ1C+Z6WSA6B26Fucihpr2U9b/uYWrFG4s6aJkUDSUQjIiKiN5LmAYcAS6zc2D5hrBc2Tb9FK3rNdB1lX2z7wnFfS02SLqKMObmMoTEntk+qGKP3+28S66H7TA4lrQE8m5Lw3jjYDtzaaPfc2SCJaERERPRqklYOJ3lFr0+SvmP7xeO+jpp6GnPS+/03ibsa+kgOJa0CfBzYB7iF0tF2I+Ao4IO271/Gl9eIv9LgzYPZIoloRERENJeVw1gWSX8HXAmc7Al5cSrpIOCiSRtJM0m7GvpMDiUdBqwNvMf2nd2xdYBDgbtt718r1lDMXreHr6gkohEREdHcb8PKoaSX8MgXfF8a2wXNIUMjQR6gNIyZ8+Nb+h5z0uf9Nym7GvpMDiXdAGw6+kZLt7X5etub1Io1dO7m28NnIoloRERExAxJOhbYGLicxS/43KoDZsSwPu6/SdzV0GdyKOkHtjdd0edmGLP59vCZyPiWiIiI6NWErhxuC2w+KdtK+yJpfeADlPq8K4FDbP96vFdVT49jTvq4/94L7At8aornDMzFXQ2e6mdm+0FJtX+W10rac/T/OklvBa6vHGvgNEmvnq3bw7MiGhEREb2Z1JVDSScC+9n+ybivZS6R9J+UbYPnA7sCa9t+21gvqpI+x5zk/puebmzLyUtJDt9ge7eKsTYETgbuptzzptwfawKvs31brVhDMXvdHr6ikohGREREbyRdxwSuHHa1r1sCl1AG1gNQ84XsJBrdOjgbZx1OV59jTvq+/yZlV8OYksNdgOdS6muvsX1W7RhzRbbmRkRERJ+uBjYAJm3lZv64L2COkqTHUV6UA6w8/HgwImQOWw8YfA/rNowzv+G5l7C0XQ3AnEtEu0Rz+5Hk8PSWyaHts4GzW51/VI/bw1dYVkQjIiKiN1k5jGGSbgYeYnEiOsy2n9XvFdUzSWNOhk3qroZJ1Of28OlIIhoRERG9kfTSqY7bPq/va6lB0gLbO3a1WMMvqub8+JGYudZjTsZx/6Uede7oc3v4dCQRjYiIiIhZQ9J82/PHfR3TNYljToZlV8Pc0SWiLxtscZf0eMr23CSiERER8dvht2HlsEs8dqR8fwtsLxrzJc1Jc71hkaQjbO/bJWyjbLvJmJO+7r9J29UwyWb79vAkohEREREzJOlAYA9KB06A3YETbR80vquamyQtsr3VuK9jLsn9F0vTenv4TCQRjYiIiF5N4sph18BlK9v3dI/XBBba3my8Vzb3SFppUNM21/U15qSP+++3YVfDpJgr28MzviUiIiJ6M8XKzdGSJmHl5mZgDeCe7vHqwI1ju5o5RtKTgHfQJW1SaaJre58xXtaM9Dzm5GYa33+2d+w+rl3zvNHEe4F9gU9N8ZyBJtvDV1RWRCMiIqI3k7pyKOkUyva3Mykv9F4BLABuB7C93/iubvaTdBFwAXAZi5M2bJ80touaoT7HnPR9/03iroboX1ZEIyIiok83M5krh1/r/gycO6brmKseY/t9476Iyq4GNgD6GHPS2/03wbsaJlJf28OnIyuiERER0ZtJXTmUtAbwbMr3dONgxTceHUkHARfZ/ua4r6WWPsec9Hn/Tequhkm0tO3hs+X/2ayIRkRERJ8mauVQ0irAx4F9gFuAlYCNJB0FfND2/eO8vjlkf+ADku4DBj+zud4AZ37rAGO6/25mMnc1TKJt6Wl7+HRkRTQiIiJ6M2krh5IOA9YG3mP7zu7YOsChwN229x/n9cVkG8f9N6m7GiaRpBOB/Wz3sT18hSURjYiIiOaWtnIDzOmVQ0k3AJuOrjhIWhm43vYm47myuUfSbsBO3cNzbZ82zuuZrj7HnIzj/pO017Ket31M7ZgxPX1uD5+ObM2NiIiIPnySsnLzzClWbg6lbM2cizzVtjfbD0rKu/2PkqRDKKtsx3eH9pe0o+33j/GypqXnMSfjuP++ygTtaphw88d9AcuSFdGIiIhoblJXDrttiiePdqGU9FbgDbNl5WG2k3QlsKXth7rHKwOLbL9gvFc2M63HnPR5/03qroYYn6yIRkRERB8mdeXwL4CTJe1DmYFpysremsDrxnlhc9B6wB3d5+uO80Jq6GnMSZ/336Tuapg4fW4Pn4msiEZERERzk75yKGkX4LmUF3rX2D5rzJc0p0iaBxwCnEP5Ge4EHGD7hLFe2Az0Oeakj/tvUnc1xPgkEY2IiIjmJG1IWRm6mylWbmzfNsbLi1lA0pMp94SA79r+6ZgvaUYknQ7Ms/3L7vF6wHG2dx3vlU2PpB/Y3nRFn4vxar09fCaSiEZERERvsnIYwyQ9x/b13YvlR7C9sO9rqmXSxpxM+q6GSTTF9vDdgdrbw6ctiWhEREREjIWkI2zv242ZGGXbu/R+UZVM2piT7GqYe/rcHj4dSUQjIiIiIiqTtAYTOOYkuxrmjtm+PTyJaERERESMnaSXAM9gaKrD6DbQuSBjTmK2mO3bw5OIRkRERMRYSToW2Bi4HHiwO+xxv1CeDkmHUcacvGeKMSd3286Yk+jFbN8enkQ0IiIiIsaqq2XbfKpZs3NNxpzEbDHbt4evNO4LiIiIiIjfelcDG4z7IirxVAm17QcpCUFEU5JWkfQJ4FbgGOA44MeSPiFp1fFe3WJJRCMiIiJi3J4IXCvpW5JOHfwZ90VN07WS9hw92I05uX4M1xO/fT4JPB54pu1tbG9F2fq+HmWL+KyQrbkRERERMVaSXjrVcdvn9X0tM5UxJzFuc2V7eBLRiIiIiIjKMuYkxkXSD2xvuqLP9W2V5f+ViIiIiIj6JC2wvaOkO1myflKUWst1xnRpM2b7bODscV9H/Fa6VtKeo+OPZtv28KyIRkRERERETIi5sj08iWhEREREjJ2krYEdKS+aF9heNOZLipjTZvv28CSiERERETFWkg4E9qCs4gDsDpxo+6DxXVVEtJRENCIiIiLGStJ1wFa27+kerwkstL3ZeK8sIlrJHNGIiIiIGLebgTWGHq8O3DieS4mIPmRFNCIiIiLGStIplGYqZ1JqRF8BLABuB7C93/iuLiJaSCIaEREREWMlaa9lPW/7mL6uJSL6kUQ0IiIiIsZK0hrAsymroTcOakUjYnKlRjQiIiIixkLSKpI+AdwKHAMcB/xY0ickrTreq4uIlpKIRkRERMS4fBJ4PPBM29vY3grYGFgPOHSsVxYRTWVrbkRERESMhaQbgE098oJU0srA9bY3Gc+VRURrWRGNiIiIiHHxaBLaHXyQUi8aERMqiWhEREREjMu1kvYcPSjprcD1Y7ieiOhJtuZGRERExFhI2hA4GbgbuIyyCrodsCbwOtu3jfHyIqKhJKIRERERMVaSdgGeCwi4xvZZY76kiGgsiWhERERERET0KjWiERERERER0askohEREREREdGrJKIRERERERHRqySiERERERER0askohEREREREdGr/x/IG9v9ZZXWnAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Non Star Wars fans')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After analyzing Star Wars fans and non-fans, these are some interesting findings:\n",
    "* Fans rank episode V at (2.29), nearly identical to non fans (2.32)\n",
