riaa_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riaa Analysis\n",
    "The following code is for data from the Recording Industry Association of America or the RIAA (link to website: https://www.riaa.com/). The RIAA was founded in the efforts to protect the intellectual property of both artists and music labels. The RIAA is most famous for their developing award-like certifications based on record sales that serve as prestigious milestone for highly successful recording artists. The types of certifications include: Gold (500,000 units), Platinum (1,000,000 units), Multi-Platinum (> 1,000,000 units), and Diamond (10,000,000).\n",
    "\n",
    "For this project, my goal was to scrape the RIAA postings of all certified records displayed on the website and analyze trends in the music industry that could be seen as valuable information in decision making for artists and labels to better understand future of the industry itself. One of the main things that I hoped to uncover the trends and success of releasing singles for artists. Companies like Spotify and Apple have drastically change the way the average listener conumes music. Many people subscribe to their services and no longer purchase physical or even digital copies of music. Thus, the main question I wanted to ask is: should artists even make full-length albums now? Or, at least in the beginning? The new style that seems to be more effectively taking the listener by storm is the phenomenon of releasing singles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contents\n",
    "1. <a href=\"#DS\">The Data</a><br>\n",
    "2. <a href=\"#MISS\">Missingness</a><br>\n",
    "3. <a href=\"#EDA\">EDA</a><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p><a name=\"DS\"></a></p>\n",
    "# The Data\n",
    "First we want to load the necessary packages and the scraped data file 'riaa.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import necessary packages\n",
    "import pandas as pd # cuz ya know... data stuff\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artist</th>\n",
       "      <th>Title</th>\n",
       "      <th>Certification_Date</th>\n",
       "      <th>Label</th>\n",
       "      <th>Format_Type</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Group_Type</th>\n",
       "      <th>Media_Type</th>\n",
       "      <th>Certification_Type</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>October 17, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>4x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>October 17, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>3x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>June 29, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>May 30, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>May 30, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>July 7, 2016</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>July 7, 2016</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>ROCK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>YFN LUCCI</td>\n",
       "      <td>EVERYDAY WE LIT</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>WARNER BROS RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MAY 19, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IMAGINE DRAGONS</td>\n",
       "      <td>WARRIORS</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>KIDINACORNER / INTERSCOPE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>SEPTEMBER 18, 2014</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ALTERNATIVE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Artist                    Title Certification_Date  \\\n",
       "0     LIL UZI VERT            XO TOUR LLIF3   October 17, 2017   \n",
       "1     LIL UZI VERT            XO TOUR LLIF3   October 17, 2017   \n",
       "2     LIL UZI VERT            XO TOUR LLIF3      June 29, 2017   \n",
       "3     LIL UZI VERT            XO TOUR LLIF3       May 30, 2017   \n",
       "4     LIL UZI VERT            XO TOUR LLIF3       May 30, 2017   \n",
       "5         COLDPLAY  ADVENTURE OF A LIFETIME   October 16, 2017   \n",
       "6         COLDPLAY  ADVENTURE OF A LIFETIME       July 7, 2016   \n",
       "7         COLDPLAY  ADVENTURE OF A LIFETIME       July 7, 2016   \n",
       "8        YFN LUCCI          EVERYDAY WE LIT   October 16, 2017   \n",
       "9  IMAGINE DRAGONS                 WARRIORS   October 16, 2017   \n",
       "\n",
       "                           Label Format_Type        Release_Date Group_Type  \\\n",
       "0               ATLANTIC RECORDS      SINGLE      MARCH 24, 2017       None   \n",
       "1               ATLANTIC RECORDS      SINGLE      MARCH 24, 2017       None   \n",
       "2               ATLANTIC RECORDS      SINGLE      MARCH 24, 2017       None   \n",
       "3               ATLANTIC RECORDS      SINGLE      MARCH 24, 2017       None   \n",
       "4               ATLANTIC RECORDS      SINGLE      MARCH 24, 2017       None   \n",
       "5  PARLOPHONE / ATLANTIC RECORDS      SINGLE    NOVEMBER 6, 2015      GROUP   \n",
       "6  PARLOPHONE / ATLANTIC RECORDS      SINGLE    NOVEMBER 6, 2015      GROUP   \n",
       "7  PARLOPHONE / ATLANTIC RECORDS      SINGLE    NOVEMBER 6, 2015      GROUP   \n",
       "8            WARNER BROS RECORDS      SINGLE        MAY 19, 2017       None   \n",
       "9      KIDINACORNER / INTERSCOPE      SINGLE  SEPTEMBER 18, 2014      GROUP   \n",
       "\n",
       "  Media_Type Certification_Type        Genre  \n",
       "0    Digital  4x Multi-Platinum  R&B/HIP HOP  \n",
       "1    Digital  3x Multi-Platinum  R&B/HIP HOP  \n",
       "2    Digital  2x Multi-Platinum  R&B/HIP HOP  \n",
       "3    Digital           Platinum  R&B/HIP HOP  \n",
       "4    Digital               Gold  R&B/HIP HOP  \n",
       "5    Digital  2x Multi-Platinum         ROCK  \n",
       "6    Digital           Platinum         ROCK  \n",
       "7    Digital               Gold         ROCK  \n",
       "8    Digital               Gold  R&B/HIP HOP  \n",
       "9    Digital           Platinum  ALTERNATIVE  "
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "riaa = pd.read_csv('riaa.csv', index_col='Unnamed: 0') # Load the data from 'riaa.csv'\n",
    "riaa.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice we have repeat title names... This is because we have an observation for each recertification type. Sometimes they are even on the same ceritification date. This is because the label/artist may have achieved more than one level of ceritification for the given date that they applied for the awards from the RIAA.\n",
    "\n",
    "\n",
    "#### Given that the data only has the ceritification type, we can in fact change these values into a numeric variable as a the number of unit sales as defined by the RIAA. This is done in the function below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Converts classification to number of copies sold\n",
    "def certification(x):\n",
    "    if x == 'Platinum': # Platinum - 1 million\n",
    "        return 1000000\n",
    "    elif x == 'Gold': # Gold - 0.5 million\n",
    "        return 500000\n",
    "    else: # N x Platinum to - N million\n",
    "        num = x.split('x')[0]\n",
    "        return(int(num) * 1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artist</th>\n",
       "      <th>Title</th>\n",
       "      <th>Certification_Date</th>\n",
       "      <th>Label</th>\n",
       "      <th>Format_Type</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Group_Type</th>\n",
       "      <th>Media_Type</th>\n",
       "      <th>Certification_Type</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>October 17, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>4x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>4000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>October 17, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>3x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>3000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>June 29, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>2000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>May 30, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>May 30, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MARCH 24, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>2000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>July 7, 2016</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>July 7, 2016</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NOVEMBER 6, 2015</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>YFN LUCCI</td>\n",
       "      <td>EVERYDAY WE LIT</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>WARNER BROS RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MAY 19, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IMAGINE DRAGONS</td>\n",
       "      <td>WARRIORS</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>KIDINACORNER / INTERSCOPE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>SEPTEMBER 18, 2014</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ALTERNATIVE</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>IMAGINE DRAGONS</td>\n",
       "      <td>WARRIORS</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>KIDINACORNER / INTERSCOPE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>SEPTEMBER 18, 2014</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>ALTERNATIVE</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>JEREMIH</td>\n",
       "      <td>ALL ABOUT YOU</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>DEF JAM RECORDINGS</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>SEPTEMBER 28, 2010</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SAM HUNT</td>\n",
       "      <td>BODY LIKE A BACK ROAD</td>\n",
       "      <td>October 16, 2017</td>\n",
       "      <td>MCA RECORDS NASHVILLE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>FEBRUARY 1, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>4x Multi-Platinum</td>\n",
       "      <td>COUNTRY</td>\n",
       "      <td>4000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SAM HUNT</td>\n",
       "      <td>BODY LIKE A BACK ROAD</td>\n",
       "      <td>July 27, 2017</td>\n",
       "      <td>MCA RECORDS NASHVILLE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>FEBRUARY 1, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>3x Multi-Platinum</td>\n",
       "      <td>COUNTRY</td>\n",
       "      <td>3000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SAM HUNT</td>\n",
       "      <td>BODY LIKE A BACK ROAD</td>\n",
       "      <td>June 6, 2017</td>\n",
       "      <td>MCA RECORDS NASHVILLE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>FEBRUARY 1, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>COUNTRY</td>\n",
       "      <td>2000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SAM HUNT</td>\n",
       "      <td>BODY LIKE A BACK ROAD</td>\n",
       "      <td>June 6, 2017</td>\n",
       "      <td>MCA RECORDS NASHVILLE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>FEBRUARY 1, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>COUNTRY</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SAM HUNT</td>\n",
       "      <td>BODY LIKE A BACK ROAD</td>\n",
       "      <td>June 6, 2017</td>\n",
       "      <td>MCA RECORDS NASHVILLE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>FEBRUARY 1, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>COUNTRY</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>KANY GARCIA</td>\n",
       "      <td>KANY GARCIA</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>SONY LATIN</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>JULY 30, 2012</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Latin</td>\n",
       "      <td>Gold</td>\n",
       "      <td>LATIN</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>KANY GARCIA</td>\n",
       "      <td>CUALQUIER</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>SONY LATIN</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>JULY 10, 2007</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>LATIN</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>KANY GARCIA</td>\n",
       "      <td>CUALQUIER</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>SONY LATIN</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>JULY 10, 2007</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>LATIN</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>LUV IS RAGE 2</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>AUGUST 25, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>KATY PERRY</td>\n",
       "      <td>BON APPETIT</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>CAPITOL RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>APRIL 28, 2017</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>POP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>JONAS BLUE</td>\n",
       "      <td>MAMA</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>CAPITOL RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MAY 5, 2017</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>POP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>KANY GARCIA</td>\n",
       "      <td>BOLETA DE ENTRADA</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>SONY LATIN</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>SEPTEMBER 17, 2009</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>LATIN</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CALVIN HARRIS</td>\n",
       "      <td>FEELS</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>JUNE 16, 2017</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>POP</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CALVIN HARRIS</td>\n",
       "      <td>FEELS</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>JUNE 16, 2017</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>POP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>TWENTY ONE PILOTS</td>\n",
       "      <td>WE DON'T BELIEVE WHAT'S ON TV</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>FUELED BY RAMEN</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>MAY 18, 2015</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>MAGGIE LINDEMANN</td>\n",
       "      <td>PRETTY GIRL</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>300 ENTERTAINMENT</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>SEPTEMBER 30, 2016</td>\n",
