merged_and_analyzed_soundsalvation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the Total Playlist CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read the sound_salvation_fillin.csv file\n",
    "total_playlists = pd.read_csv('sound_salvation_fillin_playlists.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>7:00 AM</td>\n",
       "      <td>Katrina &amp; The Waves</td>\n",
       "      <td>River Deep, Mountain High (Bonus Track)</td>\n",
       "      <td>Katrina and the Waves 2</td>\n",
       "      <td>CGB Records</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>A rollicking take on the Ike &amp; Tina Turner/Phil Spector masterpiece.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>7:03 AM</td>\n",
       "      <td>Mott the Hoople</td>\n",
       "      <td>All the Way from Memphis</td>\n",
       "      <td>Mott (Legacy Edition)</td>\n",
       "      <td>COLUMBIA/LEGACY</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Quite simply perfect.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>7:08 AM</td>\n",
       "      <td>Van Morrison</td>\n",
       "      <td>Spanish Rose</td>\n",
       "      <td>Bang Masters</td>\n",
       "      <td>Sony</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>7:14 AM</td>\n",
       "      <td>The Easybeats</td>\n",
       "      <td>Good Times</td>\n",
       "      <td>The Best of The Easybeats</td>\n",
       "      <td>Repertoire Records</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Angus &amp; Malcolm's big brother George had one heck of a band.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7:17 AM</td>\n",
       "      <td>The Strypes</td>\n",
       "      <td>Angel Eyes</td>\n",
       "      <td>Snapshot</td>\n",
       "      <td>Universal</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I'm hoping these kids hang on to their roots as they get older (and release some more music)!</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26619</th>\n",
       "      <td>26619</td>\n",
       "      <td>9:36 AM</td>\n",
       "      <td>Doug Seegers</td>\n",
       "      <td>Life Is a Mystery</td>\n",
       "      <td>A Story I Got to Tell</td>\n",
       "      <td>BMG Rights Mgmt Scandinavia AB</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>67-year-old singer/songwriter who has just released his very fine second album.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26620</th>\n",
       "      <td>26620</td>\n",
       "      <td>9:41 AM</td>\n",
       "      <td>Justin Townes Earle</td>\n",
       "      <td>Say Baby</td>\n",
       "      <td>The Saint of Lost Causes</td>\n",
       "      <td>New West Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>The younger Mr. Earle has assembled an impressive string of quality albums now.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26621</th>\n",
       "      <td>26621</td>\n",
       "      <td>9:45 AM</td>\n",
       "      <td>Stray Cats</td>\n",
       "      <td>When Nothing's Going Right</td>\n",
       "      <td>40</td>\n",
       "      <td>Surfdog Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>It's nice to have the boys back together again.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26622</th>\n",
       "      <td>26622</td>\n",
       "      <td>9:49 AM</td>\n",
       "      <td>Shuggie Otis</td>\n",
       "      <td>Doin' What's Right</td>\n",
       "      <td>Inspiration Information / Wings of Love</td>\n",
       "      <td>Epic/Legacy</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26623</th>\n",
       "      <td>26623</td>\n",
       "      <td>9:52 AM</td>\n",
       "      <td>George Benson</td>\n",
       "      <td>Rockin' Chair</td>\n",
       "      <td>Walking to New Orleans</td>\n",
       "      <td>Provogue Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26624 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0     time               artist  \\\n",
       "0      0           7:00 AM  Katrina & The Waves   \n",
       "1      1           7:03 AM  Mott the Hoople       \n",
       "2      2           7:08 AM  Van Morrison          \n",
       "3      3           7:14 AM  The Easybeats         \n",
       "4      4           7:17 AM  The Strypes           \n",
       "...   ..               ...          ...           \n",
       "26619  26619       9:36 AM  Doug Seegers          \n",
       "26620  26620       9:41 AM  Justin Townes Earle   \n",
       "26621  26621       9:45 AM  Stray Cats            \n",
       "26622  26622       9:49 AM  Shuggie Otis          \n",
       "26623  26623       9:52 AM  George Benson         \n",
       "\n",
       "                                          song  \\\n",
       "0      River Deep, Mountain High (Bonus Track)   \n",
       "1      All the Way from Memphis                  \n",
       "2      Spanish Rose                              \n",
       "3      Good Times                                \n",
       "4      Angel Eyes                                \n",
       "...           ...                                \n",
       "26619  Life Is a Mystery                         \n",
       "26620  Say Baby                                  \n",
       "26621  When Nothing's Going Right                \n",
       "26622  Doin' What's Right                        \n",
       "26623  Rockin' Chair                             \n",
       "\n",
       "                                         album  \\\n",
       "0      Katrina and the Waves 2                   \n",
       "1      Mott (Legacy Edition)                     \n",
       "2      Bang Masters                              \n",
       "3      The Best of The Easybeats                 \n",
       "4      Snapshot                                  \n",
       "...         ...                                  \n",
       "26619  A Story I Got to Tell                     \n",
       "26620  The Saint of Lost Causes                  \n",
       "26621  40                                        \n",
       "26622  Inspiration Information / Wings of Love   \n",
       "26623  Walking to New Orleans                    \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "0      CGB Records                     1985.0       \n",