    "* Non fans rank episode I at (2.72). Fans rank episode I at (4.16) \n",
    "* Almost all fans have seen each episode with little variation between episodes\n",
    "* At most about a third of non fans have seen any given Star Wars movie, episode V being the most watched\n",
    "* Han Solo ranks 1st for fans (3.84), and 5th for non fans (3.33) in opinion score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Star Trek fans and non-fans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Star Trek fans, sample size:  427\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.98                364\n",
      "Episode II              4.24                336\n",
      "Episode III             4.22                322\n",
      "Episode IV              2.68                342\n",
      "Episode V               2.33                397\n",
      "Episode VI              2.73                396\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.721008\n",
      "Number of Viewers        -0.721008           1.000000\n",
      "\n",
      "\n",
      "Star Trek fans  opinion of characters:\n",
      "Opinion-Han Solo                3.79\n",
      "Opinion-Yoda                    3.74\n",
      "Opinion-Obi Wan Kenobi          3.73\n",
      "Opinion-Princess Leia Organa    3.66\n",
      "Opinion-Luke Skywalker          3.66\n",
      "Opinion-R2 D2                   3.65\n",
      "Opinion-C-3P0                   3.49\n",
      "Opinion-Anakin Skywalker        2.79\n",
      "Opinion-Lando Calrissian        2.69\n",
      "Opinion-Padme Amidala           2.68\n",
      "Opinion-Darth Vader             2.58\n",
      "Opinion-Boba Fett               2.31\n",
      "Opinion-Emperor Palpatine       1.99\n",
      "Opinion-Jar Jar Binks           1.72\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Star Trek fans')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Non Star Trek fans, sample size:  641\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.54                301\n",
      "Episode II              3.96                228\n",
      "Episode III             4.07                221\n",
      "Episode IV              2.60                258\n",
      "Episode V               2.28                353\n",
      "Episode VI              2.74                334\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.775217\n",
      "Number of Viewers        -0.775217           1.000000\n",
      "\n",
      "\n",
      "Non Star Trek fans  opinion of characters:\n",
      "Opinion-Han Solo                3.55\n",
      "Opinion-Obi Wan Kenobi          3.53\n",
      "Opinion-Yoda                    3.51\n",
      "Opinion-R2 D2                   3.49\n",
      "Opinion-Luke Skywalker          3.49\n",
      "Opinion-Princess Leia Organa    3.44\n",
      "Opinion-C-3P0                   3.30\n",
      "Opinion-Anakin Skywalker        2.75\n",
      "Opinion-Lando Calrissian        2.57\n",
      "Opinion-Padme Amidala           2.51\n",
      "Opinion-Boba Fett               2.41\n",
      "Opinion-Darth Vader             2.37\n",
      "Opinion-Emperor Palpatine       2.16\n",
      "Opinion-Jar Jar Binks           1.83\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Non Star Trek fans')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After analyzing Star Trek fans and non-fans, these are some interesting findings:\n",
    "* Star Trek fans rank episode V a little lower (2.33) than non fans (2.28)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Males and Females"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Males, sample size:  497\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               4.10                361\n",