       "      <td>None</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>POP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>KATY PERRY</td>\n",
       "      <td>RISE</td>\n",
       "      <td>October 13, 2017</td>\n",
       "      <td>CAPITOL RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>JULY 22, 2016</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>POP</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>KATY PERRY</td>\n",
       "      <td>RISE</td>\n",
       "      <td>May 16, 2017</td>\n",
       "      <td>CAPITOL RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>JULY 22, 2016</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>POP</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28874</th>\n",
       "      <td>HARRY BELAFONTE</td>\n",
       "      <td>BELAFONTE AT CARNEGIE HALL</td>\n",
       "      <td>October 16, 1961</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28875</th>\n",
       "      <td>ERNIE FORD</td>\n",
       "      <td>SPIRITUALS</td>\n",
       "      <td>October 10, 1961</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28876</th>\n",
       "      <td>MANTOVANI</td>\n",
       "      <td>STRAUSS WALTZES</td>\n",
       "      <td>September 18, 1961</td>\n",
       "      <td>LONDON</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28877</th>\n",
       "      <td>MANTOVANI</td>\n",
       "      <td>CHRISTMAS CAROLS</td>\n",
       "      <td>September 18, 1961</td>\n",
       "      <td>LONDON</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28878</th>\n",
       "      <td>MANTOVANI</td>\n",
       "      <td>THEATRE LAND</td>\n",
       "      <td>September 18, 1961</td>\n",
       "      <td>LONDON</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28879</th>\n",
       "      <td>MANTOVANI</td>\n",
       "      <td>FILM ENCORES VOLUME I</td>\n",
       "      <td>September 18, 1961</td>\n",
       "      <td>LONDON</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28880</th>\n",
       "      <td>MANTOVANI</td>\n",
       "      <td>GEMS FOREVER</td>\n",
       "      <td>September 18, 1961</td>\n",
       "      <td>LONDON</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28881</th>\n",
       "      <td>GLENN MILLER ORCHESTRA</td>\n",
       "      <td>GLENN MILLER STORY</td>\n",
       "      <td>June 28, 1961</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28882</th>\n",
       "      <td>FRANK SINATRA</td>\n",
       "      <td>COME DANCE WITH ME</td>\n",
       "      <td>June 22, 1961</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28883</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>SOLD OUT</td>\n",
       "      <td>June 22, 1961</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28884</th>\n",
       "      <td>LAWRENCE WELK</td>\n",
       "      <td>CALCUTTA ALBUM</td>\n",
       "      <td>March 16, 1961</td>\n",
       "      <td>DOT</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28885</th>\n",
       "      <td>LAWRENCE WELK</td>\n",
       "      <td>CALCUTTA</td>\n",
       "      <td>February 14, 1961</td>\n",
       "      <td>DOT</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28886</th>\n",
       "      <td>MITCH MILLER &amp; THE GANG</td>\n",
       "      <td>CHRISTMAS SING ALONG</td>\n",
       "      <td>December 7, 1960</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28887</th>\n",
       "      <td>SOUNDTRACK</td>\n",
       "      <td>SOUND OF MUSIC (ORIGINAL CAST)</td>\n",
       "      <td>December 7, 1960</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28888</th>\n",
       "      <td>MITCH MILLER &amp; THE GANG</td>\n",
       "      <td>STILL MORE! SING ALONG</td>\n",
       "      <td>December 7, 1960</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28889</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>FROM THE HUNGRY I</td>\n",
       "      <td>October 24, 1960</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28890</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>HERE WE GO AGAIN</td>\n",
       "      <td>October 24, 1960</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28891</th>\n",
       "      <td>JOHNNY MATHIS</td>\n",
       "      <td>WARM</td>\n",
       "      <td>May 5, 1960</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28892</th>\n",
       "      <td>MITCH MILLER &amp; THE GANG</td>\n",
       "      <td>MORE SING ALONG WITH MITCH</td>\n",
       "      <td>April 21, 1960</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28893</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>April 18, 1960</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28894</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>KINGSTON TRIO AT LARGE</td>\n",
       "      <td>April 18, 1960</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28895</th>\n",
       "      <td>VARIOUS</td>\n",
       "      <td>60 YEARS OF MUSIC</td>\n",
       "      <td>February 17, 1960</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28896</th>\n",
       "      <td>PAT BOONE</td>\n",
       "      <td>PAT'S GREAT HITS</td>\n",
       "      <td>February 12, 1960</td>\n",
       "      <td>DOT</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28897</th>\n",
       "      <td>MARIO LANZA</td>\n",
       "      <td>STUDENT PRINCE</td>\n",
       "      <td>January 19, 1960</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28898</th>\n",
       "      <td>HENRY MANCINI</td>\n",
       "      <td>PETER GUN</td>\n",
       "      <td>December 31, 1959</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28899</th>\n",
       "      <td>ROGERS &amp; HAMMERSTEIN</td>\n",
       "      <td>SOUTH PACIFIC</td>\n",
       "      <td>December 18, 1959</td>\n",
       "      <td>RCA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>DUO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28900</th>\n",
       "      <td>MITCH MILLER &amp; THE GANG</td>\n",
       "      <td>SING ALONG WITH MITCH</td>\n",
       "      <td>November 16, 1959</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28901</th>\n",
       "      <td>ERNIE FORD</td>\n",
       "      <td>HYMNS</td>\n",
       "      <td>February 5, 1992</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>OCTOBER 1, 1956</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>None</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28902</th>\n",
       "      <td>ERNIE FORD</td>\n",
       "      <td>HYMNS</td>\n",
       "      <td>February 20, 1959</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>ALBUM</td>\n",
       "      <td>OCTOBER 1, 1956</td>\n",
       "      <td>SOLO</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28903</th>\n",
       "      <td>KINGSTON TRIO</td>\n",
       "      <td>TOM DOOLEY</td>\n",
       "      <td>January 21, 1959</td>\n",
       "      <td>CAPITOL</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>NO RELEASE DATE AVAILABLE.</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Gold</td>\n",
       "      <td>None</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28904 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Artist                           Title  \\\n",
       "0                 LIL UZI VERT                   XO TOUR LLIF3   \n",
       "1                 LIL UZI VERT                   XO TOUR LLIF3   \n",
       "2                 LIL UZI VERT                   XO TOUR LLIF3   \n",
       "3                 LIL UZI VERT                   XO TOUR LLIF3   \n",
       "4                 LIL UZI VERT                   XO TOUR LLIF3   \n",
       "5                     COLDPLAY         ADVENTURE OF A LIFETIME   \n",
       "6                     COLDPLAY         ADVENTURE OF A LIFETIME   \n",
       "7                     COLDPLAY         ADVENTURE OF A LIFETIME   \n",
       "8                    YFN LUCCI                 EVERYDAY WE LIT   \n",
       "9              IMAGINE DRAGONS                        WARRIORS   \n",
       "10             IMAGINE DRAGONS                        WARRIORS   \n",
       "11                     JEREMIH                   ALL ABOUT YOU   \n",
       "12                    SAM HUNT           BODY LIKE A BACK ROAD   \n",
       "13                    SAM HUNT           BODY LIKE A BACK ROAD   \n",
       "14                    SAM HUNT           BODY LIKE A BACK ROAD   \n",
       "15                    SAM HUNT           BODY LIKE A BACK ROAD   \n",
       "16                    SAM HUNT           BODY LIKE A BACK ROAD   \n",
       "17                 KANY GARCIA                     KANY GARCIA   \n",
       "18                 KANY GARCIA                       CUALQUIER   \n",
       "19                 KANY GARCIA                       CUALQUIER   \n",
       "20                LIL UZI VERT                   LUV IS RAGE 2   \n",
       "21                  KATY PERRY                     BON APPETIT   \n",
       "22                  JONAS BLUE                            MAMA   \n",
       "23                 KANY GARCIA               BOLETA DE ENTRADA   \n",
       "24               CALVIN HARRIS                           FEELS   \n",
       "25               CALVIN HARRIS                           FEELS   \n",
       "26           TWENTY ONE PILOTS   WE DON'T BELIEVE WHAT'S ON TV   \n",
       "27            MAGGIE LINDEMANN                     PRETTY GIRL   \n",
       "28                  KATY PERRY                            RISE   \n",
       "29                  KATY PERRY                            RISE   \n",
       "...                        ...                             ...   \n",
       "28874          HARRY BELAFONTE      BELAFONTE AT CARNEGIE HALL   \n",
       "28875               ERNIE FORD                      SPIRITUALS   \n",
       "28876                MANTOVANI                 STRAUSS WALTZES   \n",
       "28877                MANTOVANI                CHRISTMAS CAROLS   \n",
       "28878                MANTOVANI                    THEATRE LAND   \n",
       "28879                MANTOVANI           FILM ENCORES VOLUME I   \n",
       "28880                MANTOVANI                    GEMS FOREVER   \n",
       "28881   GLENN MILLER ORCHESTRA              GLENN MILLER STORY   \n",
       "28882            FRANK SINATRA              COME DANCE WITH ME   \n",
       "28883            KINGSTON TRIO                        SOLD OUT   \n",
       "28884            LAWRENCE WELK                  CALCUTTA ALBUM   \n",
       "28885            LAWRENCE WELK                        CALCUTTA   \n",
       "28886  MITCH MILLER & THE GANG            CHRISTMAS SING ALONG   \n",
       "28887               SOUNDTRACK  SOUND OF MUSIC (ORIGINAL CAST)   \n",
       "28888  MITCH MILLER & THE GANG          STILL MORE! SING ALONG   \n",
       "28889            KINGSTON TRIO               FROM THE HUNGRY I   \n",
       "28890            KINGSTON TRIO                HERE WE GO AGAIN   \n",
       "28891            JOHNNY MATHIS                            WARM   \n",
       "28892  MITCH MILLER & THE GANG      MORE SING ALONG WITH MITCH   \n",
       "28893            KINGSTON TRIO                   KINGSTON TRIO   \n",
       "28894            KINGSTON TRIO          KINGSTON TRIO AT LARGE   \n",
       "28895                  VARIOUS               60 YEARS OF MUSIC   \n",
       "28896                PAT BOONE                PAT'S GREAT HITS   \n",
       "28897              MARIO LANZA                  STUDENT PRINCE   \n",
       "28898            HENRY MANCINI                       PETER GUN   \n",
       "28899     ROGERS & HAMMERSTEIN                   SOUTH PACIFIC   \n",
       "28900  MITCH MILLER & THE GANG           SING ALONG WITH MITCH   \n",
       "28901               ERNIE FORD                           HYMNS   \n",
       "28902               ERNIE FORD                           HYMNS   \n",
       "28903            KINGSTON TRIO                      TOM DOOLEY   \n",
       "\n",
       "       Certification_Date                          Label Format_Type  \\\n",
       "0        October 17, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "1        October 17, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "2           June 29, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "3            May 30, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "4            May 30, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "5        October 16, 2017  PARLOPHONE / ATLANTIC RECORDS      SINGLE   \n",
       "6            July 7, 2016  PARLOPHONE / ATLANTIC RECORDS      SINGLE   \n",
       "7            July 7, 2016  PARLOPHONE / ATLANTIC RECORDS      SINGLE   \n",
       "8        October 16, 2017            WARNER BROS RECORDS      SINGLE   \n",
       "9        October 16, 2017      KIDINACORNER / INTERSCOPE      SINGLE   \n",
       "10       October 16, 2017      KIDINACORNER / INTERSCOPE      SINGLE   \n",
       "11       October 16, 2017             DEF JAM RECORDINGS       ALBUM   \n",
       "12       October 16, 2017          MCA RECORDS NASHVILLE      SINGLE   \n",
       "13          July 27, 2017          MCA RECORDS NASHVILLE      SINGLE   \n",
       "14           June 6, 2017          MCA RECORDS NASHVILLE      SINGLE   \n",
       "15           June 6, 2017          MCA RECORDS NASHVILLE      SINGLE   \n",
       "16           June 6, 2017          MCA RECORDS NASHVILLE      SINGLE   \n",
       "17       October 13, 2017                     SONY LATIN       ALBUM   \n",
       "18       October 13, 2017                     SONY LATIN       ALBUM   \n",
       "19       October 13, 2017                     SONY LATIN       ALBUM   \n",
       "20       October 13, 2017               ATLANTIC RECORDS      SINGLE   \n",
       "21       October 13, 2017                CAPITOL RECORDS      SINGLE   \n",
       "22       October 13, 2017                CAPITOL RECORDS      SINGLE   \n",
       "23       October 13, 2017                     SONY LATIN       ALBUM   \n",
       "24       October 13, 2017                       COLUMBIA      SINGLE   \n",
       "25       October 13, 2017                       COLUMBIA      SINGLE   \n",
       "26       October 13, 2017                FUELED BY RAMEN      SINGLE   \n",
       "27       October 13, 2017              300 ENTERTAINMENT      SINGLE   \n",
       "28       October 13, 2017                CAPITOL RECORDS      SINGLE   \n",
       "29           May 16, 2017                CAPITOL RECORDS      SINGLE   \n",
       "...                   ...                            ...         ...   \n",