       "1      COLUMBIA/LEGACY                 1973.0       \n",
       "2      Sony                            1991.0       \n",
       "3      Repertoire Records              2005.0       \n",
       "4      Universal                       2014.0       \n",
       "...          ...                          ...       \n",
       "26619  BMG Rights Mgmt Scandinavia AB  2019.0       \n",
       "26620  New West Records                2019.0       \n",
       "26621  Surfdog Records                 2019.0       \n",
       "26622  Epic/Legacy                     2013.0       \n",
       "26623  Provogue Records                2019.0       \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "0      A rollicking take on the Ike & Tina Turner/Phil Spector masterpiece.                                                                     \n",
       "1      Quite simply perfect.                                                                                                                    \n",
       "2      Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.   \n",
       "3      Angus & Malcolm's big brother George had one heck of a band.                                                                             \n",
       "4      I'm hoping these kids hang on to their roots as they get older (and release some more music)!                                            \n",
       "...                                                                                              ...                                            \n",
       "26619  67-year-old singer/songwriter who has just released his very fine second album.                                                          \n",
       "26620  The younger Mr. Earle has assembled an impressive string of quality albums now.                                                          \n",
       "26621  It's nice to have the boys back together again.                                                                                          \n",
       "26622  From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.                               \n",
       "26623  Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?                                                          \n",
       "\n",
       "                                                          url  \n",
       "0      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  \n",
       "1      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  \n",
       "2      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  \n",
       "3      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  \n",
       "4      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  \n",
       "...                                                       ...  \n",
       "26619  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  \n",
       "26620  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  \n",
       "26621  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  \n",
       "26622  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  \n",
       "26623  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  \n",
       "\n",
       "[26624 rows x 9 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_playlists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the Date and DJ CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "dd_df = pd.read_csv('date_and_dj_df.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/16451085/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/16424558/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/16398320/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/16372205/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/16346134/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-08-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>651</th>\n",
       "      <td>651</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5409969/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>652</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410206/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>653</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410428/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>654</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410671/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>655</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410893/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-07-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>656 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                                      url  \\\n",
       "0    0           https://spinitron.com//KDHX/pl/16451085/Sound-Salvation   \n",
       "1    1           https://spinitron.com//KDHX/pl/16424558/Sound-Salvation   \n",
       "2    2           https://spinitron.com//KDHX/pl/16398320/Sound-Salvation   \n",
       "3    3           https://spinitron.com//KDHX/pl/16372205/Sound-Salvation   \n",
       "4    4           https://spinitron.com//KDHX/pl/16346134/Sound-Salvation   \n",
       "..  ..                                                               ...   \n",
       "651  651         https://spinitron.com//KDHX/pl/5409969/Sound-Salvation    \n",
       "652  652         https://spinitron.com//KDHX/pl/5410206/Sound-Salvation    \n",
       "653  653         https://spinitron.com//KDHX/pl/5410428/Sound-Salvation    \n",
       "654  654         https://spinitron.com//KDHX/pl/5410671/Sound-Salvation    \n",
       "655  655         https://spinitron.com//KDHX/pl/5410893/Sound-Salvation    \n",
       "\n",
       "             dj        date  \n",
       "0    Steve Pick  2022-09-23  \n",
       "1    Steve Pick  2022-09-16  \n",
       "2    Steve Pick  2022-09-09  \n",
       "3    Steve Pick  2022-09-02  \n",
       "4    Steve Pick  2022-08-26  \n",
       "..          ...         ...  \n",
       "651  Steve Pick  2010-08-27  \n",
       "652  Steve Pick  2010-08-20  \n",
       "653  Steve Pick  2010-08-13  \n",
       "654  Steve Pick  2010-08-06  \n",
       "655  Steve Pick  2010-07-30  \n",
       "\n",
       "[656 rows x 4 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop the unnamed column in dd_df\n",