      "Episode II              4.27                323\n",
      "Episode III             4.14                317\n",
      "Episode IV              2.55                342\n",
      "Episode V               2.30                392\n",
      "Episode VI              2.76                387\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.708289\n",
      "Number of Viewers        -0.708289           1.000000\n",
      "\n",
      "\n",
      "Males  opinion of characters:\n",
      "Opinion-Han Solo                3.68\n",
      "Opinion-Obi Wan Kenobi          3.63\n",
      "Opinion-Yoda                    3.58\n",
      "Opinion-Luke Skywalker          3.56\n",
      "Opinion-Princess Leia Organa    3.53\n",
      "Opinion-R2 D2                   3.44\n",
      "Opinion-C-3P0                   3.24\n",
      "Opinion-Darth Vader             2.75\n",
      "Opinion-Lando Calrissian        2.65\n",
      "Opinion-Anakin Skywalker        2.65\n",
      "Opinion-Padme Amidala           2.53\n",
      "Opinion-Boba Fett               2.49\n",
      "Opinion-Emperor Palpatine       2.21\n",
      "Opinion-Jar Jar Binks           1.55\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Males')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Females, sample size:  549\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.42                298\n",
      "Episode II              3.93                237\n",
      "Episode III             4.18                222\n",
      "Episode IV              2.76                255\n",
      "Episode V               2.31                353\n",
      "Episode VI              2.70                338\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.827946\n",
      "Number of Viewers        -0.827946           1.000000\n",
      "\n",
      "\n",
      "Females  opinion of characters:\n",
      "Opinion-R2 D2                   3.71\n",
      "Opinion-Yoda                    3.70\n",
      "Opinion-Han Solo                3.68\n",
      "Opinion-Obi Wan Kenobi          3.64\n",
      "Opinion-Luke Skywalker          3.61\n",
      "Opinion-Princess Leia Organa    3.59\n",
      "Opinion-C-3P0                   3.58\n",
      "Opinion-Anakin Skywalker        2.89\n",
      "Opinion-Padme Amidala           2.69\n",
      "Opinion-Lando Calrissian        2.61\n",
      "Opinion-Darth Vader             2.20\n",
      "Opinion-Boba Fett               2.18\n",
      "Opinion-Jar Jar Binks           2.02\n",
      "Opinion-Emperor Palpatine       1.87\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Females')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After analyzing males and females, these are some interesting findings:\n",
    "* Males rank episode V similarly (2.3) to females (2.31).\n",
    "* Higher percentage of males watched the movies as opposed to females\n",
    "* Males show a 71% correlation of rankings and viewers as opposed to females at 83%\n",
    "* Females' favorite character seems to be R2D2 according to opinion scores. Males rate him 6th\n",
    "* Males have a better opinion of Darth Vader than Padme. For females, it's the opposite"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze by Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Under 30 Years of Age, sample size:  218\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               4.16                160\n",
      "Episode II              4.12                148\n",
      "Episode III             3.83                145\n",
      "Episode IV              2.66                152\n",
      "Episode V               2.48                160\n",