       "28874    October 16, 1961                            RCA       ALBUM   \n",
       "28875    October 10, 1961                        CAPITOL       ALBUM   \n",
       "28876  September 18, 1961                         LONDON       ALBUM   \n",
       "28877  September 18, 1961                         LONDON       ALBUM   \n",
       "28878  September 18, 1961                         LONDON       ALBUM   \n",
       "28879  September 18, 1961                         LONDON       ALBUM   \n",
       "28880  September 18, 1961                         LONDON       ALBUM   \n",
       "28881       June 28, 1961                            RCA       ALBUM   \n",
       "28882       June 22, 1961                        CAPITOL       ALBUM   \n",
       "28883       June 22, 1961                        CAPITOL       ALBUM   \n",
       "28884      March 16, 1961                            DOT       ALBUM   \n",
       "28885   February 14, 1961                            DOT      SINGLE   \n",
       "28886    December 7, 1960                       COLUMBIA       ALBUM   \n",
       "28887    December 7, 1960                       COLUMBIA       ALBUM   \n",
       "28888    December 7, 1960                       COLUMBIA       ALBUM   \n",
       "28889    October 24, 1960                        CAPITOL       ALBUM   \n",
       "28890    October 24, 1960                        CAPITOL       ALBUM   \n",
       "28891         May 5, 1960                       COLUMBIA       ALBUM   \n",
       "28892      April 21, 1960                       COLUMBIA       ALBUM   \n",
       "28893      April 18, 1960                        CAPITOL       ALBUM   \n",
       "28894      April 18, 1960                        CAPITOL       ALBUM   \n",
       "28895   February 17, 1960                            RCA       ALBUM   \n",
       "28896   February 12, 1960                            DOT       ALBUM   \n",
       "28897    January 19, 1960                            RCA       ALBUM   \n",
       "28898   December 31, 1959                            RCA       ALBUM   \n",
       "28899   December 18, 1959                            RCA       ALBUM   \n",
       "28900   November 16, 1959                       COLUMBIA       ALBUM   \n",
       "28901    February 5, 1992                        CAPITOL       ALBUM   \n",
       "28902   February 20, 1959                        CAPITOL       ALBUM   \n",
       "28903    January 21, 1959                        CAPITOL      SINGLE   \n",
       "\n",
       "                     Release_Date Group_Type Media_Type Certification_Type  \\\n",
       "0                  MARCH 24, 2017       None    Digital  4x Multi-Platinum   \n",
       "1                  MARCH 24, 2017       None    Digital  3x Multi-Platinum   \n",
       "2                  MARCH 24, 2017       None    Digital  2x Multi-Platinum   \n",
       "3                  MARCH 24, 2017       None    Digital           Platinum   \n",
       "4                  MARCH 24, 2017       None    Digital               Gold   \n",
       "5                NOVEMBER 6, 2015      GROUP    Digital  2x Multi-Platinum   \n",
       "6                NOVEMBER 6, 2015      GROUP    Digital           Platinum   \n",
       "7                NOVEMBER 6, 2015      GROUP    Digital               Gold   \n",
       "8                    MAY 19, 2017       None    Digital               Gold   \n",
       "9              SEPTEMBER 18, 2014      GROUP    Digital           Platinum   \n",
       "10             SEPTEMBER 18, 2014      GROUP    Digital               Gold   \n",
       "11             SEPTEMBER 28, 2010       SOLO   Standard               Gold   \n",
       "12               FEBRUARY 1, 2017       None    Digital  4x Multi-Platinum   \n",
       "13               FEBRUARY 1, 2017       None    Digital  3x Multi-Platinum   \n",
       "14               FEBRUARY 1, 2017       None    Digital  2x Multi-Platinum   \n",
       "15               FEBRUARY 1, 2017       None    Digital           Platinum   \n",
       "16               FEBRUARY 1, 2017       None    Digital               Gold   \n",
       "17                  JULY 30, 2012       SOLO      Latin               Gold   \n",
       "18                  JULY 10, 2007       SOLO   Standard           Platinum   \n",
       "19                  JULY 10, 2007       SOLO   Standard               Gold   \n",
       "20                AUGUST 25, 2017       None    Digital               Gold   \n",
       "21                 APRIL 28, 2017       SOLO    Digital               Gold   \n",
       "22                    MAY 5, 2017       None    Digital               Gold   \n",
       "23             SEPTEMBER 17, 2009       SOLO   Standard               Gold   \n",
       "24                  JUNE 16, 2017       SOLO    Digital           Platinum   \n",
       "25                  JUNE 16, 2017       SOLO    Digital               Gold   \n",
       "26                   MAY 18, 2015       None    Digital               Gold   \n",
       "27             SEPTEMBER 30, 2016       None    Digital               Gold   \n",
       "28                  JULY 22, 2016       SOLO    Digital           Platinum   \n",
       "29                  JULY 22, 2016       SOLO    Digital               Gold   \n",
       "...                           ...        ...        ...                ...   \n",
       "28874  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28875  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28876  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28877  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28878  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28879  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28880  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28881  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28882  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28883  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28884  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28885  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28886  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28887  NO RELEASE DATE AVAILABLE.       None   Standard               Gold   \n",
       "28888  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28889  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28890  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28891  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28892  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28893  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28894  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28895  NO RELEASE DATE AVAILABLE.       None   Standard               Gold   \n",
       "28896  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28897  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28898  NO RELEASE DATE AVAILABLE.       SOLO   Standard               Gold   \n",
       "28899  NO RELEASE DATE AVAILABLE.        DUO   Standard               Gold   \n",
       "28900  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "28901             OCTOBER 1, 1956       SOLO   Standard           Platinum   \n",
       "28902             OCTOBER 1, 1956       SOLO   Standard               Gold   \n",
       "28903  NO RELEASE DATE AVAILABLE.      GROUP   Standard               Gold   \n",
       "\n",
       "             Genre    Sales  \n",
       "0      R&B/HIP HOP  4000000  \n",
       "1      R&B/HIP HOP  3000000  \n",
       "2      R&B/HIP HOP  2000000  \n",
       "3      R&B/HIP HOP  1000000  \n",
       "4      R&B/HIP HOP   500000  \n",
       "5             ROCK  2000000  \n",
       "6             ROCK  1000000  \n",
       "7             ROCK   500000  \n",
       "8      R&B/HIP HOP   500000  \n",
       "9      ALTERNATIVE  1000000  \n",
       "10     ALTERNATIVE   500000  \n",
       "11     R&B/HIP HOP   500000  \n",
       "12         COUNTRY  4000000  \n",
       "13         COUNTRY  3000000  \n",
       "14         COUNTRY  2000000  \n",
       "15         COUNTRY  1000000  \n",
       "16         COUNTRY   500000  \n",
       "17           LATIN   500000  \n",
       "18           LATIN  1000000  \n",
       "19           LATIN   500000  \n",
       "20     R&B/HIP HOP   500000  \n",
       "21             POP   500000  \n",
       "22             POP   500000  \n",
       "23           LATIN   500000  \n",
       "24             POP  1000000  \n",
       "25             POP   500000  \n",
       "26            ROCK   500000  \n",
       "27             POP   500000  \n",
       "28             POP  1000000  \n",
       "29             POP   500000  \n",
       "...            ...      ...  \n",
       "28874         None   500000  \n",
       "28875         None   500000  \n",
       "28876         None   500000  \n",
       "28877         None   500000  \n",
       "28878         None   500000  \n",
       "28879         None   500000  \n",
       "28880         None   500000  \n",
       "28881         None   500000  \n",
       "28882         None   500000  \n",
       "28883         None   500000  \n",
       "28884         None   500000  \n",
       "28885         None   500000  \n",
       "28886         None   500000  \n",
       "28887         None   500000  \n",
       "28888         None   500000  \n",
       "28889         None   500000  \n",
       "28890         None   500000  \n",
       "28891         None   500000  \n",
       "28892         None   500000  \n",
       "28893         None   500000  \n",
       "28894         None   500000  \n",
       "28895         None   500000  \n",
       "28896         None   500000  \n",
       "28897         None   500000  \n",
       "28898         None   500000  \n",
       "28899         None   500000  \n",
       "28900         None   500000  \n",
       "28901         None  1000000  \n",
       "28902         None   500000  \n",
       "28903         None   500000  \n",
       "\n",
       "[28904 rows x 11 columns]"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We create a new column, 'Sales' that is the total number of unit sales for the record.\n",
    "riaa_sales = riaa.Certification_Type.apply(certification)\n",
    "riaa['Sales'] = riaa_sales\n",
    "riaa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Artist                        object\n",
       "Title                         object\n",
       "Certification_Date    datetime64[ns]\n",
       "Label                         object\n",
       "Format_Type                   object\n",
       "Release_Date          datetime64[ns]\n",
       "Group_Type                    object\n",
       "Media_Type                    object\n",
       "Certification_Type            object\n",
       "Genre                         object\n",
       "Sales                          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Next, we need to convert dates to datetime type\n",
    "riaa_datetimes = riaa[riaa.Release_Date != 'NO RELEASE DATE AVAILABLE.'].copy()\n",
    "riaa_datetimes['Certification_Date'] = pd.to_datetime(riaa_datetimes['Certification_Date'], format='%B %d, %Y')\n",
    "riaa_datetimes['Release_Date'] = pd.to_datetime(riaa_datetimes['Release_Date'], format='%B %d, %Y')\n",
    "riaa_datetimes.set_index(np.arange(0,len(riaa_datetimes),1), inplace = True)\n",
    "riaa_datetimes.dtypes # double check that the data type is indeed a datetime, also notice that Sales is int64."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Let's categorize data pre and post Spotify and Napster eras to investigate their effect on music industry.\n",
    "def spotify(x):\n",
    "    if x > datetime.strptime('October 8, 2008', '%B %d, %Y'):\n",
    "        return('Post_Spotify')\n",
    "    else:\n",
    "        return('Pre_Spotify')\n",
    "def napster(x):\n",
    "    if x > datetime.strptime('June 1, 1999', '%B %d, %Y'):\n",
    "        return('Post_Napster')\n",
    "    else:\n",
    "        return('Pre_Napster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "riaa_datetimes['Spotify'] = riaa_datetimes['Release_Date'].apply(spotify) # Creating categorical variable Spotify\n",
    "riaa_datetimes['Napster'] = riaa_datetimes['Release_Date'].apply(napster) # Creating categorical variable Napster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artist</th>\n",
       "      <th>Title</th>\n",
       "      <th>Certification_Date</th>\n",
       "      <th>Label</th>\n",
       "      <th>Format_Type</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Group_Type</th>\n",
       "      <th>Media_Type</th>\n",
       "      <th>Certification_Type</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Spotify</th>\n",
       "      <th>Napster</th>\n",
       "      <th>Certification_Year</th>\n",
       "      <th>Release_Year</th>\n",
       "      <th>Days_Since_Release</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>2017-10-17</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>4x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>4000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>207 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>2017-10-17</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>3x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>3000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>207 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>2017-06-29</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>97 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>2017-05-30</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>1000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>67 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LIL UZI VERT</td>\n",
       "      <td>XO TOUR LLIF3</td>\n",
       "      <td>2017-05-30</td>\n",
       "      <td>ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>67 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>2017-10-16</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>2x Multi-Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2015</td>\n",
       "      <td>710 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>1000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2016</td>\n",
       "      <td>2015</td>\n",
       "      <td>244 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>COLDPLAY</td>\n",
       "      <td>ADVENTURE OF A LIFETIME</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>PARLOPHONE / ATLANTIC RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>ROCK</td>\n",