    "dd_df = dd_df.drop(columns=['Unnamed: 0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>dj</th>\n",
       "      <th>date</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/16451085/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-23</td>\n",
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       "      <td>2022-09-16</td>\n",
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       "      <th>2</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/16398320/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-09</td>\n",
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       "      <td>https://spinitron.com//KDHX/pl/16372205/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-09-02</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/16346134/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2022-08-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/5409969/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410206/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410428/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410671/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>https://spinitron.com//KDHX/pl/5410893/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2010-07-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>656 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         url          dj  \\\n",
       "0    https://spinitron.com//KDHX/pl/16451085/Sound-Salvation  Steve Pick   \n",
       "1    https://spinitron.com//KDHX/pl/16424558/Sound-Salvation  Steve Pick   \n",
       "2    https://spinitron.com//KDHX/pl/16398320/Sound-Salvation  Steve Pick   \n",
       "3    https://spinitron.com//KDHX/pl/16372205/Sound-Salvation  Steve Pick   \n",
       "4    https://spinitron.com//KDHX/pl/16346134/Sound-Salvation  Steve Pick   \n",
       "..                                                       ...         ...   \n",
       "651  https://spinitron.com//KDHX/pl/5409969/Sound-Salvation   Steve Pick   \n",
       "652  https://spinitron.com//KDHX/pl/5410206/Sound-Salvation   Steve Pick   \n",
       "653  https://spinitron.com//KDHX/pl/5410428/Sound-Salvation   Steve Pick   \n",
       "654  https://spinitron.com//KDHX/pl/5410671/Sound-Salvation   Steve Pick   \n",
       "655  https://spinitron.com//KDHX/pl/5410893/Sound-Salvation   Steve Pick   \n",
       "\n",
       "           date  \n",
       "0    2022-09-23  \n",
       "1    2022-09-16  \n",
       "2    2022-09-09  \n",
       "3    2022-09-02  \n",
       "4    2022-08-26  \n",
       "..          ...  \n",
       "651  2010-08-27  \n",
       "652  2010-08-20  \n",
       "653  2010-08-13  \n",
       "654  2010-08-06  \n",
       "655  2010-07-30  \n",
       "\n",
       "[656 rows x 3 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge the two dataframes together on the URL "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "#merge the two dataframes and fill forward the dj and date columns\n",
    "merged_df = pd.merge(total_playlists, dd_df, how='left', on='url')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Unnamed: 0</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>7:00 AM</td>\n",
       "      <td>Katrina &amp; The Waves</td>\n",
       "      <td>River Deep, Mountain High (Bonus Track)</td>\n",
       "      <td>Katrina and the Waves 2</td>\n",
       "      <td>CGB Records</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>A rollicking take on the Ike &amp; Tina Turner/Phil Spector masterpiece.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
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       "      <td>Mott (Legacy Edition)</td>\n",
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       "      <td>Quite simply perfect.</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>7:08 AM</td>\n",
       "      <td>Van Morrison</td>\n",
       "      <td>Spanish Rose</td>\n",
       "      <td>Bang Masters</td>\n",
       "      <td>Sony</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2016-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>7:14 AM</td>\n",
       "      <td>The Easybeats</td>\n",
       "      <td>Good Times</td>\n",
       "      <td>The Best of The Easybeats</td>\n",
       "      <td>Repertoire Records</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Angus &amp; Malcolm's big brother George had one heck of a band.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2016-02-19</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7:17 AM</td>\n",
       "      <td>The Strypes</td>\n",
       "      <td>Angel Eyes</td>\n",
       "      <td>Snapshot</td>\n",
       "      <td>Universal</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I'm hoping these kids hang on to their roots as they get older (and release some more music)!</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2016-02-19</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>27523</th>\n",
       "      <td>26619</td>\n",
       "      <td>9:36 AM</td>\n",
       "      <td>Doug Seegers</td>\n",
       "      <td>Life Is a Mystery</td>\n",
       "      <td>A Story I Got to Tell</td>\n",
       "      <td>BMG Rights Mgmt Scandinavia AB</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>67-year-old singer/songwriter who has just released his very fine second album.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2019-08-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27524</th>\n",
       "      <td>26620</td>\n",
       "      <td>9:41 AM</td>\n",
       "      <td>Justin Townes Earle</td>\n",
       "      <td>Say Baby</td>\n",
       "      <td>The Saint of Lost Causes</td>\n",
       "      <td>New West Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>The younger Mr. Earle has assembled an impressive string of quality albums now.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2019-08-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27525</th>\n",
       "      <td>26621</td>\n",
       "      <td>9:45 AM</td>\n",
       "      <td>Stray Cats</td>\n",
       "      <td>When Nothing's Going Right</td>\n",
       "      <td>40</td>\n",