      "Episode VI              2.86                160\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.417872\n",
      "Number of Viewers        -0.417872           1.000000\n",
      "\n",
      "\n",
      "Under 30 Years of Age  opinion of characters:\n",
      "Opinion-Yoda                    3.60\n",
      "Opinion-Obi Wan Kenobi          3.56\n",
      "Opinion-Han Solo                3.55\n",
      "Opinion-R2 D2                   3.49\n",
      "Opinion-Princess Leia Organa    3.39\n",
      "Opinion-Luke Skywalker          3.36\n",
      "Opinion-C-3P0                   3.18\n",
      "Opinion-Darth Vader             2.67\n",
      "Opinion-Padme Amidala           2.63\n",
      "Opinion-Lando Calrissian        2.59\n",
      "Opinion-Anakin Skywalker        2.58\n",
      "Opinion-Boba Fett               2.52\n",
      "Opinion-Emperor Palpatine       2.01\n",
      "Opinion-Jar Jar Binks           1.65\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Under 30 Years of Age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Over 60 Years of Age, sample size:  269\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               2.80                143\n",
      "Episode II              3.62                106\n",
      "Episode III             4.14                100\n",
      "Episode IV              2.99                104\n",
      "Episode V               2.45                168\n",
      "Episode VI              2.85                158\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.815436\n",
      "Number of Viewers        -0.815436           1.000000\n",
      "\n",
      "\n",
      "Over 60 Years of Age  opinion of characters:\n",
      "Opinion-Han Solo                3.76\n",
      "Opinion-Luke Skywalker          3.74\n",
      "Opinion-Obi Wan Kenobi          3.73\n",
      "Opinion-Princess Leia Organa    3.66\n",
      "Opinion-Yoda                    3.62\n",
      "Opinion-R2 D2                   3.60\n",
      "Opinion-C-3P0                   3.57\n",
      "Opinion-Anakin Skywalker        3.08\n",
      "Opinion-Lando Calrissian        2.75\n",
      "Opinion-Padme Amidala           2.57\n",
      "Opinion-Darth Vader             2.33\n",
      "Opinion-Jar Jar Binks           2.16\n",
      "Opinion-Boba Fett               2.15\n",
      "Opinion-Emperor Palpatine       2.09\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Over 60 Years of Age')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After analyzing young and old survey takers, these are some interesting findings:\n",
    "* People under 30 rank episode V at (2.48), similar to people over 60 (2.45).\n",
    "* Higher percentage of people under 30 have watched the movies as opposed to people over 60.\n",
    "* Number of viewers for each episode shows little variation for people under 30.\n",
    "* People over 60 rank episode I at (2.8), and it's the 2nd favorite episode for this age group. People under 30 rank episode I at (4.16) and it's their least favorite episode.\n",
    "* People under 30 show a 42% correlation of rankings and viewers as opposed to people over 60 at 82%\n",
    "* Yoda has the highest opinion score for people under 30.\n",
    "* Not a single character is viewed by people over 60 below neutral (2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze by Income Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Under $25,000 Income, sample size:  138\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.97                 75\n",
      "Episode II              3.97                 66\n",
      "Episode III             3.80                 64\n",
      "Episode IV              2.63                 73\n",