       "      <td>500000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2016</td>\n",
       "      <td>2015</td>\n",
       "      <td>244 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>YFN LUCCI</td>\n",
       "      <td>EVERYDAY WE LIT</td>\n",
       "      <td>2017-10-16</td>\n",
       "      <td>WARNER BROS RECORDS</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2017-05-19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Gold</td>\n",
       "      <td>R&amp;B/HIP HOP</td>\n",
       "      <td>500000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>150 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IMAGINE DRAGONS</td>\n",
       "      <td>WARRIORS</td>\n",
       "      <td>2017-10-16</td>\n",
       "      <td>KIDINACORNER / INTERSCOPE</td>\n",
       "      <td>SINGLE</td>\n",
       "      <td>2014-09-18</td>\n",
       "      <td>GROUP</td>\n",
       "      <td>Digital</td>\n",
       "      <td>Platinum</td>\n",
       "      <td>ALTERNATIVE</td>\n",
       "      <td>1000000</td>\n",
       "      <td>Post_Spotify</td>\n",
       "      <td>Post_Napster</td>\n",
       "      <td>2017</td>\n",
       "      <td>2014</td>\n",
       "      <td>1124 days</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Artist                    Title Certification_Date  \\\n",
       "0     LIL UZI VERT            XO TOUR LLIF3         2017-10-17   \n",
       "1     LIL UZI VERT            XO TOUR LLIF3         2017-10-17   \n",
       "2     LIL UZI VERT            XO TOUR LLIF3         2017-06-29   \n",
       "3     LIL UZI VERT            XO TOUR LLIF3         2017-05-30   \n",
       "4     LIL UZI VERT            XO TOUR LLIF3         2017-05-30   \n",
       "5         COLDPLAY  ADVENTURE OF A LIFETIME         2017-10-16   \n",
       "6         COLDPLAY  ADVENTURE OF A LIFETIME         2016-07-07   \n",
       "7         COLDPLAY  ADVENTURE OF A LIFETIME         2016-07-07   \n",
       "8        YFN LUCCI          EVERYDAY WE LIT         2017-10-16   \n",
       "9  IMAGINE DRAGONS                 WARRIORS         2017-10-16   \n",
       "\n",
       "                           Label Format_Type Release_Date Group_Type  \\\n",
       "0               ATLANTIC RECORDS      SINGLE   2017-03-24        NaN   \n",
       "1               ATLANTIC RECORDS      SINGLE   2017-03-24        NaN   \n",
       "2               ATLANTIC RECORDS      SINGLE   2017-03-24        NaN   \n",
       "3               ATLANTIC RECORDS      SINGLE   2017-03-24        NaN   \n",
       "4               ATLANTIC RECORDS      SINGLE   2017-03-24        NaN   \n",
       "5  PARLOPHONE / ATLANTIC RECORDS      SINGLE   2015-11-06      GROUP   \n",
       "6  PARLOPHONE / ATLANTIC RECORDS      SINGLE   2015-11-06      GROUP   \n",
       "7  PARLOPHONE / ATLANTIC RECORDS      SINGLE   2015-11-06      GROUP   \n",
       "8            WARNER BROS RECORDS      SINGLE   2017-05-19        NaN   \n",
       "9      KIDINACORNER / INTERSCOPE      SINGLE   2014-09-18      GROUP   \n",
       "\n",
       "  Media_Type Certification_Type        Genre    Sales       Spotify  \\\n",
       "0    Digital  4x Multi-Platinum  R&B/HIP HOP  4000000  Post_Spotify   \n",
       "1    Digital  3x Multi-Platinum  R&B/HIP HOP  3000000  Post_Spotify   \n",
       "2    Digital  2x Multi-Platinum  R&B/HIP HOP  2000000  Post_Spotify   \n",
       "3    Digital           Platinum  R&B/HIP HOP  1000000  Post_Spotify   \n",
       "4    Digital               Gold  R&B/HIP HOP   500000  Post_Spotify   \n",
       "5    Digital  2x Multi-Platinum         ROCK  2000000  Post_Spotify   \n",
       "6    Digital           Platinum         ROCK  1000000  Post_Spotify   \n",
       "7    Digital               Gold         ROCK   500000  Post_Spotify   \n",
       "8    Digital               Gold  R&B/HIP HOP   500000  Post_Spotify   \n",
       "9    Digital           Platinum  ALTERNATIVE  1000000  Post_Spotify   \n",
       "\n",
       "        Napster  Certification_Year  Release_Year Days_Since_Release  \n",
       "0  Post_Napster                2017          2017           207 days  \n",
       "1  Post_Napster                2017          2017           207 days  \n",
       "2  Post_Napster                2017          2017            97 days  \n",
       "3  Post_Napster                2017          2017            67 days  \n",
       "4  Post_Napster                2017          2017            67 days  \n",
       "5  Post_Napster                2017          2015           710 days  \n",
       "6  Post_Napster                2016          2015           244 days  \n",
       "7  Post_Napster                2016          2015           244 days  \n",
       "8  Post_Napster                2017          2017           150 days  \n",
       "9  Post_Napster                2017          2014          1124 days  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating Year category for both Certification year and Release Year along with\n",
    "# the time difference between Release Date and Certification Date\n",
    "riaa_datetimes['Certification_Year'] = riaa_datetimes['Certification_Date'].apply(lambda x: x.year)\n",
    "riaa_datetimes['Release_Year'] = riaa_datetimes['Release_Date'].apply(lambda x: x.year)\n",
    "riaa_datetimes['Days_Since_Release'] = riaa_datetimes['Certification_Date'] - riaa_datetimes['Release_Date']\n",
    "riaa_datetimes.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p><a name=\"MISS\"></a></p>\n",
    "# Missingness\n",
    "Now, we want to observe how many missing values we have. First we need to change the differing names for missing values all to NaN. Then we can count missingness per variable and understand how this information might affect particular observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Now, we want to change the different names for missing values all to NaN, which include:\n",
    "# \"UNASSIGNED\", \"None\", and an empty cell ''.\n",
    "riaa_datetimes = riaa_datetimes.replace('None', np.NaN)\n",
    "riaa_datetimes = riaa_datetimes.replace('', np.NaN)\n",
    "riaa_datetimes = riaa_datetimes.replace('UNASSIGNED', np.NaN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p><a name=\"EDA\"></a></p>\n",
    "# EDA\n",
    "Now that we have the data cleaned up we can begin some basic EDA. First let's look at the distribution of the different levels of certifications. That is to say, let's look at the total number of songs that have been certified gold, platinum, and multiplatinum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "sort_values() missing 1 required positional argument: 'by'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-222-9039857a7a02>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mriaa_datetimes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Certification_Type'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Title'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: sort_values() missing 1 required positional argument: 'by'"
     ]
    }
   ],
   "source": [
    "riaa_datetimes.groupby('Certification_Type', as_index = False)['Title'].count().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAIfCAYAAACy+wfXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noirp/wGgxWSlR8POjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a18bed860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First, let's look at the distribution of all awards given through the years...\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.figure(figsize=(12,6))\n",
    "riaa_datetimes.groupby('Certification_Type')['Title'].count().sort_values(ascending=False).head(10).plot.bar()\n",
    "plt.title('RIAA Certification Barplot')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAJXCAYAAACufmhxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107c78c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The top 30 platinum album selling artists\n",
    "platinums = riaa_datetimes[riaa_datetimes.Artist != 'VARIOUS']\n",
    "platinums = platinums[platinums.Artist != 'SOUNDTRACK']\n",
    "platinums = platinums[platinums.Certification_Type == 'Platinum']\n",
    "platinums = platinums[platinums.Format_Type == 'ALBUM']\n",
    "plt.figure(figsize=(12,9))\n",
    "platinums.groupby('Artist')['Title'].count().sort_values(ascending = False).head(30).plot.barh().invert_yaxis()\n",
    "plt.title('Top 30 Platinum Album Selling Artists')\n",
    "plt.xlabel('Number of Platinum Albums')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA70AAAJXCAYAAABfdTP8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106ed5a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The top 30 platinum album selling artists\n",
    "splatinums = riaa_datetimes[riaa_datetimes.Artist != 'VARIOUS']\n",
    "splatinums = splatinums[splatinums.Artist != 'SOUNDTRACK']\n",
    "splatinums = splatinums[splatinums.Format_Type == 'SINGLE']\n",
    "plt.figure(figsize=(12,9))\n",
    "#no_various = no_various.drop_duplicates(subset = no_various.Title, keep = 'first')\n",
    "splatinums.groupby('Artist')['Title'].count().sort_values(ascending = False).head(30).plot.barh().invert_yaxis()\n",
    "plt.title('Top 30 Platinum Single Selling Artists')\n",
    "plt.xlabel('Number of Platinum Singles')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point, one might notice a trend in the data. That is, artists with the highest count of platinum selling albums are generally before the internet (EX. Elvis, The Beatles, etc.). More importantly to this point, the artists with the highest count of platinum selling singles are far more recent (EX. Rihanna, Justin Bieber, etc.).\n",
    "Given that this is true we can further understand why it is that modern artists are dominating singles, but older artists still hold the majority of the records in album sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAAD1CAYAAACIh86UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11380bcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graph of data pre and post Spotify\n",
    "plt.figure(figsize=(12,4))\n",
    "riaa_datetimes.groupby('Spotify')['Format_Type'].count().sort_values(ascending = False).head(20).plot.barh().invert_yaxis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBkAAAGTCAYAAABtbMrrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlcTnn/P/BXhYTqat9oRyqqCSn7kiYhzTRRkSxjaug2\n8p0sY2sqiZkYkmhsLZTGMtxNRkKKjGXGdkf2KWMf0k0Urn5/9OvcXSqucpHM6/l4XI/bdc7n+pz3\nOefT/ZjzPp9Frri4uAJERERERERERG9IvrEDICIiIiIiIqIPA5MMRERERERERCQTTDIQERERERER\nkUwwyUBEREREREREMsEkAxERERERERHJBJMMRERERERERCQTTDIQERERERERkUwwyUBERO+dixcv\nNnYI9B5he6Dq2B7oZWwTVB3bQ+NjkoGIiIiIiIiIZIJJBiIiIiIiIiKSCSYZiIiIiIiIiEgmmGQg\nIiIiIiIiIplgkoGIiIiIiIiIZIJJBiIiIiIiIiKSCSYZiIiIiIiIiEgmmGQgIiIiIiIiIplgkoGI\niIiIiIiIZIJJBiIiIiIiIiKSCSYZiIiIiIiIiEgmmGQgIiIiIiIiIplo1tgBEBFVEa3/q7FDaNKK\nxxk0dghERERE9A/HngxEREREREREJBNMMhARERERERGRTDDJQEREREREREQywSQDEREREREREckE\nkwxEREREREREJBNMMhARERERERGRTDDJQEREREREREQywSQDEREREREREckEkwxEREREREREJBPv\nRZKhuLgY7du3x9WrVxs7lPdWZGQkHB0da2xr3749RCIRkpOTGykyotcrKyuDtbU1/vjjj8YOhYiI\niIiI3qL3Isnw/fffw9nZGSYmJgCAP//8EyKRSPgYGRnB1dUVubm5Mjtm586dsWLFinr9JiEhAb17\n94aBgQEMDQ3h5OSE8PBwmcUE/O/cX34YCwoKQnp6uvA9Pz8fUVFRiI6ORkFBAT755BOZHD8nJ0fi\n2puZmcHT0xNnzpyRSf0AIBKJ8PPPP0tdPjk5GSKRCO7u7m9c15uq6/68K6NGjYK6ujr2799fY19t\niajq3NzchPuqpqaGDh06YOLEibh165ZQpur+//333zV+//LfTFVdeXl5EuVevHgBCwsLiXujqKiI\noKAgzJ8/v97nTERERERETUejJxlKS0uRkJCAMWPG1Ni3detWFBQUID09HSoqKvDy8sK1a9fefZAA\nEhMTMWPGDIwfPx45OTnYs2cPQkJCUFpa+k6O36ZNG6irqwvfr1y5AgAYOnQodHR0oKSkJNPjHTly\nBAUFBdiyZQuKi4vh6emJhw8fyvQY9aGgoIBDhw4hKyur0WKQtfLy8nqVv3XrFg4ePIgvv/wSCQkJ\nDTqmr68vCgoKkJ+fj8TERJw/fx5TpkxpUF0A0LZtWyQmJkpsy8zMRLNmzWqU9fLywpEjR3Du3LkG\nH4+IiIiIiN5vjZ5kyMzMhLy8PHr06FFjn7q6OnR0dGBtbY2lS5eitLRUeINbVlaGmTNnon379tDR\n0cGgQYMk3qg+e/YMISEhsLCwgLa2NqysrLBgwQIAlW90i4qKMHfuXOFt7OtkZGRg2LBhGDduHExN\nTWFhYYERI0Zg4cKFQpmqN8kJCQmwtraGrq4ufHx8JN4Ki8ViLF68GFZWVtDW1oaTk5NEDwUbGxsA\nQP/+/SESieDm5iZRd9W/R48eDQBQU1ODSCTCoUOHoKmpidu3b0vEHRYWBicnp9ee38u0tLSgo6MD\ne3t7hIeH4/bt2zh+/DiAyuEtAQEBMDIygq6uLtzd3SUeHB8+fIhJkybB3NwcOjo6sLGxQWxsLIDK\nt+EAMHbsWIhEIuH767Rs2RL+/v6YP38+xGJxneViYmLg5OQEfX19dOrUCUFBQSguLhb2Jycnw8DA\nABkZGbC3t4eOjg6GDh0qkby6fv06vL29YWxsDD09PXTr1g1bt24FUPf9AYCkpCQ4ODgI123lypUS\nsYpEIsTHx2P06NHQ19fHt99+K9W5V9m0aRMGDhyIL774AhkZGbh//369fg8ArVq1go6ODvT09ODg\n4AA/Pz+cOnWq3vVU8fb2xs8//4xHjx4J2xITE+Hj41OjrJqaGhwcHIRrSUREREREH55GTzIcPnwY\ntra2kJOTe2W5Vq1aAahMHgDAvHnzsH37dsTExODgwYOwtLSEp6en0PU7Li4O6enpWLt2LU6cOIF1\n69bB3NwcQOXDoIGBAUJCQlBQUICCgoLXxqmjo4MTJ068tidFYWEhUlNTkZycjB07duDKlSuYPHmy\nsH/VqlVYsWIFFixYgMOHD8PNzQ1jxozB6dOnAQD79u0D8L9eHElJSTWOERQUhOXLlwOAEH/Pnj1h\nYmKClJQUoZxYLEZKSkqtvUTqo2XLlgD+d+0DAwNx4sQJbNq0CVlZWVBSUoKnpyeePHkCAAgPD0d+\nfj5SU1Nx9OhRxMTEQF9fHwCEJNHy5ctRUFBQa7f/usyYMQPXrl3Dli1b6iwjLy+PyMhI5OXlIT4+\nHidOnEBISIhEmbKyMkRFRWHlypXYs2cPXrx4AV9fX1RUVAAApk+fjidPnmDXrl3Iy8tDZGQkVFVV\nAdR9fzZu3IiwsDDMnj0bv/32G8LDw/HDDz/gxx9/lDh2VFQUBg8ejMOHD2PixIlSn3tFRQWSkpLg\n5eWFdu3awd7eXuJeN8S9e/eQnp4Oe3v7BtdhbW2NDh06YNu2bQCAu3fvIjMzE76+vrWWt7e3x6FD\nhxp8PCIiIiIier/V7NP8jhUVFUFHR+eVZR4/fozQ0FAoKCigZ8+eePz4MdatW4fly5fDxcUFALB0\n6VIcPHgQP/74I+bMmYOioiKYmZnByckJcnJyaNeuHRwcHABUvlGVl5eHsrLya49dZcaMGTh79ixs\nbW1hamqKrl27on///vD09ETz5s2Fck+ePEFcXBzatWsnxOXq6orLly/DzMwMMTExmDJlCj777DMA\nwDfffIPDhw8jJiYGa9asgYaGBoD/9eKoTZs2bYSH3upl/Pz8kJiYiKlTpwIAsrKycPfuXYwcOVKq\nc6zN/fv3ERUVBWVlZdjb2+Py5cvIyMhAeno6evbsCQBYvXo1OnfujLS0NPj5+aGoqAhdunQRHl6N\njIyE+jQ1NQEAqqqqUl/7KlpaWpgyZQoiIiLg4eEBRUXFGmW+/PJL4d9GRkb49ttv4ePjg7i4OMjL\nV+bUnj9/jkWLFgm9Z1avXg1bW1tkZ2ejX79+KCoqwvDhw4VeFsbGxkKddd2fJUuWIDQ0VJg3wtjY\nGFevXsXatWsxadIkoZyHhwf8/Pzqdd5A5VwJDx48ENr7qFGjsGrVKonzlcaGDRuwadMmVFRUoLS0\nFJ06dRISBA01evRoJCcnw8/PDykpKXB0dJS459Xp6uqisLDwjY5Hdbt48WJjhyBTH9r50Jthe6Dq\n2B7oZWwTVB3bw9vVvn37V+5v9CTD06dPoa2tXeu+IUOGQF5eHqWlpdDV1UVsbCysrKxw9uxZPHv2\nTGKIhYKCArp3747z588DAHx8fODh4QF7e3sMGDAAzs7OcHZ2Fh4060tXVxeZmZnIz8/HoUOHcPTo\nUUybNg2xsbH49ddfhZ4W+vr6QoIBALp27Qp5eXkUFBRAS0sLN2/erDE0xNHREXv27GlQXNV5e3sj\nLCwMv/32GxwcHJCUlAQ3NzeJuRyk1aVLFwCVCR4zMzNs2LABWlpaOHbsGOTl5dG9e3ehrKqqKiwt\nLYVrP2HCBIwdOxanTp1C//798fHHH6NXr15vfH4AMGXKFKxbtw7x8fG1ziWQnZ2NpUuX4sKFCygp\nKcGLFy9QXl6O27dvQ09PD0Blb4fqb+8NDQ2hp6eH8+fPo1+/fggICEBwcDCysrLQt29fDB06FLa2\ntnXGdO/ePVy/fh3Tpk3D9OnThe3Pnz8XekdUsbOza9B5JyUlwcPDAy1atAAAuLu7IyQkBMePH0fX\nrl2lrsfDwwMzZ84EANy5cwfR0dFwd3fHvn370KZNmwbF5unpiTlz5uDixYtISkrC119/XWdZJSUl\noccLyd7r/g+/Kbl48eIHdT70ZtgeqDq2B3oZ2wRVx/bQ+OqdZHj27BnOnDmDu3fvolu3bg16gK1O\nQ0NDYsx8dfHx8bCysoKqqqrEcaoe3GobYlG1zdbWFqdPn0ZWVhYOHjyIwMBAWFtbY8eOHQ1ONACA\npaUlLC0t8fnnnyMvLw+urq7Yvn17nd3DpfW64SLS0NTUhKurK5KSktC+fXtkZGQ0uEv9rl27oKam\nBg0NDaioqAjbX35orq7qHJydnXHmzBlkZmYiOzsbI0eOhLu7uzAvw5to06YNQkJCEBERIcxLUaWw\nsBAjR46En58fZs+eDXV1dZw6dQoTJkyo1ySLfn5+GDhwIDIzM3HgwAEMHjwY06ZNw6xZs2otXzXv\nQnR0tNBbpi6tW7eWOo4qxcXF2LlzJ8rLy7Fx40Zh+4sXL5CQkFCvJIOqqipMTU0BAKamplixYgU6\nduyIbdu2wc/PD8rKygCAkpISoddGlYcPH0q0hep1Dhs2DNOmTcOtW7cwdOjQOo//4MEDoTcLERER\nERF9eOr1tL1+/XpYWFhg0KBB8Pb2FpY1/Pvvv9G+fXts3ry53gF06dKlzjkRDAwMYGJiUiORYWpq\nihYtWkhM9PjixQscPXoUHTt2FLYpKytjxIgRiI6OxpYtW3Dw4EFhVYYWLVrgxYsX9Y63OgsLCwCV\nb/ur3LhxA9evXxe+nzhxAmKxGB07doSKigr09PRw5MgRiXry8vKEuKveVDc0trFjx2LHjh1Yv349\ntLW10a9fvwbVY2RkBBMTkxoPlRYWFhCLxTh69KiwraSkBPn5+RLXXkNDQ+jSv2LFCmzevBllZWUA\ngObNm7/Rtff394e6ujqWLVsmsf2PP/5AeXk5IiMj0b17d5ibm+PmzZs1fi8Wi/H7778L34uKinDz\n5k2J+A0MDODv748NGzZg9uzZwsN9bfdHW1sb+vr6uHr1KkxNTWt83lRaWho0NTWRm5uLnJwc4fPD\nDz9g+/btEu2vvhQUFABA6F1gZmYGeXl5nDx5UqLctWvXUFJSIsxr8rLRo0cjNzcXXl5ewhwetcnP\nzxcmzyQiIiIiog+P1D0ZtmzZguDgYLi6umLQoEES3cI1NDTg6OiIrVu3wtvbu14BDBgwAPPnz8f9\n+/el7hXRunVrjB8/HqGhodDQ0ICRkRFiY2Nx9+5dYTK9mJgY6OrqonPnzmjevDnS0tKgoqIiTEBo\naGiIvLw8eHl5QVFRscZb25cFBwdDV1cXffr0gb6+Pm7fvo3vvvsOrVq1woABA4RySkpKCAwMRERE\nBJ4+fYrg4GC4uLjAzMwMQOWkjZGRkTAzM4OtrS1SU1ORl5eHAwcOAKicd0BJSQlZWVkwNDSEoqKi\nMP+CNPr37w81NTVERUXhq6++eqNeG7UxMzPDkCFDMG3aNCxbtgyqqqoICwuDsrKyMM9EREQEbGxs\n0KlTJzx//hy7du2CsbGxMIeCoaEhsrOz0bNnTygqKkq1ukd1zZo1w7x58xAQEFAjNrFYjNjYWAwb\nNgzHjx9HXFxcrb+fNWsWFi1ahJYtW2L27NmwsLAQEjIzZsyAs7MzzM3NUVJSgr179woJiLruz8yZ\nMxESEgJVVVUMHjwYz549w6lTp3Dz5k0EBwfX9zJLSExMxPDhw2FpaSmx3dzcHHPnzsW2bduEyT2f\nPn0qTCJapVWrVkJyoLS0VFiB5M6dO/juu+/QsmVLoQ0rKyvDz88Pc+fORYsWLWBlZYW//voLCxYs\nQNeuXetcqaRPnz64fPnya4dc5OXl4Ztvvqn/RSAiIiIioiZB6ifQ5cuXY9CgQdi0aRNGjBhRY7+t\nra3EMobSsrKygr29fb2XtQsNDcWIESMwefJk9O7dG//5z3/w008/QVdXF0Dlw9Ly5csxcOBA9O3b\nF2fOnEFaWpowd8Ls2bNx/fp12NnZCQmAV+nXrx9OnDiBcePGoWvXrkJX/e3bt0u83TU0NMSnn34K\nb29vDB8+HEZGRli5cqWwPyAgAEFBQZg/fz4cHR2Rnp6OhIQEYQ6EZs2aISoqComJibCwsKh1KcBX\nkZOTg6+vL549e1brEA6RSITIyMh61fmy2NhYfPTRR/D29sbAgQPx5MkT/PTTT1BSUgIAKCoqIjw8\nHL169YKLiwsePXokMWwjPDwcOTk5sLKyQu/evRsUg7u7O6ysrCS2WVtbY9GiRYiNjUWPHj2QkJCA\nsLCwGr9VVFTE9OnTERAQgEGDBkEsFiMpKUkY7iEWixESEgIHBwd4eHhAW1sbq1atAlD3/fHz80NM\nTAxSU1PRq1cvuLq6YuPGjXVOgFhd586dERgYWOu+kydP4vTp08KEktW1aNECrq6uSExMFLZdvXoV\nffr0kfhUX8UiOTkZHTt2RMeOHTFs2DDcu3cPW7ZskRi3tmjRIowePRqhoaFwdHREYGAgLC0tkZqa\n+sphPRoaGrVOxlnl6NGjKCkpqfVciIiIiIjowyBXXFxc9yD7anR1dbFw4UKMHz8e9+/fh5mZGXbs\n2IG+ffsCABISEvD1118Lb0nrY+/evZg5cyZ+++03oft2UxQZGYmdO3dKDONoDMHBwbhy5Qp27Ngh\nsf3atWuws7NDRkZGjckn/ymSk5MREhKCv/76q7FDAVDZs8DU1BQxMTHw9PRs7HDeqrFjx6JLly4S\nvaBeJlr/ftyXpqp4nEFjhyAznLSJqmN7oOrYHuhlbBNUHdtD45O6J0OrVq3w6NGjOvdfvXr1tUMO\n6jJo0CBMnDjxvXnwa6oePnyI7OxspKSk1PpmPDMzE6NGjfrHJhjeRzk5ObC3t//gEwxlZWWwtrau\n95KbRERERETUtEg9J0Pv3r2xefPmWh8Sbt++jY0bN2LIkCENDuTl8fXvmqenZ509EIKDg1/59vV9\n4ePjg99//x2jR4+Gi4tLjf2ff/55I0T1ej169EBRUVGt+5YuXQovL693HNG74+LiUuu9+tAoKiq+\ncmlLIiIiIiL6MEg9XOLChQsYNGgQTExM8MknnyA0NBRfffUVmjdvjrVr10IsFuPAgQMwNDR82zG/\nFTdu3MDTp09r3aempgY1NbV3HNE/R2FhIZ4/f17rPi0tLWFZRfrwcbjEm+FwCfpQsT1QdWwP9DK2\nCaqO7aHxSd2ToUOHDvjll1/w9ddfY8GCBQAq3zIDgIODA5YtW9ZkEwwAhFUn6N1ryu2GiIiIiIiI\n/kfqJANQOXt/RkYG7ty5g0uXLkEsFsPExAQGBh/O2zMiIiIiIiIiaph6JRmqaGtrQ1tbW9axEBER\nEREREVETVq8kw3//+1/ExcUhMzNTmKivXbt2cHZ2xqRJk6CqqvpWgiQiIiIiIiKi95/USYZr165h\n2LBhuH79OkxMTNC5c2dUVFTgypUrWLhwITZu3Ihdu3bBxMTkbcZLRB+wD2niQiIiIiKifyKpkwxf\nf/01Hjx4gC1btsDZ2Vli3549ezB+/HiEhIQgLS1N5kESERERERER0ftPXtqChw4dQkBAQI0EAwAM\nHjwYX3zxBQ4dOiTT4IiIiIiIiIio6ZA6yaCiogINDY0692toaEBFRUUmQRERERERERFR0yN1ksHH\nxwfJyckoLS2tse/Ro0fYtGkTfH19ZRocERERERERETUdUs/JYGNjg19//RXdu3eHr68vTE1NIScn\nh0uXLmHTpk0QiUSwsbHBL7/8IvG7IUOGyDxoIiIiIiIiInr/SJ1k8Pf3F/69ePHiGvv/+usv+Pv7\no6KiAnJycsL/3r9/XyaBEhEREREREdH7Teokw08//fQ24yAiIiIiIiKiJk7qJMPAgQPfZhxERERE\nRERE1MRJPfFjREQELl++/DZjISIiIiIiIqImTOokw7Jly9CtWzcMGjQIP/74I+daICIiIiIiIiIJ\nUicZzp07h4iICIjFYnz99dewsLCAj48Pfv75Z5SXl7/NGImIiIiIiIioCZA6yaCpqYnAwEDs27cP\nx44dw7/+9S/k5+fD398fHTp0wLRp05CXl/c2YyUiIiIiIiKi95jUSYbqzM3NMWfOHJw8eRK//PIL\nevfujY0bN8LNzQ02NjZYtGgR7ty5I+tYiYiIiIiIiOg91qAkAwCUlZVhx44d+OGHH7B7927Iy8vD\n2dkZnTt3RnR0NOzs7LBr1y5ZxkpERERERERE7zGpl7CskpOTg9TUVOzatQslJSWwtLTE/Pnz4eXl\nBW1tbQDArVu3MH78eMydOxfDhg2TedBERERERERE9P6ROskQGhqKtLQ03LhxAxoaGvDx8YG3tze6\ndOlSo6yuri7Gjh2LgIAAmQZLRERERERERO8vqZMMsbGxcHFxwZIlS+Ds7IxmzV79UwcHB0RHR79x\ngERERERERETUNLwyU3Do0CF07NgRmpqaOH/+PNTU1KSu2NjYGOPGjXvjAImIiIiIiIioaXjlxI/D\nhg3D/v37AaBeCQYiIiIiIiIi+ud5ZZKhoqLiXcVBRERERERERE1cg5ewJCIiIiIiIiKq7rVJBjk5\nuXcRBxERERERERE1ca9dXWLevHlYsmSJVJXJycnhyJEjbxwUERERERERETU9r00yKCsrQ0tL613E\nQkRERERERERN2GuTDP/3f/+Hzz777F3EQkRERERERERNGCd+JCIiIiIiIiKZYJKBiIiIiIiIiGSC\nSQYiIiIiIiIikolXzslw6tQpaGpqvqtYiOgfTrT+r8YOgd4brYBctgeq8mG0h+JxBo0dAhER0Vv3\nyiSDoaHhu4qDiIiIiIiIiJo4DpcgIiIiIiIiIplgkoGIiIiIiIiIZIJJBiIiIiIiIiKSCamTDEVF\nRXjy5Emd+588eYKioiKZBEVERERERERETY/USQYbGxv8+9//rnN/RkYGbGxsZBIUERERERERETU9\nUicZKioqXrn/+fPnkJOTe+OAiIiIiIiIiKhpqtecDHUlER4+fIi9e/dCS0tLJkERERERERERUdPT\n7FU7Fy1ahMWLFwOoTDBMmjQJkyZNqrP8F198IdvoiIiIiIiIiKjJeGWSwc7ODv7+/qioqMCGDRvQ\np08fmJmZSZSRk5NDq1atYGdnhxEjRtTr4MXFxejWrRv27NkDExOT+kf/DxAZGYmdO3ciLy9PYtu6\ndetw9+5drFy5Er6+vo0YIdHrrVmzBvv27UNKSkpjh0JERERERG/RK4dLuLi4IDo6GkuXLoW3tzfm\nzp2L6Ohoic/333+PsLAwfPLJJ5CXr9+KmN9//z2cnZ2FBMOff/4JkUgkfIyMjODq6orc3NyGn+FL\nOnfujBUrVtTrNwkJCejduzcMDAxgaGgIJycnhIeHyywm4H/n/scff0hsDwoKQnp6uvA9Pz8fUVFR\niI6ORkFBAT755BOZHD8nJ0fi2puZmcHT0xNnzpyRSf0AIBKJ8PPPP0tdPjk5GSKRCO7u7m9c15uq\n6/68bf/+97/h7OwMQ0NDGBgYoFu3bggKChL2V923v//+WyJOExMTPHz4UKIuNzc3fP311xLb7ty5\ng1mzZuGjjz6Cjo4OzM3NMXjwYKxevRqPHj0Syr3q7+blv9vqn7179wIAxo4di5MnT+Lw4cMyuS5E\nRERERPR+emVPhupiY2NleuDS0lIkJCTU+mZz69atsLa2xt27dxEWFgYvLy8cPnwYxsbGMo1BGomJ\niZgxYwYWLlyIvn37ory8HOfPn8fRo0ffyfHbtGkj8f3KlSsAgKFDh76ViTaPHDkCNTU1XL9+HTNm\nzICnpyeOHj0KVVVVmR9LGgoKCjh06BCysrIwcODARolB1srLy9GiRYvXlsvOzoa/vz9mzZqFlStX\nQkFBARcuXJBIOtXlyZMnWLZsGebPn19nmT///BMff/wxlJWV8c0338DKygpisRiXLl1CSkoK1NXV\n8dlnn0l9XlV/t9WpqakBABQVFeHp6YnVq1fDyclJ6jqJiIiIiKhpqV/XAwA3b97E7t27kZqais2b\nN9f4SCszMxPy8vLo0aNHjX3q6urQ0dGBtbU1li5ditLSUuzfvx8AUFZWhpkzZ6J9+/bQ0dHBoEGD\nJIYSPHv2DCEhIbCwsIC2tjasrKywYMECAJVvcouKijB37lzhTevrZGRkYNiwYRg3bhxMTU1hYWGB\nESNGYOHChUKZyMhIODo6IiEhAdbW1tDV1YWPj4/wdhkAxGIxFi9eDCsrK2hra8PJyUniYbFq+c/+\n/ftDJBLBzc1Nou6qf48ePRpA5cObSCTCoUOHoKmpidu3b0vEHRYW1qCHOS0tLejo6MDe3h7h4eG4\nffs2jh8/DqByeEtAQACMjIygq6sLd3d3nDt3Tvjtw4cPMWnSJJibm0NHRwc2NjZCcqpz584AKt9o\ni0Qi4fvrtGzZEv7+/pg/fz7EYnGd5WJiYuDk5AR9fX106tQJQUFBKC4uFvYnJyfDwMAAGRkZsLe3\nh46ODoYOHYpr164JZa5fvw5vb28YGxtDT08P3bp1w9atWwHUfX8AICkpCQ4ODsJ1W7lypUSsIpEI\n8fHxGD16NPT19fHtt99Kde4ZGRno2rUrpk+fjg4dOsDMzAyurq6IiYl57W+/+OILxMXF4caNG3WW\nmT59OuTl5bF//358+umnsLCwgKWlJYYPH45NmzbB09NTqjirVP3dVv9UT6a4uroiIyMDpaWl9aqX\niIiIiIiaDql7MpSXl2PKlCnYunUrxGIx5OTkhGUtq79R9/b2lqq+w4cPw9bW9rVv41u1agWgMnkA\nAPPmzcOOHTsQExMDY2NjrFy5Ep6enjhx4gR0dXURFxeH9PR0rF27FoaGhrhx4wYuXrwIoPJhsFev\nXvD19cWECROkilNHRwcHDx7EtWvXXtmTorCwEKmpqUhOTsaTJ0/w1VdfYfLkyUJPjVWrVmHFihWI\njo6GnZ0dUlNTMWbMGBw4cABdunTBvn37MGDAAOFtcG1vuoOCgmBgYIB//etfKCgoEOIzMTFBSkoK\npk6dCqAyoZGSkoIpU6ZIdY51admyJYD/XfvAwEBcunQJmzZtgkgkQlhYGDw9PXH8+HEoKSkhPDwc\n+fn5SE3ZltiMAAAgAElEQVRNhaamJgoLC4VEy/79+2Fubo7ly5fDxcUFCgoKUscxY8YM2NnZYcuW\nLRg1alStZeTl5REZGQljY2MUFRUhJCQEISEhWLNmjVCmrKwMUVFRWLlyJZSUlDBz5kz4+voiNzcX\ncnJymD59OsrKyrBr1y4oKyvj0qVLwm/ruj8bN27EwoULsXjxYtjY2ODcuXOYOnUqmjdvLjFJalRU\nFObNm1evYTY6Ojq4cOECzpw5I3VSpsqIESOQm5uLhQsX1pqUePDgAbKysjBv3jy0bt261jpk3VPG\nzs4Oz58/x7Fjx9C3b1+Z1k1ERERERO8HqZMMCxcuxNatWzFr1iw4Ojpi6NChWLVqFXR1dRETE4O7\nd+8iLi5O6gMXFRVBR0fnlWUeP36M0NBQKCgooGfPnnj8+DHWrVsnPKgCwNKlS3Hw4EH8+OOPmDNn\nDoqKimBmZgYnJyfIycmhXbt2cHBwAFD59l9eXh7KysqvPXaVGTNm4OzZs7C1tYWpqSm6du2K/v37\nw9PTE82bNxfKPXnyBHFxcWjXrp0Ql6urKy5fvgwzMzPExMRgypQpQvfzb775BocPH0ZMTAzWrFkD\nDQ0NAP97G1ybNm3aCMMWqpfx8/NDYmKikGTIysrC3bt3MXLkSKnOsTb3799HVFQUlJWVYW9vj8uX\nLyMjIwPp6eno2bMnAGD16tXo3Lkz0tLS4Ofnh6KiInTp0gX29vYAACMjI6E+TU1NAICqqqrU176K\nlpYWpkyZgoiICHh4eEBRUbFGmS+//FL4t5GREb799lv4+PggLi5OmCvk+fPnWLRokdB7ZvXq1bC1\ntUV2djb69euHoqIiDB8+XHigr55Uquv+LFmyBKGhocK8EcbGxrh69SrWrl0rkWTw8PCAn59fvc57\n0qRJyMvLE+YDsbe3R79+/eDl5VVjGE1tquKaPHkyOnXqJLHv8uXLqKiogLm5ucR2S0tLYS4HLy8v\nLF26VOp4hwwZUmNelvz8fKHNtmrVCioqKvjzzz+lrpOI6ENS9dKD3hyvJb2MbYKqY3t4u9q3b//K\n/VInGbZu3YqRI0fi//7v/3D//n0AgJ6eHvr27Yu+fftiyJAhWLduHZYsWSJVfU+fPoW2tnat+6oe\nVkpLS6Grq4vY2FhYWVnh7NmzePbsmcQQCwUFBXTv3h3nz58HAPj4+MDDwwP29vYYMGAAnJ2d4ezs\nXO9JKavo6uoiMzMT+fn5OHToEI4ePYpp06YhNjYWv/76q9DTQl9fX0gwAEDXrl0hLy+PgoICaGlp\n4ebNmzWGhjg6OmLPnj0Niqs6b29vhIWF4bfffoODgwOSkpLg5uYGdXX1etfVpUsXAJUJHjMzM2zY\nsAFaWlo4duwY5OXl0b17d6GsqqoqLC0thWs/YcIEjB07FqdOnUL//v3x8ccfo1evXm98fgAwZcoU\nrFu3DvHx8bX20MjOzsbSpUtx4cIFlJSU4MWLFygvL8ft27ehp6cHoLK3Q1UCBAAMDQ2hp6eH8+fP\no1+/fggICEBwcDCysrLQt29fDB06FLa2tnXGdO/ePVy/fh3Tpk3D9OnThe3Pnz8XevlUsbOzq/c5\nt27dGlu2bMHVq1eRk5ODY8eOITQ0FNHR0di3b1+dfz9VevXqhYEDByI0NFTqVR1++eUXiMViTJ06\nFU+fPq1XvPHx8bC0tJTYpqysLPFdSUmp3vUSEX0oXvcfZSSdixcv8lqSBLYJqo7tofFJ/eR9584d\noUdAs2aVuYmqhwU5OTm4u7tj586dUh9YQ0NDYsx8dfHx8cjNzcXly5dx7tw54Y18bcMzqlRts7W1\nxenTpzFv3jyIxWIEBgZixIgRrxzPLw1LS0t8/vnniI+Px/bt23HmzBls3779jeqsHveb0NTUhKur\nK5KSknD//n1kZGRgzJgxDapr165dyM3NRWFhIU6cOCFMtvjyQ3N1Vefg7OyMM2fOICgoCH///TdG\njhwp0cPgTbRp0wYhISH4/vvva7SbwsJCjBw5Eh06dMCGDRtw4MABYYhAeXm51Mfw8/PDqVOn4Ovr\ni0uXLmHw4MGIjIyss3xVm4qOjkZOTo7wycvLw5EjRyTK1jUkQRomJibw8/PDihUrkJ2djVu3bmHt\n2rVS/XbBggXYs2dPjVUdTE1NIScnVyPLa2xsDFNTUyF5Vh8GBgYwNTWV+Lyc3Hvw4IHQq4WIiIiI\niD48UicZqicFlJWVoaSkJDFp3rNnz/D48WOpD9ylSxdhXoGXGRgYwMTEpMabeFNTU7Ro0UJioscX\nL17g6NGj6Nixo7BNWVkZI0aMQHR0NLZs2YKDBw8KqzK0aNECL168kDrO2lhYWACAxPneuHED169f\nF76fOHECYrEYHTt2hIqKCvT09Go8eObl5QlxV43xb2hsY8eOxY4dO7B+/Xpoa2ujX79+DarHyMgI\nJiYmUFFRkdhuYWEBsVgssapGSUkJ8vPzJa69hoYGRo0aJcxBsXnzZpSVlQEAmjdv/kbX3t/fH+rq\n6li2bJnE9j/++APl5eWIjIxE9+7dYW5ujps3b9b4vVgsxu+//y58Lyoqws2bNyXiNzAwgL+/PzZs\n2IDZs2dj48aNAGq/P9ra2tDX18fVq1drPFybmpo2+DxfxcjICK1atZL6b83S0hKjRo2qscqEuro6\nBgwYgPj4eImlKt+mq1ev4unTp8IkmkRERERE9OGRerhE586dcezYMQCVb6579uyJ2NhYdOnSBWKx\nGGvWrKnX5HQDBgzA/Pnzcf/+fam79bdu3Rrjx49HaGgoNDQ0YGRkhNjYWNy9excTJ04EULnKgK6u\nLjp37ozmzZsjLS0NKioq0NfXB1DZRT4vLw9eXl5QVFQUxtrXJTg4GLq6uujTpw/09fVx+/ZtfPfd\nd2jVqhUGDBgglFNSUkJgYCAiIiLw9OlTBAcHw8XFBWZmZgAqJ22MjIyEmZkZbG1tkZqairy8PBw4\ncABA5bwDSkpKyMrKgqGhIRQVFeu1bGT//v2hpqaGqKgofPXVVw0eHlIXMzMzDBkyBNOmTcOyZcug\nqqqKsLAwKCsrC/NMREREwMbGBp06dcLz58+xa9cuGBsbC3MoGBoaIjs7Gz179oSioqJUq3tU16xZ\nM8ybNw8BAQE1YhOLxYiNjcWwYcNw/PjxWucHadasGWbNmoVFixahZcuWmD17NiwsLISEzIwZM+Ds\n7Axzc3OUlJRg7969QgKirvszc+ZMhISEQFVVFYMHD8azZ89w6tQp3Lx5E8HBwfW9zBIiIyPx5MkT\nODs7o127dnj48CFWr16NR48ewdXVVep6Zs+eja5duwKAxHCG77//Hi4uLujXrx9mzpwJa2trNGvW\nDCdPnsTZs2fRv39/iXpu3ryJ06dPS2wzMDAQ/n3//v0aq5yoqKhASUkJAIRlaKv+JoiIiIiI6MMj\n9ZOov78/KioqhCESYWFhePz4Mdzc3DB06FCUlpYiIiJC6gNbWVnB3t5eWCJQWqGhoRgxYgQmT56M\n3r174z//+Q9++ukn6OrqAqjsxbB8+XIMHDgQffv2xZkzZ5CWliZ0/549ezauX78OOzs7qR52+vXr\nhxMnTmDcuHHo2rWrsITk9u3bJSbNMzQ0xKeffgpvb28MHz4cRkZGWLlypbA/ICAAQUFBmD9/Phwd\nHZGeno6EhARhDoRmzZohKioKiYmJsLCwgI+PT72ui5ycHHx9ffHs2TP4+vrW2C8SiV7Z9V8asbGx\n+Oijj+Dt7Y2BAwfiyZMn+Omnn4SHSEVFRYSHh6NXr15wcXHBo0ePJOYCCA8PR05ODqysrNC7d+8G\nxeDu7g4rKyuJbdbW1li0aBFiY2PRo0cPJCQkICwsrMZvFRUVMX36dAQEBGDQoEEQi8VISkoShnuI\nxWKEhITAwcEBHh4e0NbWxqpVqwDUfX/8/PwQExOD1NRU9OrVC66urti4caPEpJd16dy5MwIDA+vc\n37NnT/z5558IDAyEg4MDPv30UxQWFmLz5s3C5JvSaNu2Lb744osacyEYGxvj4MGDGDhwICIiItCn\nTx/07dsXK1euxIQJE2q0l9jYWPTp00fiU/3v99NPP0XHjh0lPmlpacL+rVu3YuzYsVLHTURERERE\nTY9ccXFx3YPtX6OkpAQ5OTlQUFBAjx496v1meu/evZg5cyZ+++23ei1p+L6JjIzEzp07JYZxNIbg\n4GBcuXIFO3bskNh+7do12NnZISMjo8bkk/8UycnJCAkJwV9//dXYoQAASktLYWpqipiYGHh6ejZ2\nOG9dfn4+3N3dcfz48Vf20BGtfz/uDxHR21A8zuD1hei1OKkbvYxtgqpje2h8Ug+XqI2Kigrc3Nwa\n/PtBgwZh4sSJ+Ouvv2BoaPgmofyjPXz4ECdPnkRKSgrWr19fY39mZiZGjRr1j00wvI9ycnJgb2//\nj0gwAMCtW7cQFxdXryFARERERETU9DQoyfD333+juLi41hUHqg8hkMbL4+vfNU9Pzzp7IAQHB0ss\nTfi+8vHxwe+//47Ro0fDxcWlxv7PP/+8EaJ6vR49eqCoqKjWfUuXLoWXl9c7jujdcXFxqfVefaiq\nz19CREREREQfLqmHS5SWliI8PBxJSUmvnI3+/v37MgvuXbhx40aNsepV1NTUoKam9o4j+ucoLCzE\n8+fPa92npaUFZWXldxwRNTYOlyCiDxmHS8gGu0LTy9gmqDq2h8YndU+GoKAgbNu2Dc7OzrC3t6+x\nxGFTVbXqBL17HCJDRERERET0YZE6ybB7926MGzcO0dHRbzMeIiIiIiIiImqipF7CUllZucbSgURE\nREREREREVaROMnh7e2PXrl1vMxYiIiIiIiIiasKkHi4xZ84chISEYNiwYfD19YW+vj4UFBRqlOvZ\ns6dMAySifw5OikZVOGkTVcf2QERE1HRInWT473//ixs3biA3NxeHDh2qsb+iogJycnJNbnUJIiIi\nIiIiIpINqZMMkydPRmZmJnx9fdG1a9cPZnUJIiIiIiIiIpINqZMM2dnZCAwMRFhY2NuMh4iIiIiI\niIiaKKknfhSJRGjXrt3bjIWIiIiIiIiImjCpkwzjxo1DWloanj9//jbjISIiIiIiIqImSurhEsbG\nxigrK0OvXr3g7e0NAwODWleX8PDwkGmARERERERERNQ0SJ1kmDhxovDvBQsW1FpGTk6OSQYiIiIi\nIiKifyipkwy7du16m3EQERERERERURMnVZJBLBbDyMgIbdq0gZqa2tuOiYiIiIiIiIiaIKkmfnzx\n4gXs7OyQnJz8tuMhIiIiIiIioiZKqiRD8+bNoaurCzk5ubcdDxERERERERE1UVIvYenn54dNmzbh\n6dOnbzMeIiIiIiIiImqipJ740cTEBBUVFejWrRu8vb1hbGwMJSWlGuW4ugQRERERERHRP5PUSYZJ\nkyYJ/16yZEmtZbiEJREREREREdE/F5ewJCIiIiIiIiKZkDrJ0KtXr7cZBxERERERERE1cVInGar7\nz3/+g8LCQgCAoaEhrKysZBoUERERERERETU99UoypKenY9asWbh+/ToAoKKiAnJycmjXrh0WLlwI\nNze3txIkEREREREREb3/pE4y7N27F35+ftDX18fcuXPRsWNHVFRU4MKFC1i/fj3Gjh2L1NRUDBw4\n8G3GS0RERERERETvKamTDIsXL0bHjh3x66+/QllZWdju5uaGiRMnwsXFBUuWLGGSgYiIiIiIiOgf\nSl7agmfPnoWvr69EgqGKsrIyfH19cfr0aZkGR0RERERERERNh9RJhubNm6O0tLTO/Y8fP0bz5s1l\nEhQRERERERERNT1SJxkcHR0RHx+Py5cv19h35coV/Pjjj3BycpJpcERERERERETUdEg9J8P8+fPh\n4uICR0dHuLq6on379gCACxcu4Ndff0XLli0xf/78txYoEREREREREb3fpE4ydOrUCfv370doaCiy\nsrKwc+dOAEDr1q3x8ccfY+7cuTA3N39rgRIRERERERHR+03qJAMAmJmZISEhAWKxGPfu3QMAaGpq\nQl5e6lEXRERERERERPSBqleSoYq8vDy0tbVlHQsRERERERERNWGv7IKgp6eHbdu2Cd+fPn2KmJgY\n/PXXX289MCIiIiIiIiJqWl6ZZHj69ClevHghfC8tLcW8efNw6dKltx4YERERERERETUt9R4uUVFR\n8TbiICKCaD17SVGVVkAu2wNVqbs9FI8zeMexEBER0atwxkYiIiIiIiIikgkmGYiIiIiIiIhIJl47\nXCI5ORlHjhwBUDlHg5ycHOLi4rBz584aZeXk5PDdd9/JPkoiIiIiIiIieu+9NsmQnZ2N7OxsiW27\nd++utSyTDERERERERET/XK9MMjx48OBdxUFERERERERETRznZCAiIiIiIiIimWCSgYiIiIiIiIhk\ngkkGIiIiIiIiIpIJJhmIiIiIiIiISCbe+yRDcXEx2rdvj6tXrzZ2KI0qMjISjo6ONba1b98eIpEI\nycnJjRQZ0euVlZXB2toaf/zxR2OHQkREREREb9F7n2T4/vvv4ezsDBMTEwDAn3/+CZFIJHyMjIzg\n6uqK3Nzctx5LQkICevfuDQMDAxgaGsLJyQnh4eEyPUbV+b38MBYUFIT09HThe35+PqKiohAdHY2C\nggJ88sknMjl+Tk6OxPU1MzODp6cnzpw5I5P6AUAkEuHnn3+WunxycjJEIhHc3d3fuK43Vdf9eVdG\njRoFdXV17N+/v8a+2hJR1bm5uQn3VU1NDR06dMDEiRNx69YtoUzV/f/7779r/L5z585YsWKF8L2q\nrry8PIlyL168gIWFhcS9UVRURFBQEObPn1/vcyYiIiIioqbjvU4ylJaWIiEhAWPGjKmxb+vWrSgo\nKEB6ejpUVFTg5eWFa9eu1VpPeXn5G8eSmJiIGTNmYPz48cjJycGePXsQEhKC0tLSN65bGm3atIG6\nurrw/cqVKwCAoUOHQkdHB0pKSjI93pEjR1BQUIAtW7aguLgYnp6eePjwoUyPUR8KCgo4dOgQsrKy\nGi0GWatvu7x16xYOHjyIL7/8EgkJCQ06pq+vLwoKCpCfn4/ExEScP38eU6ZMaVBdANC2bVskJiZK\nbMvMzESzZjVXx/Xy8sKRI0dw7ty5Bh+PiIiIiIjeb3UmGaKiour9Wbx4sUyDy8zMhLy8PHr06FFj\nn7q6OnR0dGBtbY2lS5eitLRUeLvr5uaG4OBgzJkzB2ZmZnBxcQEAPHz4EFOnToW5uTnatm2LIUOG\nSP1GOiMjA8OGDcO4ceNgamoKCwsLjBgxAgsXLhTKVL1JTkhIgLW1NXR1deHj4yPxVlgsFmPx4sWw\nsrKCtrY2nJycJHoo2NjYAAD69+8PkUgENzc3ibqr/j169GgAgJqaGkQiEQ4dOgRNTU3cvn1bIu6w\nsDA4OTlJdY7VaWlpQUdHB/b29ggPD8ft27dx/PhxAJVDWAICAmBkZARdXV24u7tLPDg+fPgQkyZN\ngrm5OXR0dGBjY4PY2FgAlW/DAWDs2LEQiUTC99dp2bIl/P39MX/+fIjF4jrLxcTEwMnJCfr6+ujU\nqROCgoJQXFws7E9OToaBgQEyMjJgb28PHR0dDB06VCJBdf36dXh7e8PY2Bh6enro1q0btm7dCqDu\n+wMASUlJcHBwEK7bypUrJWIViUSIj4/H6NGjoa+vj2+//Vaqc6+yadMmDBw4EF988QUyMjJw//79\nev0eAFq1agUdHR3o6enBwcEBfn5+OHXqVL3rqeLt7Y2ff/4Zjx49ErYlJibCx8enRlk1NTU4ODgI\n15KIiIiIiD48NV83/n+LFi2qsU1OTg4AUFFRUWN7RUUF5OTkEBISIrPgDh8+DFtbW+G4dWnVqhUA\n4NmzZ8K2LVu2YOzYscjIyEBFRQUqKiowcuRIqKioIDU1FWpqati0aROGDx+OY8eOQVdX95XH0NHR\nwcGDB3Ht2jUYGxvXWa6wsBCpqalITk7GkydP8NVXX2Hy5MlISUkBAKxatQorVqxAdHQ07OzskJqa\nijFjxuDAgQPo0qUL9u3bhwEDBmDr1q2wtrZGixYtahwjKCgIBgYG+Ne//oWCggIhPhMTE6SkpGDq\n1KkAKhMaKSkpb/SmGqh8wAf+d30DAwNx6dIlbNq0CSKRCGFhYfD09MTx48ehpKSE8PBw5OfnIzU1\nFZqamigsLBQSLfv374e5uTmWL18OFxcXKCgoSB3HjBkzYGdnhy1btmDUqFG1lpGXl0dkZCSMjY1R\nVFSEkJAQhISEYM2aNUKZsrIyREVFYeXKlVBSUsLMmTPh6+uL3NxcyMnJYfr06SgrK8OuXbugrKyM\nS5cuCb+t6/5s3LgRCxcuxOLFi2FjY4Nz585h6tSpaN68OSZNmiT8PioqCvPmzav3MJuKigokJSUh\nNDQU7dq1g729PVJSUvDll1/Wq57q7t27h/T0dNjb2ze4Dmtra3To0AHbtm2Dn58f7t69i8zMTOFa\nvMze3h6HDh1q8PGIiF528eLFxg6BGgHvO72MbYKqY3t4u9q3b//K/XUmGR48eCDx/fbt2/jss89g\nYWGBwMBAmJubA6i8gatWrUJBQQHS0tJkEPL/FBUVQUdH55VlHj9+jNDQUCgoKKBnz57CdkNDQ0RE\nRAjfs7OzcebMGVy6dEkYWjBnzhzs3r0bqampwoN5XWbMmIGzZ8/C1tYWpqam6Nq1K/r37w9PT080\nb95cKPfkyRPExcWhXbt2AIClS5fC1dUVly9fhpmZGWJiYjBlyhR89tlnAIBvvvkGhw8fRkxMDNas\nWQMNDQ0A/+upUZs2bdpAVVUVACTK+Pn5ITExUTiXrKws3L17FyNHjnzlub3K/fv3ERUVBWVlZdjb\n2+Py5cvIyMhAenq6cL1Xr16Nzp07Iy0tDX5+figqKkKXLl2Eh1cjIyOhPk1NTQCAqqrqa+/ty7S0\ntDBlyhRERETAw8MDioqKNcpUf+g2MjLCt99+Cx8fH8TFxUFevrLjzvPnz7Fo0SKhh8zq1atha2uL\n7Oxs9OvXD0VFRRg+fLjQy6J6Uqmu+7NkyRKEhoYK80YYGxvj6tWrWLt2rUSSwcPDA35+fvU6b6By\nroQHDx4IvXJGjRqFVatW1TvJsGHDBmzatAkVFRUoLS1Fp06dsG3btnrHU93o0aORnJwMPz8/pKSk\nwNHRUeKeV6erq4vCwsI3Oh4RUXWv+w8d+vBcvHiR950ksE1QdWwPjU/qORlCQkJgZGSENWvWwM7O\nDsrKylBWVsZHH32E+Ph4GBoayrQXAwA8ffpUeIv+siFDhsDAwABt27bF7t27ERsbCysrK2G/ra2t\nRPlTp06htLQU5ubmMDAwED7nzp2TauUKXV1dZGZm4vDhwwgMDERFRQWmTZuGAQMGSMzLoK+vLyQY\nAKBr166Ql5dHQUEBSkpKcPPmzRrDPxwdHXH+/HmprsmreHt749q1a/jtt98AVHbfd3Nzk5jLQVpd\nunSBgYEBTE1NceHCBWzYsAFaWlooKCiAvLw8unfvLpRVVVWFpaWlcA4TJkzAjh070LNnT8yZM0em\nk3JOmTIFZWVliI+Pr3V/dnY2RowYAUtLS7Rt2xZjxoxBeXm5xDASeXl5ibf3hoaG0NPTE+IPCAjA\nd999B2dnZ4SHh+PkyZOvjOnevXu4fv06pk2bJtG2QkNDa7QtOzu7Bp13UlISPDw8hJ4T7u7uuHr1\nqjCERVoeHh7IyclBbm4udu/ejXbt2sHd3V1iuEN9eXp64vTp07h48SKSkpJqnUOlipKSEp48edLg\nYxERERER0futzp4ML9u/f/8rZ4bv378/QkNDZRJUFQ0NDYnx9NXFx8fDysoKqqqqtT5Et27dWuK7\nWCyGtrY2MjIyapRVVlaWOiZLS0tYWlri888/R15eHlxdXbF9+3b4+vpKXUdtXjckRBqamppwdXVF\nUlIS2rdvj4yMDGGYRn3t2rULampq0NDQgIqKirD95aEy1VWdg7OzM86cOYPMzExkZ2dj5MiRcHd3\nF+ZleBNt2rRBSEgIIiIihHkpqhQWFmLkyJHw8/PD7Nmzoa6ujlOnTmHChAn1mmTRz88PAwcORGZm\nJg4cOIDBgwdj2rRpmDVrVq3lq+ZdiI6OhoODwyvrfrldSqO4uBg7d+5EeXk5Nm7cKGx/8eIFEhIS\n0LVrV6nrUlVVhampKQDA1NQUK1asQMeOHYXhDlV/CyUlJUKvjSoPHz6UaAvV6xw2bBimTZuGW7du\nYejQoXUe/8GDB0JvFiIiIiIi+vBI3ZNBQUEBZ8+erXP/6dOnhe7ostKlSxdhzoGXGRgYwMTEROq3\n9DY2Nrhz5w7k5eVhamoq8dHS0mpQfBYWFgAqh2xUuXHjBq5fvy58P3HiBMRiMTp27AgVFRXo6enh\nyJEjEvXk5eWhY8eOACC8qX7x4kWDYho7dix27NiB9evXQ1tbG/369WtQPUZGRjAxManxUGlhYQGx\nWIyjR48K20pKSpCfny+cA1CZIKrq0r9ixQps3rwZZWVlAIDmzZs3+PwAwN/fH+rq6li2bJnE9j/+\n+APl5eWIjIxE9+7dYW5ujps3b9b4vVgsxu+//y58Lyoqws2bNyXiNzAwgL+/PzZs2IDZs2cLD/e1\n3R9tbW3o6+vj6tWrNdpW1QP9m0hLS4OmpiZyc3ORk5MjfH744Qds375dov3VV9WcGFW9C8zMzCAv\nL1+j98a1a9dQUlIiDJN62ejRo5GbmwsvL686ex8BlUuvVk2eSUREREREHx6pezIMHz4cCQkJaNu2\nLSZNmiS88fzvf/+L1atXIykpqcab5Tc1YMAAzJ8/H/fv329Ql//q+vXrhx49esDHxwehoaFo3749\n7ty5g71796Jfv36vXYEhODgYurq66NOnD/T19XH79m189913aNWqFQYMGCCUU1JSQmBgICIiIvD0\n6VMEBwfDxcUFZmZmAConbYyMjISZmRlsbW2RmpqKvLw8HDhwAEDlvANKSkrIysqCoaEhFBUVhfkX\npHdpGZ4AACAASURBVNG/f3+oqakhKioKX331lcwTP2ZmZhgyZAimTZuGZcuWQVVVFWFhYVBWVhbm\nmYiIiICNjQ06deqE58+fY9euXTA2NhbmUDA0NER2djZ69uwJRUVFiESiesXQrFkzzJs3DwEBATVi\nE4vFiI2NxbBhw3D8+HHExcXV+vtZs2Zh0aJFaNny/7F352E15v//wJ8nM1KoU9RJmfZIRVGkbFn7\nJNU0EmGyNwyNkZkQY62pZsYyJEyz0GKq+RgMTfNRloTs+8cIZUn2ofpShHN+f/Tr/nS0OHFS8Xxc\n17ku536/z/t+3UuX637d76UZQkJCYGlpKSRkZs2ahYEDB8Lc3BxFRUVIT08XEhDVXZ/Zs2cjODgY\nmpqaGDRoEJ4+fYpTp07h5s2bCAoKqu1plhMXFwdPT09YWVnJbTc3N8dXX32F33//XRii8PjxY5w+\nfVqunrq6upAcKC4uFoaO3LlzB9999x2aNWsm3MMtW7aEv78/vvrqKzRt2hTW1tbIz8/HwoUL4eDg\nUO3fSe/evZGTk4MWLVrUeCxZWVmYO3du7U8CERERERE1Cgo/gYaGhqJHjx4IDQ2FiYkJrKysYG1t\nDRMTE4SFhcHJyanWM+a/jLW1Nezt7ZWy5J1IJEJycjJ69eqF6dOno2vXrhg3bhwuXbqENm3avPT3\nLi4uOHbsGMaNGwcHBwchobJ582a5t7uGhoYYOnQo/Pz84OnpCSMjI6xevVoonzx5MgIDA7FgwQI4\nOTkhJSUFsbGx6NSpE4CyB+DIyEjExcXB0tKyyqUAX3aco0aNwtOnT6scwiEWixEeHl6rNl8UHR2N\nLl26wM/PD/3790dJSQn+/e9/CxNqqqqqIjQ0FD179oSrqysePnwoN2wjNDQUmZmZsLa2Rq9evV4p\nBi8vL7k5OICylQ4iIiIQHR2N7t27IzY2FkuWLKn0W1VVVcycOROTJ0/GgAEDIJVKER8fLwz3kEql\nCA4OhqOjI7y9vaGrq4s1a9YAqP76+Pv7IyoqCklJSejZsyfc3NywYcOGaidArKhjx46YMmVKlWUn\nT57E6dOnhQklK2ratCnc3NwQFxcnbLt8+TJ69+4t95k4caJQnpCQgPbt26N9+/bw8PDAvXv3kJyc\nLDc5TkREBEaPHo1FixbByckJU6ZMgZWVFZKSkmoc1tOqVasqJ+Msd/jwYRQVFVV5LERERERE9HYQ\nFRQUVD/IvgqpqanYsWMH8vLyIJPJYGhoiEGDBsHNza1OAkxPT8fs2bNx6NChWi13WB/Cw8Pxxx9/\nICsrq17jCAoKQm5uLrZs2SK3/cqVK+jcuTNSU1MrTT75rkhISEBwcDDy8/PrOxQAZT0LTE1NERUV\nBR8fn/oOp06NGTMGnTp1wsyZM6utI/6lYVwXImo8CsYZ1HcI9IZx5nh6Ee8Jqoj3Q/1TeLhEOTc3\ntzpLKFRlwIABmDhxIvLz82FoaPjG9tsYFRYW4uTJk0hMTMQvv/xSqTwtLQ0jRox4ZxMMDVFmZibs\n7e3f+gTDkydPYGNjU+slN4mIiIiIqHGpdZKhPrw49r4u+Pj4VNsDISgoqMa3rw3FyJEjcfz4cYwe\nPRqurq6VyidNmlQPUb1c9+7dkZeXV2XZ8uXL4evr+4YjenNcXV2rvFZvG1VVVXz55Zf1HQYRERER\nEdWxWg2XiI2NxYYNG3DlyhU8ePCgcmMiEf755x+lBvim3LhxA48fP66yTEtLC1paWm84onfHtWvX\n8OzZsyrLdHR0arXEKDVuHC5BRLXF4RLvHnaFphfxnqCKeD/UP4V7MixevBgrVqyAtbU1hg0bVusV\nARo6fX39+g7hncVhMERERERERG8HhZMM8fHxGDx4MOLj4+syHiIiIiIiIiJqpBRewvLRo0cYMGBA\nXcZCRERERERERI2YwkmG7t2747///W9dxkJEREREREREjZjCwyW+/fZbfPjhh7C1tcWoUaMgEonq\nMi4iegdxAjcqx0mbqCLeD0RERI2HwkkGPz8/lJaW4rPPPkNwcDD09fXRpEkTuToikQgHDx5UepBE\nRERERERE1PApnGRo3bo1dHR0YG5uXpfxEBEREREREVEjpXCSISUlpS7jICIiIiIiIqJGTuGJH4mI\niIiIiIiIaqJwT4ZyT58+xcWLF1FYWAipVFqpvEePHkoJjIiIiIiIiIgaF4WTDDKZDGFhYVi3bh0e\nPXpUbb379+8rJTAiIiIiIiIialwUHi6xcuVKLF26FN7e3lizZg1kMhkWLlyI5cuXo0OHDujYsSM2\nb95cl7ESERERERERUQOmcJIhLi4OQ4YMwcqVKzFw4EAAgK2tLcaMGYNdu3bh+fPn2LdvX50FSkRE\nREREREQNm8JJhry8PPTt27fsRyplPystLQUAqKqqYvjw4fj111/rIEQiIiIiIiIiagwUTjKIxWIU\nFxcDADQ0NNC0aVPk5+cL5aqqqpyPgYiIiIiIiOgdpnCSoUOHDjh9+nTZj1RU0KVLF/z444/Iz89H\nXl4e1q9fDwsLizoLlIiIiIiIiIgaNoWTDMOGDcPFixfx+PFjAMD8+fORk5ODjh07wtbWFjk5OZg/\nf36dBUpEREREREREDZvCS1iOGjUKo0aNEr47OTkhKysLqampaNKkCfr37w8zM7M6CZKIiIiIiIiI\nGj6FkwxVMTY2xpQpU5QVCxERERERERE1YgoPlyAiIiIiIiIiqgmTDERERERERESkFEwyEBERERER\nEZFSMMlARERERERERErBJAMRERERERERKQWTDERERERERESkFEpLMkRGRiI2NhalpaXKapKIiIiI\niIiIGhGlJRkiIiLw+eefo0uXLoiNjVVWs0RERERERETUSLynrIa2bduGR48eYf/+/diwYQP8/f2V\n1TQRERERERERNQJKSzL07NkTAODq6qqsJomIiIiIiIioEVFouERJSQmmTp2KrVu31nU8RERERERE\nRNRIKZRkUFNTw5YtW1BYWFjX8RARERERERFRI6XwxI9dunTBmTNn6jIWIiIiIiIiImrEFE4yRERE\nYNu2bYiJieEylURERERERERUicITP44fPx4ymQyzZs3C3LlzoaenBzU1Nbk6IpEIBw8eVHqQRPRu\nEP+SX98hUA0KxhnUdwhERERE1MApnGRo3bo1dHR0YGFhUZfxEBEREREREVEjpXCSISUlpS7jICIi\nIiIiIqJGTuE5GYiIiIiIiIiIalKrJENRURG+++47eHp6wtnZGUePHgUA3L9/H99//z1ycnLqJEgi\nIiIiIiIiavgUHi5x48YNDB48GPn5+TAzM8OFCxfw6NEjAIC2tjZiY2Nx48YNREZG1lmwRERERERE\nRNRwKZxkWLhwIYqKipCRkQGJRAJzc3O5cnd3d+zYsUPpARIRERERERFR46DwcIn09HR88sknsLKy\ngkgkqlRubGyMGzduKDU4IiIiIiIiImo8FE4yFBcXQyKR1FgulUqVEhQRERERERERNT4KJxnMzMxw\n7NixasvT09NhZWWllKCIiIiIiIiIqPFROMkwZswYJCYmIjExUeixIBKJ8OjRI3z11VfYu3cvJkyY\noLTACgoKYGFhgcuXLyutzcYoPDwcTk5OlbZZWFhALBYjISGhniIjUtwPP/yAESNG1HcYRERERERU\nxxROMgQEBGD06NGYMmUKunTpAgAYP348jIyMEBUVhYCAAAwfPlxpgS1duhQDBw6EiYkJAODq1asQ\ni8XCx8jICG5ubti3b5/S9lmd2NhY9OrVCwYGBjA0NISzszNCQ0OVuo/y4ztx4oTc9sDAQKSkpAjf\nz507h8jISCxbtgzZ2dn46KOPlLL/zMxMufNrZmYGHx8fnDlzRintA4BYLMbWrVsVrp+QkACxWAwv\nL6/Xbut1VXd96tr27dsxcOBAGBoawsDAAF27dkVgYKBQXn7d/vnnH7k4TUxMUFhYKNeWu7s7vvzy\nS7ltd+7cwZw5c9ClSxdhQtdBgwZh3bp1ePjwoVCvY8eOWLVqVZUxvvi3WfGTnp4OoCxJefLkSRw4\ncEAp54WIiIiIiBomhVeXAIDly5djxIgR2Lx5M3JzcyGVSmFiYoKPPvqo0tv211FcXIzY2FgkJiZW\nKtu0aRNsbGxw9+5dLFmyBL6+vjhw4ACMjY0r1S0tLUXTpk1fK5a4uDjMmjULX3/9Nfr06YPS0lKc\nP38ehw8ffq12FdWiRQu577m5uQCAIUOGVDkB5+s6ePAgtLS0cP36dcyaNQs+Pj44fPgwNDU1lb4v\nRTRp0gT79+/Hzp070b9//3qJQdkUvS8zMjIwduxYzJkzB6tXr0aTJk1w4cIFuaRTdUpKSrBixQos\nWLCg2jpXr17Fv/71L7Rs2RJz586FtbU1pFIpLl26hMTERGhra2PYsGEKH1f532ZFWlpaAABVVVX4\n+Phg3bp1cHZ2VrhNIiIiIiJqXBTuyVDO0dERERERSE5Oxr///W98++23Sk0wAEBaWhpUVFTQvXv3\nSmXa2tqQSCSwsbHB8uXLUVxcjN27dwMoe1MbFBSEefPmwczMDK6urgCAwsJCTJ8+Hebm5mjbti0G\nDx6s8Bvp1NRUeHh4YNy4cTA1NYWlpSU+/PBDfP3110Kd8iENsbGxsLGxgZ6eHkaOHCm8XQYAqVSK\nb775BtbW1tDV1YWzs7Pcw6KtrS0AoG/fvhCLxXB3d5dru/zfo0ePBlD28CYWi7F//360bt0at2/f\nlot7yZIlr/Qwp6OjA4lEAnt7e4SGhuL27ds4evQogLIhLJMnT4aRkRH09PTg5eWFv//+W/htYWEh\nAgICYG5uDolEAltbW0RHRwMoexMOlL3RFovFwveXadasGcaOHYsFCxbUOLFoVFQUnJ2doa+vjw4d\nOiAwMBAFBQVCeUJCAgwMDJCamgp7e3tIJBIMGTIEV65cEepcv34dfn5+MDY2Rps2bdC1a1ds2rQJ\nQPXXBwDi4+Ph6OgonLfVq1fLxSoWixETE4PRo0dDX18fixcvVujYU1NT4eDggJkzZ6Jdu3YwMzOD\nm5sboqKiXvrbTz75BGvXrq1xxZeZM2dCRUUFu3fvxtChQ2FpaQkrKyt4enpi48aN8PHxUSjOcuV/\nmxU/FZMpbm5uSE1NRXFxca3aJSIiIiKixkPhJIO2tjZ+++23ast///13aGtrKyWoAwcOwM7O7qVv\n6tXV1QEAT58+FbYlJydDJpMhNTUVa9euhUwmw/Dhw3Hz5k0kJSVh7969cHZ2hqenJ27duvXSWCQS\nCY4dOyb3MFqVa9euISkpCQkJCdiyZQtyc3MxdepUoXzNmjVYtWoVFi5ciAMHDsDd3R0ff/wxTp8+\nDQDYtWsXgLK3wdnZ2YiPj6+0j8DAQKxcuRIAkJ2djezsbPTo0QMmJiZyvT6kUikSExPx8ccfv/T4\natKsWTMA/zu/U6ZMwbFjx7Bx40bs3LkTampq8PHxQUlJCQAgNDQU586dQ1JSEg4fPoyoqCjo6+sD\ngJAIWrlyJbKzs4Xvipg1axauXLmC5OTkauuoqKggPDwcWVlZiImJwbFjxxAcHCxX58mTJ4iMjMTq\n1auxY8cOPH/+HKNGjYJMJgNQ9tBdUlKCbdu2ISsrC+Hh4UIPjuquz4YNG7BkyRKEhITg0KFDCA0N\nxffff48ff/xRbt+RkZEYNGgQDhw4gIkTJyp03BKJBBcuXHilISsffvghrKys5JJhFT148AA7d+7E\nxIkT0bx58yrrKLunTOfOnfHs2TMcOXJEqe0SEREREVHDofBwifIHsepIpVKlPZTk5eXVuFwmADx6\n9AiLFi1CkyZN0KNHD2G7oaEhwsLChO8ZGRk4c+YMLl26BDU1NQDAvHnz8NdffyEpKQnTp0+vcT+z\nZs3C2bNnYWdnB1NTUzg4OKBv377w8fHB+++/L9QrKSnB2rVr8cEHHwAoG1ri5uaGnJwcmJmZISoq\nCtOmTRO6n8+dOxcHDhxAVFQUfvjhB7Rq1QrA/94GV6VFixbCQ2/FOv7+/oiLixOOZefOnbh79+5r\nzZFx//59REZGomXLlrC3t0dOTg5SU1ORkpIinO9169ahY8eO+O233+Dv74+8vDx06tQJ9vb2AAAj\nIyOhvdatWwMANDU1X3ptX6Sjo4Np06YhLCwM3t7eUFVVrVTn008/Ff5tZGSExYsXY+TIkVi7di1U\nVMpyac+ePUNERITQQ2bdunWws7NDRkYGXFxckJeXB09PT6GXRcUhONVdn2+//RaLFi0S5o0wNjbG\n5cuX8dNPPyEgIECo5+3tDX9//1odd0BAALKysoT5QOzt7eHi4gJfX99Kw2iqUh7X1KlT0aFDB7my\nnJwcyGQymJuby223srIS5nLw9fXF8uXLFY538ODBwrkud+7cOeGeVVdXh4aGBq5evapwm9SwXLx4\n8a3eHzVsvB+oIt4P9CLeE1QR74e6ZWFhUWN5reZkqCmJcPToUYjF4to0V63Hjx9DV1e3yrLyB5ni\n4mLo6ekhOjoa1tbWQrmdnZ1c/VOnTqG4uLjSw9Tjx48VWrlCT08PaWlpOHfuHPbv34/Dhw9jxowZ\niI6Oxn/+8x+hN4W+vr6QYAAABwcHqKioIDs7Gzo6Orh582al4R9OTk7YsWPHS2N4GT8/PyxZsgSH\nDh2Co6Mj4uPj4e7u/ko9Szp16gSgLIljZmaG9evXQ0dHB0eOHIGKigq6desm1NXU1ISVlRXOnz8P\nAJgwYQLGjBmDU6dOoW/fvvjXv/6Fnj17vvbxAcC0adPw888/IyYmBtOmTatUnpGRgeXLl+PChQso\nKirC8+fPUVpaitu3b6NNmzYAyno7lCdAgLKEVJs2bXD+/Hm4uLhg8uTJCAoKws6dO9GnTx8MGTKk\n0v1U0b1793D9+nXMmDEDM2fOFLY/e/asUlKuc+fOtT7m5s2bIzk5GZcvX0ZmZiaOHDmCRYsWYdmy\nZdi1a1e1fyPlevbsif79+2PRokVVzm9SlT///BNSqRTTp0/H48ePaxVvTExMpWVsW7ZsKfddTU2t\n1u1Sw/Gy/1CU6eLFi290f9Sw8X6ging/0It4T1BFvB/qX41JhjVr1mDt2rXC9zlz5mDJkiWV6hUW\nFqKoqEhpq0u0atVKbjx9RTExMbC2toampmaVD9Evdv2WSqXQ1dVFampqpbovPgDVxMrKClZWVpg0\naRKysrLg5uaGzZs3Y9SoUQq3URVl9P5o3bo13NzcEB8fDwsLC6Smpir8UPmibdu2QUtLC61atYKG\nhoawvaaeLOXHMHDgQJw5cwZpaWnIyMjA8OHD4eXlJczL8DpatGiB4OBghIWFCfNSlLt27RqGDx8O\nf39/hISEQFtbG6dOncKECRNQWlqq8D78/f3Rv39/pKWlYc+ePRg0aBBmzJiBOXPmVFm/fN6FZcuW\nwdHRsca2qxuSoAgTExOYmJjA398fM2fOhIODA3766adq46po4cKF6NmzZ6VVHUxNTSESiSplect7\nb5Qnz2rDwMAApqamNdZ58OCB0KuFiIiIiIjePjXOydCqVStYWFgImSCJRCJ8L/+0a9cOffr0wfz5\n87F06VKlBNWpUydkZ2dXWWZgYAATExOF39Lb2trizp07UFFRgampqdxHR0fnleKztLQEUPa2v9yN\nGzdw/fp14fuxY8cglUrRvn17aGhooE2bNjh48KBcO1lZWWjfvj0ACBPkPX/+/JViGjNmDLZs2YJf\nfvkFurq6cHFxeaV2jIyMYGJiIpdgAMqOWSqVyq2qUVRUhHPnzgnHAJTdMyNGjBDmoPj111/x5MkT\nAMD777//yscHAGPHjoW2tjZWrFght/3EiRMoLS1FeHg4unXrBnNzc9y8ebPS76VSKY4fPy58z8vL\nw82bN+XiNzAwwNixY7F+/XqEhIRgw4YNAKq+Prq6utDX18fly5cr3Vsve9h+VUZGRlBXV5e792pi\nZWWFESNGVFplQltbG/369UNMTIzcUpV16fLly3j8+LEwiSYREREREb19auzJ4OvrC19fXwBlSyZ+\n+eWX6NOnT50H1a9fPyxYsAD3799/7ckkXVxc0L17d4wcORKLFi2ChYUF7ty5g/T0dLi4uLx0BYag\noCDo6emhd+/e0NfXx+3bt/Hdd99BXV0d/fr1E+qpqalhypQpCAsLw+PHjxEUFARXV1eYmZkBKJu0\nMTw8HGZmZrCzs0NSUhKysrKwZ88eAGXzDqipqWHnzp0wNDSEqqpqrZaN7Nu3L7S0tBAZGYnPP/+8\n0tj412VmZobBgwdjxowZWLFiBTQ1NbFkyRK0bNlSmGciLCwMtra26NChA549e4Zt27bB2NhYmEPB\n0NAQGRkZ6NGjB1RVVWs9vOa9997D/PnzMXny5EqxSaVSREdHw8PDA0ePHpXrgVPx93PmzEFERASa\nNWuGkJAQWFpaCgmZWbNmYeDAgTA3N0dRURHS09OFBER112f27NkIDg6GpqYmBg0ahKdPn+LUqVO4\nefMmgoKCanua5YSHh6OkpAQDBw7EBx98gMLCQqxbtw4PHz6Em5ubwu2EhITAwcEBAOSGMyxduhSu\nrq5wcXHB7NmzYWNjg/feew8nT57E2bNn0bdvX7l2bt68KUxUWs7AwED49/379yutcqKhoSHMhVK+\n1Gz53wQREREREb19FH4S3b59+xtJMACAtbU17O3theUDX4dIJEJycjJ69eqF6dOno2vXrhg3bhwu\nXbokjNWviYuLC44dO4Zx48bBwcFB6Kq/efNmuXkeDA0NMXToUPj5+cHT0xNGRkZYvXq1UD558mQE\nBgZiwYIFcHJyQkpKCmJjY4U5EN577z1ERkYiLi4OlpaWGDlyZK2Pc9SoUXj69GmVQzjEYjHCw8Nr\n1eaLoqOj0aVLF/j5+aF///4oKSnBv//9b+EhUlVVFaGhoejZsydcXV3x8OFDuWEboaGhyMzMhLW1\nNXr16vVKMXh5ecnNwQEANjY2iIiIQHR0NLp3747Y2Ngqh/Woqqpi5syZmDx5MgYMGACpVIr4+Hhh\nuIdUKkVwcDAcHR3h7e0NXV1drFmzBkD118ff3x9RUVFISkpCz5494ebmhg0bNshNelmdjh07YsqU\nKdWW9+jRA1evXsWUKVPg6OiIoUOH4tq1a/j111/lJjt9mbZt2+KTTz6pNBeCsbEx9u7di/79+yMs\nLAy9e/dGnz59sHr1akyYMKHS/RIdHY3evXvLfSr+jQ4dOhTt27eX+1RckWbTpk0YM2aMwnETERER\nEVHjIyooKKh52Yj/b//+/Thz5ozcW+TffvsNkZGRKCgowNChQxEeHq60N+jp6emYPXs2Dh06hCZN\nmiilzboSHh6OP/74A1lZWfUaR1BQEHJzc7Flyxa57VeuXEHnzp2RmppaafLJd0VCQgKCg4ORn59f\n36EAAIqLi2FqaoqoqCj4+PjUdzh17ty5c/Dy8sLRo0dr7KEj/qVhXB+qWsE4g5dXUhJO2kQV8X6g\ning/0It4T1BFvB/qn8IZgcjISBw6dEj4fuHCBXz66adQUVFB586dERMTU2UX9Vc1YMAATJw4scE8\nFDZkhYWFyMjIQGJiYpVvxtPS0jBixIh3NsHQEGVmZsLe3v6dSDAAwK1bt7B27dpaDQEiIiIiIqLG\nR+ElLM+fP4/PPvtM+J6cnAw1NTWkp6dDQ0MDU6ZMQXx8PD799FOlBffi2Pu64OPjU20PhKCgILml\nCRuqkSNH4vjx4xg9ejRcXV0rlU+aNKkeonq57t27Iy8vr8qy5cuXC/OBvI1cXV2rvFZvq4rzlxAR\nERER0dtL4SRDUVGR3ER9O3fuRN++fYVVCJycnLBt2zblR1jHVq5cWWmsejktLS2F2pgzZ45CywnW\nlZSUlHrb9+tITk7Gs2fPqix71ZU/qjNq1KjXXm6UiIiIiIiIaqZwkkEikQjLSpbPMj927FihvKio\nqMHPnVAVfX39+g7hnWVoaFjfIRAREREREZESKZxk8PDwQExMDJ48eYLjx49DVVVVbhm9s2fPwtjY\nuC5iJCIiIiIiIqJGQOEkw5w5c3Dnzh0kJyejZcuWiIqKgq6uLoCyXgzbtm1rsGP/iYiIiIiIiKju\nKZxkaN68OX744Ycqy1q0aIFz585BXV1daYERERERERERUeOicJLhRf/3f/8HAGjZsiVUVFS4NB0R\nvbaCcQb1HQIREREREb0GldpUzs3NRUBAAExMTGBkZAQjIyOYmJggICAAly5dqqsYiYiIiIiIiKgR\nULgnw7Fjx+Dt7Y2SkhL069cP5ubmkMlkyMnJwebNm5GamorNmzfDwcGhLuMlIiIiIiIiogZK4STD\n7Nmz0aJFC+zevRtmZmZyZZcuXYKHhwdCQkKwY8cOpQdJRERERERERA2fwsMlzp49i4kTJ1ZKMACA\nubk5Jk6ciDNnzig1OCIiIiIiIiJqPBROMujq6kJFpfrqTZo0gUQiUUpQRERERERERNT4KJxkmDp1\nKn788Udcv369Utm1a9fw448/YurUqUoNjoiIiIiIiIgaD4XnZCgpKYGmpiYcHBwwePBgmJqaAgBy\ncnLw119/wczMDMXFxfj++++F34hEInz22WfKj5qIiIiIiIiIGhyFkwwLFy4U/r158+ZK5f/973/x\n3//+V24bkwxERERERERE7w6FkwynTp2qyziIiIiIiIiIqJFTOMlgaGhYl3EQERERERERUSOn8MSP\nREREREREREQ1UbgnAwCcP38ea9euxcmTJ1FYWAipVCpXLhKJcPLkSaUGSERERERERESNg8I9GQ4d\nOoS+ffsiJSUFEokEV65cgbGxMdq0aYO8vDw0b94czs7OdRkrERERERERETVgCicZQkNDoa+vjyNH\njiA6OhoAEBQUhL/++gupqanIz8+Hj49PnQVKRERERERERA2bwkmGEydOwN/fH2KxGCoqZT8rHy7h\n6OiIMWPGICwsrG6iJCIiIiIiIqIGT+Ekg0gkgqamJgBAXV0dAHD//n2h3NzcHH///beSwyMivBUs\nhgAAIABJREFUIiIiIiKixkLhJIOhoSFyc3MBAKqqqjAyMsLu3buF8gMHDkBbW1v5ERIRERERERFR\no6BwkqFv377YunUrZDIZAGDMmDFISEiAp6cnPDw8kJSUhGHDhtVZoERERERERETUsCm8hOUXX3wB\nHx8fPHv2DO+//z4+//xzyGQybN68GU2aNMHs2bMRFBRUl7ESERERERERUQOmcJJBLBbDzs5O+C4S\niRAUFMTEAhEREREREREBqMVwCSIiIiIiIiKimtTYkyEyMrLWDc6aNeuVgyEiIiIiIiKixqvGJENE\nRIRCjYhEIuHfTDIQERERERERvZtqTDJkZ2e/tIGjR48iMjISp0+fRuvWrZUWGBERERERERE1LjUm\nGXR1dastO378OCIiIpCeng4tLS3Mnz8fAQEBSg+QiIiIiIiIiBoHhVeXKPdicuGrr75CQEAAmjdv\nXhfxEREREREREVEjoXCSgckFIiIiIiIiIqrJS5MM5cmFtLQ0aGtrM7lARERERERERFUSFRQUyKor\n9PX1RXp6OrS1tTFt2jQEBARAXV39TcZHRO8Q8S/59R0CEREREVGDUzDOoL5DUFiNSQYtLS2IRCLo\n6+sr1HNBJBLh4MGDSg2QiN4dTDIQEREREVXWmJIMNQ6XcHZ2hkgkelOxEBEREREREVEjVmOSISUl\n5U3FQURERERERESNnEp9B0BEREREREREbwcmGYiIiIiIiIhIKZhkICIiIiIiIiKlYJKBiIiIiIiI\niJSCSQYiIiIiIiIiUgomGYiIiIiIiIhIKRp1kqGgoAAWFha4fPlyfYdSr8LDw+Hk5FRpm4WFBcRi\nMRISEuopMqIyT548gY2NDU6cOFHfoRARERERUR1SWpJh6tSpCA0Nxb1795TV5EstXboUAwcOhImJ\nCQDg6tWrEIvFwsfIyAhubm7Yt29fnccSGxuLXr16wcDAAIaGhnB2dkZoaKhS91F+fC8+qAUGBiIl\nJUX4fu7cOURGRmLZsmXIzs7GRx99pJT9Z2Zmyp1fMzMz+Pj44MyZM0ppvzoJCQkQi8Xw8vKqVCYW\ni7F169Y63X9F1V2DN2XEiBHQ1tbG7t27K5VVlWyqyN3dXbh2WlpaaNeuHSZOnIhbt24Jdcqv8T//\n/FPp9x07dsSqVauE7+VtZWVlydV7/vw5LC0t5a6NqqoqAgMDsWDBglofMxERERERNR5KSzJs3LgR\nS5cuRefOnZX+cF2V4uJixMbG4uOPP65UtmnTJmRnZyMlJQUaGhrw9fXFlStXqmyntLT0tWOJi4vD\nrFmzMH78eGRmZmLHjh0IDg5GcXHxa7etiBYtWkBbW1v4npubCwAYMmQIJBIJ1NTUlLq/gwcPIjs7\nG8nJySgoKICPjw8KCwurrKuM8wsATZo0wf79+7Fz506ltNcQ1Pbc3Lp1C3v37sWnn36K2NjYV9rn\nqFGjkJ2djXPnziEuLg7nz5/HtGnTXqktAGjbti3i4uLktqWlpeG9996rVNfX1xcHDx7E33///cr7\nIyIiIiKihk1pSYZTp07hwIEDWLBgAS5duqSsZquVlpYGFRUVdO/evVKZtrY2JBIJbGxssHz5chQX\nFwtvft3d3REUFIR58+bBzMwMrq6uAIDCwkJMnz4d5ubmaNu2LQYPHqzw2+rU1FR4eHhg3LhxMDU1\nhaWlJT788EN8/fXXQp3yt8yxsbGwsbGBnp4eRo4cKffGWCqV4ptvvoG1tTV0dXXh7Ows10PB1tYW\nANC3b1+IxWK4u7vLtV3+79GjRwMAtLS0IBaLsX//frRu3Rq3b9+Wi3vJkiVwdnZW6Bgr0tHRgUQi\ngb29PUJDQ3H79m0cPXoUQNnb7vDwcEydOhWGhoaYNGkSAODGjRsYP348jIyMYGRkBF9fX+Tk5Ci8\nz2bNmmHs2LFYsGABpFJptfWioqLg7OwMfX19dOjQAYGBgSgoKBDKExISYGBggNTUVNjb20MikWDI\nkCFySajr16/Dz88PxsbGaNOmDbp27YpNmzYBqP4aAEB8fDwcHR2Fc7N69Wq5WMViMWJiYjB69Gjo\n6+tj8eLFCh8/UJbI69+/Pz755BOkpqbi/v37tfo9AKirq0MikaBNmzZwdHSEv78/Tp06Vet2yvn5\n+WHr1q14+PChsC0uLg4jR46sVFdLSwuOjo7CuSQiIiIioreP0pIMhoaG6NChAyZOnIj169crq9lq\nHThwAHZ2dhCJRDXWU1dXBwA8ffpU2JacnAyZTIbU1FSsXbsWMpkMw4cPx82bN5GUlIS9e/fC2dkZ\nnp6ecl3JqyORSHDs2LFqe0uUu3btGpKSkpCQkIAtW7YgNzcXU6dOFcrXrFmDVatWYeHChThw4ADc\n3d3x8ccf4/Tp0wCAXbt2AfhfT434+PhK+wgMDMTKlSsBANnZ2cjOzkaPHj1gYmKCxMREoZ5UKkVi\nYmKVPUFqo1mzZgDkz290dDTatWuHPXv2YP78+SguLoaHhwdUVVWRkpKCtLQ0SCQSeHl51aq3x6xZ\ns3DlyhUkJydXW0dFRQXh4eHIyspCTEwMjh07huDgYLk6T548QWRkJFavXo0dO3bg+fPnGDVqFGQy\nGQBg5syZKCkpwbZt25CVlYXw8HBoamoCqP4abNiwAUuWLEFISAgOHTqE0NBQfP/99/jxxx/l9h0Z\nGYlBgwbhwIEDmDhxosLHLpPJEB8fD19fX3zwwQewt7eXu56v4t69e0hJSYG9vf0rt2FjY4N27drh\n999/BwDcvXsXaWlpGDVqVJX17e3tsX///lfeHxERERERNWyV+zRX4/z587C0tKzLWGolLy8PEomk\nxjqPHj3CokWL0KRJE/To0UPYbmhoiLCwMOF7RkYGzpw5g0uXLglDC+bNm4e//voLSUlJmD59eo37\nmTVrFs6ePQs7OzuYmprCwcEBffv2hY+PD95//32hXklJCdauXYsPPvgAALB8+XK4ubkhJycHZmZm\niIqKwrRp0zBs2DAAwNy5c3HgwAFERUXhhx9+QKtWrQD8r6dGVVq0aCE8EFes4+/vj7i4OOFYdu7c\nibt372L48OE1HltN7t+/j8jISLRs2VLuQdXZ2VnunMXFxUEmkyE6OlpICq1YsQLm5ub4z3/+A29v\nb4X2p6Ojg2nTpiEsLAze3t5QVVWtVOfTTz8V/m1kZITFixdj5MiRWLt2LVRUynJqz549Q0REhNAL\nZt26dbCzs0NGRgZcXFyQl5cHT09PdOzYEQBgbGwstFndNfj222+xaNEiYd4IY2NjXL58GT/99BMC\nAgKEet7e3vD391foeCvKzMzEgwcPhJ43I0aMwJo1a+SOVxHr16/Hxo0bIZPJUFxcjA4dOggJglc1\nevRoJCQkwN/fH4mJiXBycoKRkVGVdfX09HDt2rXX2h8RERER0bvm4sWL9R2CwMLCosZyhZMMTk5O\nsLW1xfDhwzF06FDo6uq+dnCv4/Hjx9XGMHjwYKioqKC4uBh6enqIjo6GtbW1UG5nZydX/9SpUygu\nLoa5uXmlfSiycoWenh7S0tJw7tw57N+/H4cPH8aMGTMQHR2N//znP0JvCn19fSHBAAAODg5QUVFB\ndnY2dHR0cPPmzUrDP5ycnLBjx46XxvAyfn5+WLJkCQ4dOgRHR0fEx8fD3d1dbi4HRXXq1AlAWRLH\nzMwM69evh46OjlDeuXNnufqnTp3C1atX0bZtW7ntxcXFtV4ZZNq0afj5558RExNT5VwCGRkZWL58\nOS5cuICioiI8f/4cpaWluH37Ntq0aQOgrLdDxaSIoaEh2rRpg/Pnz8PFxQWTJ09GUFAQdu7ciT59\n+mDIkCGV7pmK7t27h+vXr2PGjBmYOXOmsP3Zs2dC74hyL54bRcXHx8Pb2xtNmzYFAHh5eSE4OBhH\njx6Fg4ODwu14e3tj9uzZAIA7d+5g2bJl8PLywq5du9CiRYtXis3Hxwfz5s3DxYsXER8fjy+//LLa\numpqaigpKXml/RARERERvate9mDfkCicZPjmm2/w22+/ISQkBPPnz4eLiwtGjBgBd3d3ocv8m9Sq\nVSu5sfYVxcTEwNraGpqamlU+RDdv3lzuu1Qqha6uLlJTUyvVbdmypcIxWVlZwcrKCpMmTUJWVhbc\n3NywefPmaruOK+plQ0IU0bp1a7i5uSE+Ph4WFhZITU195e7227Ztg5aWFlq1agUNDY1K5VWd344d\nO+Lnn3+uVFdLS6tW+27RogWCg4MRFhYmzD1R7tq1axg+fDj8/f0REhICbW1tnDp1ChMmTKjVJIv+\n/v7o378/0tLSsGfPHgwaNAgzZszAnDlzqqxfPu/CsmXL4OjoWGPbL54bRRQUFOCPP/5AaWkpNmzY\nIGx//vw5YmNja5Vk0NTUhKmpKQDA1NQUq1atQvv27fH777/D399fuN+LioqEXhvlCgsLq7zempqa\n8PDwwIwZM3Dr1i0MGTKk2v0/ePAArVu3VjheIiIiIiJqXBSek2HSpEnYsWMHTpw4gaCgIOTm5mLi\nxIlo164dpk6dir1799ZlnJV06tQJ2dnZVZYZGBjAxMRE4bf0tra2uHPnDlRUVGBqair3qfiGvjbK\nh5Y8evRI2Hbjxg1cv35d+H7s2DFIpVK0b98eGhoaaNOmDQ4ePCjXTlZWFtq3bw8Awlvs58+fv1JM\nY8aMwZYtW/DLL79AV1cXLi4ur9SOkZERTExMqnzgrIqtrS1yc3Ohra1d6fzWNskAAGPHjoW2tjZW\nrFght/3EiRMoLS1FeHg4unXrBnNzc9y8ebPS76VSKY4fPy58z8vLw82bN4XzDJTdQ2PHjsX69esR\nEhIiPNxXdQ10dXWhr6+Py5cvVzq+8gf61/Hbb7+hdevW2LdvHzIzM4XP999/j82bN8vdY7XVpEkT\nABB6F5iZmUFFRQUnT56Uq3flyhUUFRVV6u1TbvTo0di3bx98fX1rTDqeO3dOmDyTiIiIiIjePgr3\nZChnbGyMOXPmYM6cOThy5AiSk5OxefNm/Prrr9DX14evry9GjBiBdu3a1UW8gn79+mHBggW4f//+\nK3X5r8jFxQXdu3fHyJEjsWjRIlhYWODOnTtIT0+Hi4vLS1dgCAoKgp6eHnr37g19fX3cvn0b3333\nHdTV1dGvXz+hnpqaGqZMmYKwsDA8fvwYQUFBcHV1hZmZGYCySRvDw8NhZmYGOzs7JCUlISsrC3v2\n7AFQNieBmpoadu7cCUNDQ6iqqgrzLyiib9++0NLSQmRkJD7//HNhjoK6NmzYMKxatQojR45ESEgI\n2rZti/z8fPz5558YP368cPyKeu+99zB//nxMnjxZbruZmRmkUimio6Ph4eGBo0ePYu3atVX+fs6c\nOYiIiECzZs0QEhICS0tLIekya9YsDBw4EObm5igqKkJ6erqQgKjuGsyePRvBwcHQ1NTEoEGD8PTp\nU5w6dQo3b95EUFDQq524/y8uLg6enp6wsrKS225ubo6vvvoKv//+uzCB5+PHj4WJQsupq6sLyYHi\n4mJhlZE7d+7gu+++Q7NmzYT7tGXLlvD398dXX32Fpk2bwtraGvn5+Vi4cCEcHByq/Vvo3bs3cnJy\nXjrkIisrC3Pnzq39SSAiIiIiokbhtZ4ybWxs0K1bN1hbW0Mmk+Hu3buIjo5G9+7dMXz4cLm39spm\nbW0Ne3t7pSyHJxKJkJycjF69emH69Ono2rUrxo0bh0uXLgnj+Gvi4uKCY8eOYdy4cXBwcBC68W/e\nvFnuza+hoSGGDh0KPz8/eHp6wsjICKtXrxbKJ0+ejMDAQCxYsABOTk5ISUlBbGysMAfCe++9h8jI\nSMTFxcHS0rLKZQJfdpyjRo3C06dPqxzCIRaLER4eXqs2FaGuro4///wTxsbGGDt2LLp164YpU6ag\noKAAYrH4ldr08vKSm2cDKLsfIyIihHswNjYWS5YsqfRbVVVVzJw5E5MnT8aAAQMglUoRHx8vDEuR\nSqUIDg6Go6MjvL29oaurizVr1gCo/hr4+/sjKioKSUlJ6NmzJ9zc3LBhw4ZqJ0CsqGPHjpgyZUqV\nZSdPnsTp06eFCSUratq0Kdzc3BAXFydsu3z5Mnr37i33qbiKRUJCAtq3b4/27dvDw8MD9+7dQ3Jy\nstwYr4iICIwePRqLFi2Ck5MTpkyZAisrKyQlJdU4dKdVq1ZVTsZZ7vDhwygqKqryWIiIiIiI6O0g\nKigokL282v/IZDLs2bMHSUlJSElJwaNHj2BnZwc/Pz/4+PigSZMmSExMRGRkJDp06IDt27fXVexI\nT0/H7NmzcejQIaHbd0MVHh6OP/74A1lZWfUaR/lQly1btshtv3LlCjp37ozU1NRKk0++TRISEhAc\nHIz8/Pz6DgVAWc8CU1NTREVFwcfHp77DqVNjxoxBp06d5CbHfJH4l4ZxXYiIiIiIGpKCcQb1HYLC\nFB4ucebMGSQlJWHTpk24ffs29PT0MGHCBPj5+cmNZQeAgIAAiEQizJs3T+kBVzRgwABMnDgR+fn5\nMDQ0rNN9NXaFhYU4efIkEhMT8csvv1QqT0tLw4gRI97qBENDlJmZCXt7+7c+wfDkyRPY2NjUeslN\nIiIiIiJqXBROMvTu3Rtqampwd3eHn58fXFxcahzT3759e3Tt2lUpQdbkxXH5dcHHx6faHghBQUE1\nvpltKEaOHInjx49j9OjRcHV1rVQ+adKkeoiqTPfu3ZGXl1dl2fLly+Hr6/uGI3pzXF1dq7webxtV\nVdUal7YkIiIiIqK3Q7XDJfLy8tC6dWuoqakBAGJjY+Ht7V2rJR3fFjdu3MDjx4+rLNPS0nqlFRLo\nf65du4Znz55VWaajo/NO3nPvKg6XICIiIiKq7K0YLmFra4t169Zh2LBhAMqW0TMyMkKfPn3eWHAN\nhb6+fn2H8FbjUBciIiIiIqK3Q7XjHVRVVeXe3u/btw937tx5I0ERERERERERUeNTbU+G9u3b46ef\nfkLr1q2hoaEBAMjOzsb+/ftrbLBHjx7KjZCIiIiIiIiIGoVq52TYvXs3xo0bh6KiIoUakslkEIlE\nuH//vlIDJKJ3B+dkICIiIiKqrDHNyVBtkgEAioqKcPr0ady9exfjx4/HxIkT4eTkVGODH330kdKD\nJCKid8vFixdhYWFR32FQA8H7gSri/UAv4j1BFfF+qH81LmGpoaGBnj17AgB++uknDBky5J2c+JGI\niIiIiIiIXq7GJENF27dvr8s4iIiIiIiIiKiRqzbJUD7BY/lEji+b8LEcJ34kIiIiIiIiejdVm2QY\nMmQIRCIRbt26haZNmwrfq8OJH4mIiIiIiIjebdUmGbZt2wYAaNq0qdx3IiIiIiIiIqKqVJtkKJ/w\nsbrvREREREREREQVqSha0cPDAxkZGdWW7927Fx4eHkoJioiIiIiIiIgaH4WTDPv27cOdO3eqLb93\n757Ck0MSERERERER0dtH4STDy+Tn56N58+bKao6IiIiIiIiIGplq52QAgJSUFPz555/C9/Xr12PP\nnj2V6hUUFCAjIwP29vZKD5CIiIiIiIiIGocakwx///03Nm3aBAAQiUQ4cuQIjh07JldHJBJBXV0d\n3bt3R0RERN1FSkREREREREQNWo1Jhi+++AJffPEFAEBLSwurV6/GsGHD3khgRERERERERNS41Jhk\nqOjBgwd1GQcRERERERERNXIKJxnKXb58GTt27MC1a9cAAIaGhhg0aBBMTEyUHhwRERERERERNR61\nSjLMnTsXa9euhVQqldseEhKCyZMnIywsTKnBEREREREREVHjofASlqtXr0Z0dDQGDx6MHTt24OrV\nq7h69Sp27NgBd3d3rFmzBtHR0XUZKxERERERERE1YAonGWJjYzFo0CDExcWha9eu0NDQgIaGBrp2\n7YrY2FgMGDAA69evr8NQiYiIiIiIiKghUzjJcOXKFQwaNKja8kGDBuHq1atKCYqIiIiIiIiIGh+F\nkwxaWlq4ePFiteWXLl2ClpaWUoIiIiIiIiIiosZH4STD4MGD8dNPPyEhIQEymUzYLpPJsHHjRvz8\n889wd3evkyCJiIiIiIiIqOFTeHWJ+fPn4/DhwwgMDMTChQthZmYGAMjNzcXdu3dhY2ODr776qs4C\nJSIiIiIiIqKGTeEkg1gsxq5du7B+/Xrs2LED165dAwB06tQJrq6u8Pf3h6qqap0FSkREREREREQN\nm8JJBgBo2rQpAgICEBAQUFfxEBEREREREVEjVaskQ7mzZ88iLy8PAPDBBx/A2toaIpFIqYERERER\nERERUeNSqyTDpk2bsGDBAty4cUOY/FEkEkFfXx8LFizAsGHD6iRIIiIiIiIiImr4FE4yJCQkYNq0\nabCwsMCiRYtgbm4OmUyGnJwcxMbG4pNPPkFpaSlGjRpVl/ESERERERERUQOlcJJh2bJlsLe3x/bt\n29GsWTO5skmTJmHw4MFYtmwZkwxERERERERE7ygVRSvm5+dj2LBhlRIMANCsWTMMHz4cN27cUGpw\nRERERERERNR4KJxksLS0xM2bN6stv3HjBtq3b6+UoIiIiIiIiIio8VF4uMTixYsxZswY2Nrawtvb\nW65s06ZNiI2NRWxsrNIDJKJ3h/iX/PoO4a1WMM6gvkMgIiIiorecwkmGVatWoVWrVpgwYQJmz54N\nExMTiEQi5Obm4u7duzAzM8PKlSuxcuVK4TcikQjJycl1EjgRERERERERNSwKJxnOnz8PkUiEtm3b\nAoAw/4Kqqiratm2LJ0+eIDs7W+43IpFIiaESERERERERUUOmcJLhzJkzdRkHERERERERETVyCk/8\nSERERERERERUE4V7MrwoMzMTycnJuHXrFtq1a4fJkyfjgw8+UGZsRERERERERNSI1NiTISIiAjo6\nOrh9+7bc9oSEBHh5eSE+Ph7p6emIjo5Gv379cO3atToNloiIiIiIiIgarhqTDJmZmejXrx8kEomw\n7cmTJ5gzZw40NDSwdetWXL9+HT///DMePnyIZcuW1XnARERERERERNQw1ZhkyM3NhYODg9y2jIwM\n/N///R+mTZuG3r17o3nz5vD29oavry/27NlTl7ESERERERERUQNWY5LhwYMH0NPTk9uWmZkJkUgE\nV1dXue12dna4deuW8iMkIiIiIiIiokahxiSDrq4ubty4IbctKysLLVq0gI2NjXxDKipo2rSp8iOs\nQkFBASwsLHD58uU3sr+GKjw8HE5OTpW2WVhYQCwWIyEhoZ4iI5L3ww8/YMSIEfUdBhERERER1bEa\nkwxdunTBxo0bUVBQAAA4e/YsTpw4gd69e0MkEsnVzc7OhoGBQd1FWsHSpUsxcOBAmJiYAACuXr0K\nsVgsfIyMjODm5oZ9+/bVeSyxsbHo1asXDAwMYGhoCGdnZ4SGhip1H+XHd+LECbntgYGBSElJEb6f\nO3cOkZGRWLZsGbKzs/HRRx8pZf+ZmZly59fMzAw+Pj44c+aMUtqvTkJCAsRiMby8vCqVicVibN26\ntU73X1F116Cubd++HQMHDoShoSEMDAzQtWtXBAYGCuXl1+aff/6Ri9PExASFhYVybbm7u+PLL7+U\n23bnzh3MmTMHXbp0gUQigbm5OQYNGoR169bh4cOHQr2OHTti1apVVcb44t9fxU96ejoAYMyYMTh5\n8iQOHDiglPNCREREREQNU41Jhi+//BK3bt1Cly5dMHjwYAwePBgikQjTp0+XqyeTybB9+3Y4OjrW\nabAAUFxcjNjYWHz88ceVyjZt2oTs7GykpKRAQ0MDvr6+uHLlSpXtlJaWvnYscXFxmDVrFsaPH4/M\nzEzs2LEDwcHBKC4ufu22FdGiRQtoa2sL33NzcwEAQ4YMgUQigZqamlL3d/DgQWRnZyM5ORkFBQXw\n8fGp9CBbThnnFwCaNGmC/fv3Y+fOnUppryFQ9NxkZGRg7Nix+Ne//oX09HTs3bsXixcvhkwme+lv\nS0pKsGLFihrrXL16FX369MHOnTsxd+5cZGRk4I8//sC0adOQkZGB1NRUheIsV/73V/HTu3dvAICq\nqip8fHywbt26WrVJRERERESNS41JBmtra2zduhUODg64d+8eunXrht9//x1du3aVq5eZmYkWLVrA\n09OzToMFgLS0NKioqKB79+6VyrS1tSGRSGBjY4Ply5ejuLgYu3fvBlD2FjcoKAjz5s2DmZmZMKdE\nYWEhpk+fDnNzc7Rt2xaDBw9W+G11amoqPDw8MG7cOJiamsLS0hIffvghvv76a6FO+ZCG2NhY2NjY\nQE9PDyNHjhTePAOAVCrFN998A2tra+jq6sLZ2Vmuh4KtrS0AoG/fvhCLxXB3d5dru/zfo0ePBgBo\naWlBLBZj//79aN26daUlSJcsWQJnZ2eFjrEiHR0dSCQS2NvbIzQ0FLdv38bRo0cBlL3pDg8Px9Sp\nU2FoaIhJkyYBAG7cuIHx48fDyMgIRkZG8PX1RU5OjsL7bNasGcaOHYsFCxZAKpVWWy8qKgrOzs7Q\n19dHhw4dEBgYKPTAAcp6RRgYGCA1NRX29vaQSCQYMmSIXBLq+vXr8PPzg7GxMdq0aYOuXbti06ZN\nAKq/BgAQHx8PR0dH4dysXr1aLlaxWIyYmBiMHj0a+vr6WLx4sULHnpqaCgcHB8ycORPt2rWDmZkZ\n3NzcEBUV9dLffvLJJ1i7dm2l4U4VzZw5EyoqKti9ezeGDh0KS0tLWFlZwdPTExs3boSPj49CcZYr\n//ur+Kk4hMrNzQ2pqalvLAlHRERERERv3nsvq9C9e3ckJyfXWKd3795vrBv0gQMHYGdnV2m4xovU\n1dUBAE+fPhW2JScnY8yYMUhNTYVMJoNMJsPw4cOhoaGBpKQkaGlpYePGjfD09MSRI0cqTXr5IolE\ngr179+LKlSswNjautt61a9eQlJSEhIQElJSU4PPPP8fUqVORmJgIAFizZg1WrVqFZcuWoXPnzkhK\nSsLHH3+MPXv2oFOnTti1axf69euHTZs2wcbGpsq5LwIDA2FgYIDPPvsM2dnZQnwmJibfy1RmAAAa\n7ElEQVRITEwUep9IpVIkJiZi2rRpNR7byzRr1gyA/PmNjo7GF198gT179kAmk6G4uBgeHh7o1q0b\nUlJS0LRpU6xatQpeXl44fPiwcI1eZtasWejcuTOSk5OrHdevoqKC8PBwGBsbIy8vD8HBwQgODsYP\nP/wg1Hny5AkiIyOxevVqqKmpYfbs2Rg1ahT27dsHkUiEmTNn4smTJ9i2bRtatmyJS5cuCb+t7hps\n2LABX3/9Nb755hvY2tri77//xvTp0/H+++8jICBA+H1kZCTmz59fq6E0EokEFy5cwJkzZ/5fe/ce\nV3O2/w/8VSHX2rrf7NJFN6UU5XJITZx4uHSS0JymEHU457gdpRxEqTAuZ5JLZTR4HLdmMGdcxn2i\nRrnFMC4NcksGbQlNVL8//Hy+bTu62LVlv56Px348tNban9bns97Y+/1Za33g4OBQ5/cBwIgRI3D8\n+HEsWrSoxqREcXExDh06hLlz56Jdu3Y1HqO2v2P15ezsjFevXiE3Nxf9+/eX67Gpbq5du6boLtRL\nc+svNS7GA1XHeKC3MSaoOsZD47Kysnpvfa1Jho/N7du3oa+v/942z549Q0xMDNTU1NCnTx+hXCwW\nIy4uTvj52LFjuHDhAvLz84WlBXPmzMG+ffuwdetWmWUhb4uIiMAvv/wCJycnmJubw9XVFQMGDMDI\nkSPRsmVLod2LFy+wZs0adOrUCQCwfPly+Pj44LfffoOFhQWSkpIwZcoU+Pv7AwCio6ORlZWFpKQk\nrFu3Dtra2gD+705xTdq3bw9NTU0AkGoTFBSEjRs3Cudy6NAh/P777wgICHjvub3P48ePkZiYiA4d\nOsDFxUUo7927t9Q127hxI6qqqpCcnCx8YV2xYgUsLS2xf/9++Pr61un36erqYsqUKYiLi4Ovry/U\n1dVl2vztb38T/mxqaooFCxZg7NixWLNmDVRVX0/YefXqFRISEoRZMGvXroWTkxOOHTsGDw8P3L59\nG8OGDRO+0FdPHL1rDJYsWYKYmBhh3wgzMzPcuHEDaWlpUkkGX19fBAUF1el835g4cSKys7OFPT9c\nXFzg4eGBUaNGoX379rW+/02/Jk+eDFtbW6m63377DVVVVbC0tJQqt7OzE5bAjBo1CsuXL69zfwcP\nHixc6zcuXbokxGXbtm2hoaGBgoKCOh+T5Ku2/xA+JteuXWtW/aXGxXig6hgP9DbGBFXHeFC89y6X\n+BiVlZUJd9HfNnjwYBgbG8PExAT79u1DcnIy7O3thXonJyep9nl5eXj+/DksLS1hbGwsvH799dc6\nPbnCwMAABw4cQFZWFsLDw1FVVYVp06bB09NTakq4kZGRkGAAAFdXV6iqquLKlSsoKSlBYWGhzPKP\nXr164fLly3W6Ju8zZswY3Lx5EydPngTwemr/kCFDpPZyqCtHR0cYGxvD3NwcV69exYYNG6CrqyvU\nOzs7S7XPy8tDQUEBTExMhGsrFoshkUjq/WSQKVOm4I8//kBKSkqN9ceOHcOIESNgZ2cHExMT/PWv\nf0V5ebnUUhFVVVWppIhYLIahoaFwncPCwrB06VJ4e3sjNjYW586de2+fHj58iDt37mDatGlS8RMT\nEyNzfm9fm7po164dtm3bhrNnzyIiIgKampqIiYmBu7s7Hjx4UOv7+/btCy8vL8TExNT5d+7ZsweZ\nmZno3r07ysrK6tXflJQUZGZmSr06dOgg1aZNmzb1Pi4RERERETUfzW4mg7a2ttRa++pSUlJgb28P\nTU3NGr9Evz0tvLKyEnp6ejVucPf2l6P3sbOzg52dHUJDQ5GdnQ0fHx989913CAwMrPMxaiKP6eo6\nOjrw8fHBpk2bYGVlhb179wrLNOrr+++/R8eOHaGtrQ0NDQ2Z+pqur4ODA9avXy/TtmPHjvX63e3b\nt8esWbMQFxcn7D3xxq1btxAQEICgoCBERUVBS0sLeXl5GD9+fL02oAwKCoKXlxcOHDiAo0ePYuDA\ngZg2bRpmz55dY/s3+y4sW7as1k1P37UkoS46d+6Mzp07IygoCDNmzICrqyvS0tLe2a/q5s+fj759\n+8osZzI3N4eKiorMVLI3szfqupSlujcJqPcpLi6Gjo5OvY9NRERERETNQ7ObyeDo6CjsOfA2Y2Nj\ndO7cuc536bt164YHDx5AVVUV5ubmUq/qd+jrw8bGBsDrJRtv3Lt3D3fu3BF+Pn36NCorK2FtbQ0N\nDQ0YGhri559/ljpOdnY2rK2tAUBY/19RUdGgPn3xxRfYuXMnvv76a+jp6cHDw6NBxzE1NUXnzp1r\nTDDUpFu3brh+/Tq0tLRkrm99kwwAEBwcDC0tLZmnJpw9exbl5eWIj49Hz549YWlpicLCQpn3V1ZW\n4syZM8LPt2/fRmFhoXCdgdcxFBwcjA0bNiAqKgrp6ekAah4DPT09GBkZ4caNGzLnV9uX7YYyNTVF\n27ZtpeLrfezs7DB69GjMmzdPqlxLSwuenp5ISUmRelRlY7px4wbKysqETTSJiIiIiOjT0+xmMnh6\nemLevHl4/Phxg6b8V+fh4QF3d3eMHTsWMTExsLKywoMHD3Dw4EF4eHjU+gSG6dOnw8DAAP369YOR\nkRGKioqwdOlStG3bFp6enkK7Nm3aIDw8HHFxcSgrK8P06dMxaNAgWFhYAHi9aWN8fDwsLCzg5OSE\nrVu3Ijs7G0ePHgXwek+CNm3a4NChQxCLxVBXVxfWudfFgAED0LFjRyQmJmLq1Kky6+Ybi7+/P776\n6iuMHTsWUVFRMDExwd27d7Fnzx6MGzdOOP+6atGiBebOnYuwsDCpcgsLC1RWViI5ORlDhw7FqVOn\nsGbNmhrfP3v2bCQkJKB169aIioqCjY2NkHSJiIiAt7c3LC0tUVJSgoMHDwoJiHeNQWRkJGbNmgVN\nTU0MHDgQL1++RF5eHgoLCzF9+vSGXbj/Lz4+Hi9evIC3tzc6deqEJ0+eYO3atSgtLYWPj0+djxMV\nFQVXV1cAr5MOb3z55ZcYNGgQPDw8EBkZia5du6JFixY4d+4cfvnlFwwYMEDqOIWFhTh//rxUmbGx\nsfDnx48fyzzJRENDQ9jvJCsrC2ZmZvUedyIiIiIiaj6a3UwGe3t7uLi4CI8W/BAqKirYtm0b/vSn\nP+Gf//wnevTogZCQEOTn58PQ0LDW93t4eOD06dMICQmBq6urMI3/u+++k9pQTywWw8/PD2PGjMGw\nYcNgamqKVatWCfVhYWH4+9//jnnz5qFXr1744Ycf8M0338DR0RHA6y/HiYmJ2LhxI2xsbDB27Nh6\nn2dgYCBevnxZ4xIOkUiE+Pj4eh2zLtq2bYs9e/bAzMwMwcHB6NmzJ8LDwyGRSCASiRp0zOHDh0vt\nswEAXbt2RUJCApKTk+Hu7o5vvvkGCxculHmvuro6ZsyYgbCwMHz22WeorKzEpk2bhGUplZWVmDVr\nFtzc3ODr6ws9PT2sXr0awLvHICgoCElJSdi6dSv69u0LHx8fpKenw9TUtNZzcXBwQHh4+Dvr+/Tp\ng4KCAoSHh8PNzQ1+fn64desW/vvf/0ptaFobExMTTJo0SWYvBDMzM/z000/w8vJCXFwc+vXrh/79\n+2PVqlUYP368TEwkJyejX79+Uq/qfw/9/PxgbW0t9dq+fbtQn5GRgS+++KLO/SYiIiIiouZHRSKR\nVCm6E/V18OBBREZG4uTJk1BTU1N0d94rPj4eu3fvRnZ2tkL7MX36dFy/fh07d+6UKr958yacnZ2x\nd+9emc0nPyWbN2/GrFmzcPfuXUV3BQDw/PlzmJubIykpCSNHjlR0dxrdpUuXMHz4cJw6deq9s3BE\nX38c4/OpkoQY197oI8Gdoak6xgNVx3igtzEmqDrGg+I1u5kMAPDZZ59hwoQJH80Xxo/ZkydPcOzY\nMWzZsqXGu+YHDhzA6NGjP+kEw8coMzMTLi4uSpFgAID79+9jzZo19VrmQ0REREREzU+z25PhjbfX\n5TeGkSNHvnMGwvTp0zFjxoxG78OHGjt2LM6cOYPPP/8cgwYNkqkPDQ1VQK9ec3d3x+3bt2usW758\nOUaNGtXEPWo6gwYNqnE8PlXV9yghIiIiIqJPV7NcLtFU7t27J7OO/Y2OHTs26AkJ9H9u3bqFV69e\n1Vinq6tbr8eI0qeByyUaF5dLUHPFeKDqGA/0NsYEVcd4ULxmO5OhKRgZGSm6C580sVis6C4QERER\nERGRHDXLPRmIiIiIiIiI6OPDJAMRERERERERyQWTDEREREREREQkF9yTgYg+Gs1pY0IiIiIiIpLF\nmQxEREREREREJBdMMhARERERERGRXDDJQERERERERERywSQDEREREREREckFkwxEREREREREJBdM\nMhARERERERGRXDDJQERERERERERywSQDEREREREREckFkwxEREREREREJBdMMhARERERERGRXDDJ\nQERERERERERywSQDEREREREREcmFikQiqVJ0J4iIiIiIiIio+eNMBiIiIiIiIiKSCyYZiIiIiIiI\niEgumGQgIiIiIiIiIrlgkoGIiIiIiIiI5IJJBiIiIiIiIiKSCyYZiIiIiIiIiEgumGQgIoVKTU2F\no6Mj9PX10b9/f2RlZSm6S/SBli1bhgEDBqBTp06wsLBAQEAALl26JNWmqqoK8fHxsLGxgYGBAYYM\nGYJff/1Vqo1EIsHEiRMhFoshFosxceJESCQSqTYXL17E4MGDYWBgAFtbWyQmJqKqik9m/ph9+eWX\nEIlE+Ne//iWUMR6Uz/379xEWFgYLCwvo6+vDzc0Nx48fF+oZE8qjoqICsbGxwmcBR0dHxMbG4tWr\nV0IbxsOn7cSJExg9ejRsbW0hEomwefNmqfqmHP9du3bBzc0Nenp6cHNzw/fff984J/2JY5KBiBTm\n22+/RWRkJGbMmIGffvoJPXv2hL+/P27fvq3ortEHOH78OMaPH4/9+/dj9+7daNGiBUaMGIHi4mKh\nzcqVK7Fq1SokJibi8OHD0NXVha+vL54+fSq0mTBhAs6fP4/t27djx44dOH/+PCZNmiTUl5SUwNfX\nF3p6ejh8+DASEhLw1VdfISkpqUnPl+ouNzcX6enpsLe3lypnPCgXiUSCQYMGoaqqCtu2bcPJkyex\nePFi6OrqCm0YE8pjxYoVSE1NRWJiInJycpCQkICUlBQsW7ZMaMN4+LQ9e/YMdnZ2SEhIQJs2bWTq\nm2r8c3JyMG7cOPj7+yMzMxP+/v4IDg7GqVOnGvcCfIJUJBIJ03dEpBBeXl6wt7fHf/7zH6Gse/fu\nGD58OObNm6fAnpE8lZaWQiwWY/PmzfDx8UFVVRVsbGwQGhqKmTNnAgBevHgBKysrLFy4ECEhIbhy\n5Qrc3Nywb98+uLu7AwCys7Ph4+OD3NxcWFlZIS0tDfPnz8fVq1eFDyVLlizB+vXrcenSJaioqCjs\nnEnWkydP0L9/f6xcuRKLFy+GnZ0dlixZwnhQQgsWLMCJEyewf//+GusZE8olICAAHTt2xJo1a4Sy\nsLAwFBcXY+vWrYwHJWNsbIzFixcjMDAQQNP+exASEoLi4mLs3LlT6M/w4cOho6ODtLS0Jr4SzRtn\nMhCRQpSXl+PcuXPw9PSUKvf09MTJkycV1CtqDKWlpaisrIRIJAIAFBQUoKioSGrs27Rpg969ewtj\nn5OTg/bt28PNzU1o4+7ujnbt2km16dWrl9RdDy8vLxQWFqKgoKApTo3qYerUqRg+fDj69+8vVc54\nUD4//PADXFxcEBISAktLS/Tt2xfr1q0Tpi0zJpSLu7s7jh8/jqtXrwIALl++jMzMTHh7ewNgPCi7\nphz/3Nxcmc+lXl5e/FzaAEwyEJFCPHr0CBUVFVLTYwFAV1cXDx48UFCvqDFERkbCwcEBPXv2BAAU\nFRUBwHvH/sGDB9DW1pa6s6SiogIdHR2pNjUd400dfTzS09Nx/fp1REdHy9QxHpTPzZs3kZaWBjMz\nM2RkZCAsLAwxMTFISUkBwJhQNlOnTkVAQADc3Nygo6MDd3d3jBkzBhMmTADAeFB2TTn+RUVF/Fwq\nJy0U3QEiUm5vT0+sqqrilMVPSFRUFH7++Wfs27cPampqUnW1jX1NcVBbmzd3QhlDH49r165hwYIF\n2Lt3L1q1avXOdowH5VFZWQlnZ2dhWVy3bt1w/fp1pKamYuLEiUI7xoRy+Pbbb7FlyxakpqbCxsYG\nFy5cQGRkJMRiMYKCgoR2jAfl1lTjz8+l8sGZDESkENra2lBTU5PJDj98+FAmi0zN0+zZs5GRkYHd\nu3fDzMxMKNfX1wcge+eo+tjr6enh4cOHUrs+V1VV4dGjR1JtajoGIHvHgxQnJycHjx49Qq9evaCt\nrQ1tbW2cOHECqamp0NbWhpaWFgDGgzLR19eHtbW1VFmXLl1w584doR5gTCiLuXPnYsqUKfDz84O9\nvT1Gjx6NyZMnY/ny5QAYD8quKcdfX1+fn0vlhEkGIlKIVq1awcnJCUeOHJEqP3LkiNSaOmqeIiIi\nsGPHDuzevRtdunSRqjM1NYW+vr7U2JeVlSE7O1sY+549e6K0tBQ5OTlCm5ycHDx79kyqTXZ2NsrK\nyoQ2R44cgaGhIUxNTRvz9KgehgwZgqysLGRmZgovZ2dn+Pn5ITMzE5aWlowHJePu7o78/Hypsvz8\nfHTq1AkA/41QNs+fP5eZ6aampobKykoAjAdl15Tj36NHD34ulRO1yMjI+YruBBEppw4dOiA+Ph4G\nBgZo3bo1lixZgqysLCQlJUFTU1PR3aMGmjlzJrZs2YINGzbAxMQEz549w7NnzwC8Ti6pqKigoqIC\ny5cvh6WlJSoqKhAdHY2ioiKsWLEC6urq0NHRwalTp7Bjxw44Ojri7t27mDZtGrp37y48ksrCwgJf\nf/01Lly4ACsrK2RnZ2Pu3LmYOnUqPxB8RFq3bg1dXV2p1/bt2yEWixEYGMh4UEImJiZITEyEqqoq\nDAwMcOzYMcTGxmLatGlwcXFhTCiZK1euYOvWrbC0tETLli2RmZmJhQsX4i9/+Qu8vLwYD0qgtLQU\nly9fRlFRETZu3Ag7OztoaGigvLwcmpqaTTb+hoaGWLRoEVq2bAltbW2kp6dj8+bNWLlyJYyMjBR5\niZodPsKSiBQqNTUVK1euRFFREWxtbbFo0SL06dNH0d2iD/DmKRJvi4iIwOzZswG8nsaYkJCADRs2\nQCKRwMXFBUuXLoWdnZ3Qvri4GBEREdi7dy8AwMfHB4sXL5Y6/sWLFzFz5kycOXMGIpEIISEhiIiI\n4PrJj9yQIUOER1gCjAdltH//fixYsAD5+fkwMTFBaGgoJk2aJIwVY0J5PH36FHFxcfjf//6Hhw8f\nQl9fH35+fpg1axZat24NgPHwqcvMzMTQoUNlyseMGYPVq1c36fjv2rULsbGxuHnzJjp37ow5c+Zg\n2LBhjXj2nyYmGYiIiIiIiIhILrgnAxERERERERHJBZMMRERERERERCQXTDIQERERERERkVwwyUBE\nREREREREcsEkAxERERERERHJBZMMRERERERERCQXTDIQERERERERkVwwyUBERESk5H7//XfMnz8f\n7u7uMDIygqGhIXr37o358+fj/v37iu4eAODu3buIj4/H+fPnFd0VIiJ6DxWJRFKl6E4QERERkWKc\nPXsW/v7+ePr0Kfz8/ODi4gJVVVVcvHgRGRkZ0NLSwunTpxXdTeTm5sLb2xurVq1CYGCgortDRETv\n0ELRHSAiIiIixZBIJAgMDISKigqOHj0KW1tbqfp///vfWLFihYJ6R0REzRGXSxAREREpqQ0bNuDe\nvXuIjY2VSTAAgKamJubNmydVtmfPHnh5ecHQ0BCmpqYIDAzE1atXpdqEh4fDwcFB5nibN2+GSCRC\nQUGBUObg4AA/Pz+cPn0af/7zn2FgYAB7e3skJycLbTIzM+Ht7Q0AmDx5MkQiEUQiEeLj4z/o/ImI\nSP6YZCAiIiJSUnv37kXr1q3h6+tbp/Y7duxAYGAgysvLER0djUmTJuHEiRMYOHAgbt682eB+FBQU\nYPTo0XBzc0NcXBzMzMwQFRWFw4cPAwCsra0RGRkJAAgODsbatWuxdu1aDB06tMG/k4iIGgeXSxAR\nEREpqStXrsDS0hKtWrWqte3Lly8RHR0NS0tL7Nu3D+3atQMADBkyBAMGDMCiRYuwbt26BvUjPz8f\nO3fuhIeHBwDg888/R9euXZGeng5PT0/o6enBy8sLCQkJ6NGjBwICAhr0e4iIqPFxJgMRERGRknr6\n9Ck6dOhQp7bnzp1DUVERxo8fLyQYAKBbt27w8PDAjz/+iKqqhu0nbmFhISQYAEBdXR2urq4fNDuC\niIgUg0kGIiIiIiXVoUMHPH36tE5tb926BQDo0qWLTJ21tTUkEglKSkoa1I9OnTrJlIlEIhQXFzfo\neEREpDhMMhAREREpKWtra+Tn56O8vPyDjvP2DAYVFZUa21VUVNRYrqamVqfjEhHRx49JBiIiIiIl\n5ePjg7KyMuzcubPWtmKxGABkniQBANeuXYNIJIKGhgaA17MQnjx5ItPuzWyIhnhX4oKIiD4uTDIQ\nERERKang4GAYGRlhzpw5uHLlikx9SUkJFixYAABwcnKCvr4+1q9fjxcvXghtLly4gCNHjmDgwIFC\nIsDc3BwlJSXIy8sT2pWWlmLLli0N7mvbtm0BABKJpMHHICKixqcikUg4D42IiIhISZ09exb+/v4o\nLS3FyJEj0b17d6iqquLixYvIyMiAlpYWTp06BeD1IyxDQ0Ph4OCAgIAAlJSUYN26daiqqsLRo0dh\nZmYG4HUiwMHBASKRCGFhYXj16hU2bdqEdu3a4dy5c8jLy4OpqSkAwMHBAV26dEFGRoZUv8LDw3H8\n+HFcuHABAPDHH3/AysoKurq6+Mc//oH27dvD1tYWdnZ2TXexiIioVpzJQERERKTEnJ2dkZ2djUmT\nJiE3NxfR0dGIjIzEiRMnEBISgj179ghtR44ciU2bNqFFixZYuHAhVq9ejV69euHHH38UEgzA6+US\nmzZtgqamJubPn4+0tDSMGzcOoaGhDe6nuro61q5dC3V1dcycORPjx4/Hrl27PuTUiYioEXAmAxER\nERERERHJBWcyEBEREREREZFcMMlARERERERERHLBJAMRERERERERyQWTDEREREREREQkF0wyEBER\nEREREZFcMMlARERERERERHLBJAMRERERERERyQWTDEREREREREQkF0wyEBEREREREZFc/D9w6IFJ\nQfybpgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1070f7f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Here we are plotting Album and Single in sepearte cetagories along with whether or not it was released before\n",
    "# Napster and Spotify.\n",
    "plt.figure(figsize=(12,6))\n",
    "riaa_single_album = riaa_datetimes[(riaa_datetimes['Format_Type'] == 'SINGLE') | (riaa_datetimes['Format_Type'] == 'ALBUM')]\n",
    "riaa_single_album.groupby(['Spotify', 'Napster','Format_Type'])['Title'].count().plot.barh().invert_yaxis()\n",
    "plt.ylabel('Spotify, Napster, and Format Type')\n",
    "plt.xlabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9IAAAFzCAYAAADSTDG8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1127b0f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "riaa_single_album = riaa_datetimes[(riaa_datetimes['Media_Type'] == 'Digital') | (riaa_datetimes['Media_Type'] == 'Standard')]\n",
    "riaa_single_album.groupby(['Spotify', 'Napster','Media_Type'])['Title'].count().plot.barh().invert_yaxis()\n",
    "plt.ylabel('Spotify, Napster, and Format Type')\n",
    "plt.xlabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1a17a9cc18>"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA70AAAFYCAYAAACfy5u0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzvp/vPLBlQTuHOsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a17fb5518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA70AAAFYCAYAAACfy5u0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDzUli5KLMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108071128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "pre_spot = riaa_datetimes[(riaa_datetimes['Spotify'] == 'Pre_Spotify')]\n",
    "pre_spot = pre_spot[pre_spot['Genre'] != 'None']\n",
    "pre_spot.groupby(['Genre','Format_Type'])['Title'].count().sort_values(ascending=False).head(10).plot.barh().invert_yaxis()\n",
    "plt.title('Pre-Spotify Launch Top Charters')\n",
    "plt.figure(figsize=(12,5))\n",
    "post_spot = riaa_datetimes[(riaa_datetimes['Spotify'] == 'Post_Spotify')]\n",
    "post_spot = post_spot[post_spot['Genre'] != 'None']\n",
    "post_spot.groupby(['Genre','Format_Type'])['Title'].count().sort_values(ascending=False).head(10).plot.barh().invert_yaxis()\n",
    "plt.title('Post-Spotify Launch Top Charters')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1a17a0e828>"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxQAAAG5CAYAAAAXnnKIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a176f2cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAG5CAYAAAAJV0I7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a16280978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "pre_spot2 = riaa_datetimes[(riaa_datetimes['Napster'] == 'Pre_Napster')]\n",
    "pre_spot2 = pre_spot[pre_spot['Genre'] != 'None']\n",
    "pre_spot2.groupby(['Genre','Format_Type'])['Title'].count().sort_values(ascending=False).head(10).plot.bar()\n",
    "plt.title('Pre Napster Top Charters')\n",
    "plt.xlabel('Count')\n",
    "plt.figure(figsize=(12,5))\n",
    "post_spot2 = riaa_datetimes[(riaa_datetimes['Napster'] == 'Post_Napster')]\n",
    "post_spot2 = post_spot[post_spot['Genre'] != 'None']\n",
    "post_spot2.groupby(['Genre','Format_Type'])['Title'].count().sort_values(ascending=False).head(10).plot.bar()\n",
    "plt.title('Post Napster Top Charters')\n",
    "plt.xlabel('Count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAE8CAYAAADJ3ExpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a17d822b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "post_spot2 = riaa_datetimes[(riaa_datetimes['Napster'] == 'Post_Napster')]\n",
    "post_spot2 = post_spot[post_spot['Genre'] != 'None']\n",
    "post_spot2.groupby(['Media_Type','Format_Type'])['Title'].count().sort_values(ascending=False).head(10).plot.barh().invert_yaxis()\n",
    "plt.xlabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "riaa_datetimes\n",
    "riaa_datetimes.to_csv('riaa_datetimes.csv') # export for R anova testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAJXCAYAAACaB6ltAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1135b1828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "singles_ratio = riaa_datetimes[riaa_datetimes.Format_Type == 'SINGLE'].groupby('Certification_Year').count() / riaa_datetimes.groupby('Certification_Year').count()\n",
    "albums_ratio = riaa_datetimes[riaa_datetimes.Format_Type == 'ALBUM'].groupby('Certification_Year').count() / riaa_datetimes.groupby('Certification_Year').count()\n",
    "\n",
    "singles_ratio = singles_ratio['Title'].dropna()\n",
    "albums_ratio = albums_ratio['Title'].dropna()\n",
    "\n",
    "plt.figure(figsize=(14,9))\n",
    "singles_ratio.plot(label = 'Singles Percentage', lw=2)\n",
    "albums_ratio.plot(label = 'Albums Percentage', lw=2)\n",
    "plt.plot([2001, 2001], [0, 1], 'k--', lw=2, label = 'Itunes Launch')\n",
    "plt.plot([2008, 2008], [0, 1], 'g--', lw=2, label = 'Spotify Launch')\n",
    "plt.plot([1999, 1999], [0, 1], 'y--', lw=2, label = 'Napster Launch')\n",
    "plt.title('Ratio of Singles vs. Albums Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Percentage')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artist</th>\n",
       "      <th>Title</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MICHAEL JACKSON</td>\n",
       "      <td>THRILLER</td>\n",
       "      <td>33000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EAGLES</td>\n",
       "      <td>EAGLES/THEIR GREATEST HITS 1971 - 1975</td>\n",
       "      <td>29000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LED ZEPPELIN</td>\n",
       "      <td>LED ZEPPELIN IV</td>\n",
       "      <td>23000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PINK FLOYD</td>\n",
       "      <td>THE WALL</td>\n",
       "      <td>23000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BILLY JOEL</td>\n",
       "      <td>GREATEST HITS VOLUME I &amp; VOLUME II</td>\n",
       "      <td>23000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AC/DC</td>\n",
       "      <td>BACK IN BLACK</td>\n",
       "      <td>22000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GARTH BROOKS</td>\n",
       "      <td>DOUBLE LIVE</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FLEETWOOD MAC</td>\n",
       "      <td>RUMOURS</td>\n",
       "      <td>20000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SHANIA TWAIN</td>\n",
       "      <td>COME ON OVER</td>\n",
       "      <td>20000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>THE BEATLES</td>\n",
       "      <td>THE BEATLES</td>\n",
       "      <td>19000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Artist                                   Title     Sales\n",
       "0  MICHAEL JACKSON                                THRILLER  33000000\n",
       "1           EAGLES  EAGLES/THEIR GREATEST HITS 1971 - 1975  29000000\n",
       "2     LED ZEPPELIN                         LED ZEPPELIN IV  23000000\n",
       "3       PINK FLOYD                                THE WALL  23000000\n",
       "4       BILLY JOEL      GREATEST HITS VOLUME I & VOLUME II  23000000\n",
       "5            AC/DC                           BACK IN BLACK  22000000\n",
       "6     GARTH BROOKS                             DOUBLE LIVE  21000000\n",
       "7    FLEETWOOD MAC                                 RUMOURS  20000000\n",
       "8     SHANIA TWAIN                            COME ON OVER  20000000\n",
       "9      THE BEATLES                             THE BEATLES  19000000"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_ten_albums = riaa_datetimes[riaa_datetimes.Format_Type == 'ALBUM']\n",
    "top_ten_albums = top_albums.drop_duplicates('Title').sort_values('Sales', ascending = False)\n",
    "top_ten_albums = top_albums[top_albums.Media_Type == 'Standard']\n",
    "top_ten_albums.set_index(np.arange(0,len(top_albums),1), inplace = True) # resetting numerical indices\n",
    "top_ten_albums[['Artist', 'Title', 'Sales']].head(10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}