       "      <td>Surfdog Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>It's nice to have the boys back together again.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2019-08-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27526</th>\n",
       "      <td>26622</td>\n",
       "      <td>9:49 AM</td>\n",
       "      <td>Shuggie Otis</td>\n",
       "      <td>Doin' What's Right</td>\n",
       "      <td>Inspiration Information / Wings of Love</td>\n",
       "      <td>Epic/Legacy</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2019-08-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27527</th>\n",
       "      <td>26623</td>\n",
       "      <td>9:52 AM</td>\n",
       "      <td>George Benson</td>\n",
       "      <td>Rockin' Chair</td>\n",
       "      <td>Walking to New Orleans</td>\n",
       "      <td>Provogue Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "      <td>2019-08-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27528 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0     time               artist  \\\n",
       "0      0           7:00 AM  Katrina & The Waves   \n",
       "1      1           7:03 AM  Mott the Hoople       \n",
       "2      2           7:08 AM  Van Morrison          \n",
       "3      3           7:14 AM  The Easybeats         \n",
       "4      4           7:17 AM  The Strypes           \n",
       "...   ..               ...          ...           \n",
       "27523  26619       9:36 AM  Doug Seegers          \n",
       "27524  26620       9:41 AM  Justin Townes Earle   \n",
       "27525  26621       9:45 AM  Stray Cats            \n",
       "27526  26622       9:49 AM  Shuggie Otis          \n",
       "27527  26623       9:52 AM  George Benson         \n",
       "\n",
       "                                          song  \\\n",
       "0      River Deep, Mountain High (Bonus Track)   \n",
       "1      All the Way from Memphis                  \n",
       "2      Spanish Rose                              \n",
       "3      Good Times                                \n",
       "4      Angel Eyes                                \n",
       "...           ...                                \n",
       "27523  Life Is a Mystery                         \n",
       "27524  Say Baby                                  \n",
       "27525  When Nothing's Going Right                \n",
       "27526  Doin' What's Right                        \n",
       "27527  Rockin' Chair                             \n",
       "\n",
       "                                         album  \\\n",
       "0      Katrina and the Waves 2                   \n",
       "1      Mott (Legacy Edition)                     \n",
       "2      Bang Masters                              \n",
       "3      The Best of The Easybeats                 \n",
       "4      Snapshot                                  \n",
       "...         ...                                  \n",
       "27523  A Story I Got to Tell                     \n",
       "27524  The Saint of Lost Causes                  \n",
       "27525  40                                        \n",
       "27526  Inspiration Information / Wings of Love   \n",
       "27527  Walking to New Orleans                    \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "0      CGB Records                     1985.0       \n",
       "1      COLUMBIA/LEGACY                 1973.0       \n",
       "2      Sony                            1991.0       \n",
       "3      Repertoire Records              2005.0       \n",
       "4      Universal                       2014.0       \n",
       "...          ...                          ...       \n",
       "27523  BMG Rights Mgmt Scandinavia AB  2019.0       \n",
       "27524  New West Records                2019.0       \n",
       "27525  Surfdog Records                 2019.0       \n",
       "27526  Epic/Legacy                     2013.0       \n",
       "27527  Provogue Records                2019.0       \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "0      A rollicking take on the Ike & Tina Turner/Phil Spector masterpiece.                                                                     \n",
       "1      Quite simply perfect.                                                                                                                    \n",
       "2      Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.   \n",
       "3      Angus & Malcolm's big brother George had one heck of a band.                                                                             \n",
       "4      I'm hoping these kids hang on to their roots as they get older (and release some more music)!                                            \n",
       "...                                                                                              ...                                            \n",
       "27523  67-year-old singer/songwriter who has just released his very fine second album.                                                          \n",
       "27524  The younger Mr. Earle has assembled an impressive string of quality albums now.                                                          \n",
       "27525  It's nice to have the boys back together again.                                                                                          \n",
       "27526  From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.                               \n",
       "27527  Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?                                                          \n",
       "\n",
       "                                                          url          dj  \\\n",
       "0      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick   \n",
       "1      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick   \n",
       "2      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick   \n",
       "3      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick   \n",
       "4      https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick   \n",
       "...                                                       ...         ...   \n",