      "Episode V               2.60                 91\n",
      "Episode VI              2.93                 86\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.712255\n",
      "Number of Viewers        -0.712255           1.000000\n",
      "\n",
      "\n",
      "Under $25,000 Income  opinion of characters:\n",
      "Opinion-Yoda                    3.61\n",
      "Opinion-Han Solo                3.60\n",
      "Opinion-R2 D2                   3.50\n",
      "Opinion-Obi Wan Kenobi          3.47\n",
      "Opinion-Luke Skywalker          3.39\n",
      "Opinion-Princess Leia Organa    3.31\n",
      "Opinion-C-3P0                   3.25\n",
      "Opinion-Darth Vader             2.52\n",
      "Opinion-Anakin Skywalker        2.48\n",
      "Opinion-Lando Calrissian        2.47\n",
      "Opinion-Padme Amidala           2.42\n",
      "Opinion-Boba Fett               2.26\n",
      "Opinion-Emperor Palpatine       1.91\n",
      "Opinion-Jar Jar Binks           1.63\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Under $25,000 Income')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Over $150,000 Income, sample size:  95\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.76                 68\n",
      "Episode II              4.46                 54\n",
      "Episode III             4.35                 54\n",
      "Episode IV              2.44                 61\n",
      "Episode V               2.27                 71\n",
      "Episode VI              2.86                 71\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.720254\n",
      "Number of Viewers        -0.720254           1.000000\n",
      "\n",
      "\n",
      "Over $150,000 Income  opinion of characters:\n",
      "Opinion-Yoda                    3.80\n",
      "Opinion-Obi Wan Kenobi          3.80\n",
      "Opinion-Han Solo                3.79\n",
      "Opinion-Luke Skywalker          3.71\n",
      "Opinion-R2 D2                   3.67\n",
      "Opinion-Princess Leia Organa    3.65\n",
      "Opinion-C-3P0                   3.42\n",
      "Opinion-Anakin Skywalker        2.75\n",
      "Opinion-Lando Calrissian        2.56\n",
      "Opinion-Padme Amidala           2.55\n",
      "Opinion-Darth Vader             2.45\n",
      "Opinion-Boba Fett               2.33\n",
      "Opinion-Emperor Palpatine       2.11\n",
      "Opinion-Jar Jar Binks           1.52\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Over $150,000 Income')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After analyzing people with income under 25,000 USD and over 150,000 USD, these are some interesting findings:\n",
    "* People with income under 25,000 USD rank episode V at (2.6)\n",
    "* People with income over 150,000 USD rank episode V at (2.27)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### See what happens if we split the data on whether Episode V was actually seen. This highlights the problem with being able to rank movies without seeing them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "seen_ep_5 = star_wars_copy[star_wars_copy['Seen Episode V The Empire Strikes Back'] == True]\n",
    "not_seen_ep_5 = star_wars_copy[star_wars_copy['Seen Episode V The Empire Strikes Back'] == False]\n",
    "\n",
    "dataframes['Seen Ep V'] = seen_ep_5\n",
    "dataframes['Did Not See Ep V'] = not_seen_ep_5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze Seen Episode V vs Not Seen Episode V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Seen Ep V, sample size:  758\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               3.94                613\n",
      "Episode II              4.26                539\n",