       "27523  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick   \n",
       "27524  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick   \n",
       "27525  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick   \n",
       "27526  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick   \n",
       "27527  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick   \n",
       "\n",
       "             date  \n",
       "0      2016-02-19  \n",
       "1      2016-02-19  \n",
       "2      2016-02-19  \n",
       "3      2016-02-19  \n",
       "4      2016-02-19  \n",
       "...           ...  \n",
       "27523  2019-08-02  \n",
       "27524  2019-08-02  \n",
       "27525  2019-08-02  \n",
       "27526  2019-08-02  \n",
       "27527  2019-08-02  \n",
       "\n",
       "[27528 rows x 11 columns]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>7:00 AM</td>\n",
       "      <td>Katrina &amp; The Waves</td>\n",
       "      <td>River Deep, Mountain High (Bonus Track)</td>\n",
       "      <td>Katrina and the Waves 2</td>\n",
       "      <td>CGB Records</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>A rollicking take on the Ike &amp; Tina Turner/Phil Spector masterpiece.</td>\n",
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       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2016-02-19</th>\n",
       "      <td>7:03 AM</td>\n",
       "      <td>Mott the Hoople</td>\n",
       "      <td>All the Way from Memphis</td>\n",
       "      <td>Mott (Legacy Edition)</td>\n",
       "      <td>COLUMBIA/LEGACY</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Quite simply perfect.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-19</th>\n",
       "      <td>7:08 AM</td>\n",
       "      <td>Van Morrison</td>\n",
       "      <td>Spanish Rose</td>\n",
       "      <td>Bang Masters</td>\n",
       "      <td>Sony</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-19</th>\n",
       "      <td>7:14 AM</td>\n",
       "      <td>The Easybeats</td>\n",
       "      <td>Good Times</td>\n",
       "      <td>The Best of The Easybeats</td>\n",
       "      <td>Repertoire Records</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Angus &amp; Malcolm's big brother George had one heck of a band.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-19</th>\n",
       "      <td>7:17 AM</td>\n",
       "      <td>The Strypes</td>\n",
       "      <td>Angel Eyes</td>\n",
       "      <td>Snapshot</td>\n",
       "      <td>Universal</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I'm hoping these kids hang on to their roots as they get older (and release some more music)!</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/5344299/Sound-Salvation</td>\n",
       "      <td>Steve Pick</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-02</th>\n",
       "      <td>9:36 AM</td>\n",
       "      <td>Doug Seegers</td>\n",
       "      <td>Life Is a Mystery</td>\n",
       "      <td>A Story I Got to Tell</td>\n",
       "      <td>BMG Rights Mgmt Scandinavia AB</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>67-year-old singer/songwriter who has just released his very fine second album.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-02</th>\n",
       "      <td>9:41 AM</td>\n",
       "      <td>Justin Townes Earle</td>\n",
       "      <td>Say Baby</td>\n",
       "      <td>The Saint of Lost Causes</td>\n",
       "      <td>New West Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>The younger Mr. Earle has assembled an impressive string of quality albums now.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-02</th>\n",
       "      <td>9:45 AM</td>\n",
       "      <td>Stray Cats</td>\n",
       "      <td>When Nothing's Going Right</td>\n",
       "      <td>40</td>\n",
       "      <td>Surfdog Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>It's nice to have the boys back together again.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-02</th>\n",
       "      <td>9:49 AM</td>\n",
       "      <td>Shuggie Otis</td>\n",
       "      <td>Doin' What's Right</td>\n",
       "      <td>Inspiration Information / Wings of Love</td>\n",
       "      <td>Epic/Legacy</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-02</th>\n",
       "      <td>9:52 AM</td>\n",
       "      <td>George Benson</td>\n",
       "      <td>Rockin' Chair</td>\n",
       "      <td>Walking to New Orleans</td>\n",
       "      <td>Provogue Records</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?</td>\n",
       "      <td>https://spinitron.com//KDHX/pl/9207064/Sound-Salvation</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27528 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               time               artist  \\\n",
       "date                                       \n",
       "2016-02-19  7:00 AM  Katrina & The Waves   \n",
       "2016-02-19  7:03 AM  Mott the Hoople       \n",
       "2016-02-19  7:08 AM  Van Morrison          \n",
       "2016-02-19  7:14 AM  The Easybeats         \n",
       "2016-02-19  7:17 AM  The Strypes           \n",
       "...             ...            ...         \n",
       "2019-08-02  9:36 AM  Doug Seegers          \n",
       "2019-08-02  9:41 AM  Justin Townes Earle   \n",
       "2019-08-02  9:45 AM  Stray Cats            \n",
       "2019-08-02  9:49 AM  Shuggie Otis          \n",
       "2019-08-02  9:52 AM  George Benson         \n",
       "\n",
       "                                               song  \\\n",
       "date                                                  \n",
       "2016-02-19  River Deep, Mountain High (Bonus Track)   \n",
       "2016-02-19  All the Way from Memphis                  \n",
       "2016-02-19  Spanish Rose                              \n",
       "2016-02-19  Good Times                                \n",
       "2016-02-19  Angel Eyes                                \n",
       "...                ...                                \n",
       "2019-08-02  Life Is a Mystery                         \n",
       "2019-08-02  Say Baby                                  \n",
       "2019-08-02  When Nothing's Going Right                \n",
       "2019-08-02  Doin' What's Right                        \n",
       "2019-08-02  Rockin' Chair                             \n",
       "\n",
       "                                              album  \\\n",
       "date                                                  \n",
       "2016-02-19  Katrina and the Waves 2                   \n",
       "2016-02-19  Mott (Legacy Edition)                     \n",
       "2016-02-19  Bang Masters                              \n",
       "2016-02-19  The Best of The Easybeats                 \n",
       "2016-02-19  Snapshot                                  \n",
       "...                               ...                 \n",
       "2019-08-02  A Story I Got to Tell                     \n",
       "2019-08-02  The Saint of Lost Causes                  \n",
       "2019-08-02  40                                        \n",
       "2019-08-02  Inspiration Information / Wings of Love   \n",
       "2019-08-02  Walking to New Orleans                    \n",
       "\n",
       "                               album_label  album_year  \\\n",
       "date                                                     \n",
       "2016-02-19  CGB Records                     1985.0       \n",
       "2016-02-19  COLUMBIA/LEGACY                 1973.0       \n",
       "2016-02-19  Sony                            1991.0       \n",
       "2016-02-19  Repertoire Records              2005.0       \n",
       "2016-02-19  Universal                       2014.0       \n",
       "...                        ...                 ...       \n",
       "2019-08-02  BMG Rights Mgmt Scandinavia AB  2019.0       \n",
       "2019-08-02  New West Records                2019.0       \n",
       "2019-08-02  Surfdog Records                 2019.0       \n",
       "2019-08-02  Epic/Legacy                     2013.0       \n",
       "2019-08-02  Provogue Records                2019.0       \n",
       "\n",
       "                                                                                                                                              note  \\\n",
       "date                                                                                                                                                 \n",
       "2016-02-19  A rollicking take on the Ike & Tina Turner/Phil Spector masterpiece.                                                                     \n",
       "2016-02-19  Quite simply perfect.                                                                                                                    \n",
       "2016-02-19  Van's brief foray at Bang did a lot more than give a record for every bar band in America to play 50 to 100 times a year for 50 years.   \n",
       "2016-02-19  Angus & Malcolm's big brother George had one heck of a band.                                                                             \n",
       "2016-02-19  I'm hoping these kids hang on to their roots as they get older (and release some more music)!                                            \n",
       "...                                                                  ...                                                                             \n",
       "2019-08-02  67-year-old singer/songwriter who has just released his very fine second album.                                                          \n",
       "2019-08-02  The younger Mr. Earle has assembled an impressive string of quality albums now.                                                          \n",
       "2019-08-02  It's nice to have the boys back together again.                                                                                          \n",
       "2019-08-02  From his second album, Wings of Love, back in 1975, even less noticed than his first  one back in the day.                               \n",
       "2019-08-02  Who knew George Benson had such obvious love for Fats Domino (and Chuck Berry)?                                                          \n",
       "\n",
       "                                                               url          dj  \n",
       "date                                                                            \n",
       "2016-02-19  https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick  \n",
       "2016-02-19  https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick  \n",
       "2016-02-19  https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick  \n",
       "2016-02-19  https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick  \n",
       "2016-02-19  https://spinitron.com//KDHX/pl/5344299/Sound-Salvation  Steve Pick  \n",
       "...                                                            ...         ...  \n",
       "2019-08-02  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick  \n",
       "2019-08-02  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick  \n",
       "2019-08-02  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick  \n",
       "2019-08-02  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick  \n",
       "2019-08-02  https://spinitron.com//KDHX/pl/9207064/Sound-Salvation  Steve Pick  \n",
       "\n",
       "[27528 rows x 9 columns]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop the unnamed column in merged_df\n",
    "merged_df = merged_df.drop(columns=['Unnamed: 0'])\n",
    "#index the merged_df by the date column\n",
    "merged_df = merged_df.set_index('date')\n",
    "\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Order the merged dataframe by date and drop the URL column "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/01/b5w6t3996v71hp8wcy50d00m0000gn/T/ipykernel_68423/3449541563.py:11: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n",
      "  pd.set_option('display.max_colwidth', -1)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>dj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>8:06 AM</td>\n",
       "      <td>The Strikers</td>\n",
       "      <td>Kick Around</td>\n",
       "      <td>Test Patterns</td>\n",
       "      <td>Hi-Test / BDR</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this &amp; the Welders.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:06 AM</td>\n",