      "Episode III             4.45                527\n",
      "Episode IV              3.20                597\n",
      "Episode V               2.30                758\n",
      "Episode VI              2.85                723\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.935125\n",
      "Number of Viewers        -0.935125           1.000000\n",
      "\n",
      "\n",
      "Seen Ep V  opinion of characters:\n",
      "Opinion-Han Solo                3.73\n",
      "Opinion-Yoda                    3.67\n",
      "Opinion-Obi Wan Kenobi          3.67\n",
      "Opinion-Luke Skywalker          3.61\n",
      "Opinion-R2 D2                   3.60\n",
      "Opinion-Princess Leia Organa    3.60\n",
      "Opinion-C-3P0                   3.43\n",
      "Opinion-Anakin Skywalker        2.78\n",
      "Opinion-Lando Calrissian        2.67\n",
      "Opinion-Padme Amidala           2.63\n",
      "Opinion-Darth Vader             2.52\n",
      "Opinion-Boba Fett               2.36\n",
      "Opinion-Emperor Palpatine       2.06\n",
      "Opinion-Jar Jar Binks           1.74\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Seen Ep V')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Did Not See Ep V, sample size:  428\n",
      "\n",
      "\n",
      "             Average Ranking  Number of Viewers\n",
      "Episode I               1.74                 60\n",
      "Episode II              2.44                 32\n",
      "Episode III             3.26                 23\n",
      "Episode IV              4.01                 10\n",
      "Episode V               4.59                  0\n",
      "Episode VI              4.96                 15\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Correlation of viewers and rankings: \n",
      "                   Average Ranking  Number of Viewers\n",
      "Average Ranking           1.000000          -0.895426\n",
      "Number of Viewers        -0.895426           1.000000\n",
      "\n",
      "\n",
      "Did Not See Ep V  opinion of characters:\n",
      "Opinion-Luke Skywalker          3.27\n",
      "Opinion-R2 D2                   3.26\n",
      "Opinion-Obi Wan Kenobi          3.25\n",
      "Opinion-Yoda                    3.20\n",
      "Opinion-C-3P0                   3.12\n",
      "Opinion-Princess Leia Organa    3.10\n",
      "Opinion-Han Solo                3.07\n",
      "Opinion-Anakin Skywalker        2.71\n",
      "Opinion-Padme Amidala           2.29\n",
      "Opinion-Boba Fett               2.28\n",
      "Opinion-Jar Jar Binks           2.27\n",
      "Opinion-Emperor Palpatine       2.25\n",
      "Opinion-Lando Calrissian        2.20\n",
      "Opinion-Darth Vader             2.06\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analyze('Did Not See Ep V')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows some problems:\n",
    "* 428 people who did not see Episode V ranked movies in the same order as their titles indicate! This does not compare to any of our previous analysis and seems to indicate a flaw in survey design.\n",
    "* People who did not see Episode V claim they have a better opinion of Jar Jar and Empreror Palpatine than Lando, which also seems suspect."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### I will look into this a bit further by splitting the data on \"Seen\" and \"Not Seen\" for all 6 episodes and graph the rankings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframes_episodes_seen = {} #create a dictionary that will serve as a container for dataframes\n",
    "\n",
    "#create dataframes by filtering data by whether an episode was seen or not\n",
    "seen_ep_1 = star_wars_copy[star_wars_copy['Seen Episode I  The Phantom Menace'] == True]\n",