       "      <td>Tim O'Brien</td>\n",
       "      <td>No Way to Stop the Flow</td>\n",
       "      <td>Chicken and Egg</td>\n",
       "      <td>Howdy Skies</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Just a few months back, this guy was playing in Mark Knopfler's band.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:08 AM</td>\n",
       "      <td>S.G. Goodman</td>\n",
       "      <td>Heart Swell</td>\n",
       "      <td>Teeth Marks</td>\n",
       "      <td>Verve Forecast</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>The world is crawling with talented young singer-songwriters these days.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:12 AM</td>\n",
       "      <td>Lynn Anderson</td>\n",
       "      <td>Tomorrow Never Comes</td>\n",
       "      <td>No Love At All</td>\n",
       "      <td>Columbia Nashville Legacy</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>She really deserves more recognition as someone with a lot more than just that one hit.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>The Animals</td>\n",
       "      <td>The Fool</td>\n",
       "      <td>Before We Were So Rudely Interrupted</td>\n",
       "      <td>Secret Records</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:23 AM</td>\n",
       "      <td>Marcus King</td>\n",
       "      <td>Rescue Me</td>\n",
       "      <td>Young Blood</td>\n",
       "      <td>Republic Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Yeah, this record rocks nicely.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>9:51 AM</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>La Policía</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>Ansonia Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Wild look back at old school salsa from a modern Colombian band..</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27528 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               time                                     artist  \\\n",
       "date                                                             \n",
       "2010-07-30  8:06 AM  The Strikers                                \n",
       "2010-07-30  9:06 AM  Tim O'Brien                                 \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "...             ...            ...                               \n",
       "2022-09-23  8:08 AM  S.G. Goodman                                \n",
       "2022-09-23  8:12 AM  Lynn Anderson                               \n",
       "2022-09-23  8:15 AM  The Animals                                 \n",
       "2022-09-23  8:23 AM  Marcus King                                 \n",
       "2022-09-23  9:51 AM  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                               song  \\\n",
       "date                                  \n",
       "2010-07-30  Kick Around               \n",
       "2010-07-30  No Way to Stop the Flow   \n",
       "2010-07-30  If I Had My Way           \n",
       "2010-07-30  If I Had My Way           \n",
       "2010-07-30  If I Had My Way           \n",
       "...                     ...           \n",
       "2022-09-23  Heart Swell               \n",
       "2022-09-23  Tomorrow Never Comes      \n",
       "2022-09-23  The Fool                  \n",
       "2022-09-23  Rescue Me                 \n",
       "2022-09-23  La Policía                \n",
       "\n",
       "                                                album  \\\n",
       "date                                                    \n",
       "2010-07-30  Test Patterns                               \n",
       "2010-07-30  Chicken and Egg                             \n",
       "2010-07-30  Downtown Church                             \n",
       "2010-07-30  Downtown Church                             \n",
       "2010-07-30  Downtown Church                             \n",
       "...                     ...                             \n",
       "2022-09-23  Teeth Marks                                 \n",
       "2022-09-23  No Love At All                              \n",
       "2022-09-23  Before We Were So Rudely Interrupted        \n",
       "2022-09-23  Young Blood                                 \n",
       "2022-09-23  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "date                                                \n",
       "2010-07-30  Hi-Test / BDR              2010.0       \n",
       "2010-07-30  Howdy Skies                2010.0       \n",
       "2010-07-30  CMG                        2010.0       \n",
       "2010-07-30  CMG                        2010.0       \n",
       "2010-07-30  CMG                        2010.0       \n",
       "...         ...                           ...       \n",
       "2022-09-23  Verve Forecast             2022.0       \n",
       "2022-09-23  Columbia Nashville Legacy  1970.0       \n",
       "2022-09-23  Secret Records             2011.0       \n",
       "2022-09-23  Republic Records           2022.0       \n",
       "2022-09-23  Ansonia Records            2022.0       \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "date                                                                                                                                            \n",
       "2010-07-30  CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this & the Welders.                        \n",
       "2010-07-30  Just a few months back, this guy was playing in Mark Knopfler's band.                                                               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "...                                                                                                      ...                                    \n",
       "2022-09-23  The world is crawling with talented young singer-songwriters these days.                                                            \n",
       "2022-09-23  She really deserves more recognition as someone with a lot more than just that one hit.                                             \n",
       "2022-09-23  I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.    \n",