    "not_seen_ep_1 = star_wars_copy[star_wars_copy['Seen Episode I  The Phantom Menace'] == False]\n",
    "seen_ep_2 = star_wars_copy[star_wars_copy['Seen Episode II  Attack of the Clones'] == True]\n",
    "not_seen_ep_2 = star_wars_copy[star_wars_copy['Seen Episode II  Attack of the Clones'] == False]\n",
    "seen_ep_3 = star_wars_copy[star_wars_copy['Seen Episode III  Revenge of the Sith'] == True]\n",
    "not_seen_ep_3 = star_wars_copy[star_wars_copy['Seen Episode III  Revenge of the Sith'] == False]\n",
    "seen_ep_4 = star_wars_copy[star_wars_copy['Seen Episode IV  A New Hope'] == True]\n",
    "not_seen_ep_4 = star_wars_copy[star_wars_copy['Seen Episode IV  A New Hope'] == False]\n",
    "seen_ep_5 = star_wars_copy[star_wars_copy['Seen Episode V The Empire Strikes Back'] == True]\n",
    "not_seen_ep_5 = star_wars_copy[star_wars_copy['Seen Episode V The Empire Strikes Back'] == False]\n",
    "seen_ep_6 = star_wars_copy[star_wars_copy['Seen Episode VI Return of the Jedi'] == True]\n",
    "not_seen_ep_6 = star_wars_copy[star_wars_copy['Seen Episode VI Return of the Jedi'] == False]\n",
    "\n",
    "#add dataframes to dictionary\n",
    "dataframes_episodes_seen['Seen Ep I'] = seen_ep_1\n",
    "dataframes_episodes_seen['Did Not See Ep I'] = not_seen_ep_1\n",
    "dataframes_episodes_seen['Seen Ep II'] = seen_ep_2\n",
    "dataframes_episodes_seen['Did Not See Ep II'] = not_seen_ep_2\n",
    "dataframes_episodes_seen['Seen Ep III'] = seen_ep_3\n",
    "dataframes_episodes_seen['Did Not See Ep III'] = not_seen_ep_3\n",
    "dataframes_episodes_seen['Seen Ep IV'] = seen_ep_4\n",
    "dataframes_episodes_seen['Did Not See Ep IV'] = not_seen_ep_4\n",
    "dataframes_episodes_seen['Seen Ep V'] = seen_ep_5\n",
    "dataframes_episodes_seen['Did Not See Ep V'] = not_seen_ep_5\n",
    "dataframes_episodes_seen['Seen Ep VI'] = seen_ep_6\n",
    "dataframes_episodes_seen['Did Not See Ep VI'] = not_seen_ep_6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2880 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 40)) #create subplots for each dataframe we created in the cell above\n",
    "\n",
    "for n, key in enumerate(dataframes_episodes_seen.keys()): \n",
    "    avg_ranks = dataframes_episodes_seen[key][dataframes_episodes_seen[key].columns[9:15]].mean().round(2)\n",
    "    avg_ranks.index = ['Episode I', 'Episode II', 'Episode III', 'Episode IV', 'Episode V', 'Episode VI']    \n",
    "    \n",
    "    ax = fig.add_subplot(int(len(dataframes_episodes_seen)/2), 2, n+1)    \n",
    "    ax.bar(avg_ranks.index, height=avg_ranks.values)\n",
    "    sample_size = str(len(dataframes_episodes_seen[key]))\n",
    "    ax.set_title(key + ': average ranking (' + sample_size + ' people)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Insights to be gathered from the last cell:\n",
    "* People who saw any particular episode have much closer rankings of episodes I through III than people who didn't see them, meaning there is some disagreement in the best movie of 2000s for people who have seen any particular episode.\n",
    "* There is a clear divide between rankings of the 1980 movies and 2000 movies for people who have seen any particular episode. For people who didn't see any particular episode, that divide is less clear.\n",
    "* People who did not see some of the more highly rated episodes from 1980s tend to rate movies in order of their titles (Episode I ranked number 1, Episode II ranked number 2 and so on), potentially adding bad data to the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[To Navigation Menu](#Navigation)"
   ]
  }
 ],
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