       "2022-09-23  Yeah, this record rocks nicely.                                                                                                     \n",
       "2022-09-23  Wild look back at old school salsa from a modern Colombian band..                                                                   \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "...                ...  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "\n",
       "[27528 rows x 8 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sort the index\n",
    "merged_df = merged_df.sort_index()\n",
    "\n",
    "#change the album year column to an integer\n",
    "# merged_df['album_year'] = merged_df['album_year'].astype(int)\n",
    "#can't do because there are NaN values\n",
    "\n",
    "#drop the URL column\n",
    "merged_df = merged_df.drop(columns=['url'])\n",
    "#print entire note column to the screen\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "\n",
    "\n",
    "\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>8:06 AM</td>\n",
       "      <td>The Strikers</td>\n",
       "      <td>Kick Around</td>\n",
       "      <td>Test Patterns</td>\n",
       "      <td>Hi-Test / BDR</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this &amp; the Welders.</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
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       "      <td>Tim O'Brien</td>\n",
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       "      <td>Chicken and Egg</td>\n",
       "      <td>Howdy Skies</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Just a few months back, this guy was playing in Mark Knopfler's band.</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
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       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
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       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
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       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:13 AM</td>\n",
       "      <td>Eric Gales</td>\n",
       "      <td>Bad Lawbreaker</td>\n",
       "      <td>Relentless</td>\n",
       "      <td>Shrapnel</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:13 AM</td>\n",
       "      <td>Eric Gales</td>\n",
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       "      <td>Shrapnel</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
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       "      <th>2010-07-30</th>\n",
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       "      <td>2010.0</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
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       "      <th>2010-07-30</th>\n",
       "      <td>9:18 AM</td>\n",
       "      <td>Bill Kirchen</td>\n",
       "      <td>Bump Wood</td>\n",
       "      <td>Word To The Wise</td>\n",
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       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
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       "      <td>Bill Kirchen</td>\n",
       "      <td>Bump Wood</td>\n",
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       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
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       "      <td>Bill Kirchen</td>\n",
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       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
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       "      <th>2010-07-30</th>\n",
       "      <td>9:22 AM</td>\n",
       "      <td>Junior Wells</td>\n",
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       "      <th>2010-07-30</th>\n",
       "      <td>9:25 AM</td>\n",
       "      <td>Christine Kittrell</td>\n",
       "      <td>Sittin' Here Drinking</td>\n",
       "      <td>Night Train to Nashville: Music City Rhythm &amp; Blues, 1945-1970</td>\n",
       "      <td>Lost Highway</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>They say it'll help you to forget.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:25 AM</td>\n",
       "      <td>Christine Kittrell</td>\n",
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       "      <td>2004.0</td>\n",
       "      <td>They say it'll help you to forget.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:25 AM</td>\n",
       "      <td>Christine Kittrell</td>\n",
       "      <td>Sittin' Here Drinking</td>\n",
       "      <td>Night Train to Nashville: Music City Rhythm &amp; Blues, 1945-1970</td>\n",
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       "      <td>They say it'll help you to forget.</td>\n",
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       "      <th>2010-07-30</th>\n",
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       "      <td>Grant Green</td>\n",
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       "      <td>1962.0</td>\n",
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       "      <td>Steve Pick</td>\n",
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       "      <th>2010-07-30</th>\n",
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       "      <td>Grant Green</td>\n",
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       "      <td>1962.0</td>\n",
       "      <td>An exceptionally enjoyable take on a different kind of standard - with a very young Herbie Hzncock on piano.</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:30 AM</td>\n",
       "      <td>Grant Green</td>\n",
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      ],
      "text/plain": [
       "               time              artist                       song  \\\n",
       "date                                                                 \n",
       "2010-07-30  8:06 AM  The Strikers        Kick Around                 \n",
       "2010-07-30  9:06 AM  Tim O'Brien         No Way to Stop the Flow     \n",
       "2010-07-30  9:09 AM  Patty Griffin       If I Had My Way             \n",
       "2010-07-30  9:09 AM  Patty Griffin       If I Had My Way             \n",
       "2010-07-30  9:09 AM  Patty Griffin       If I Had My Way             \n",
       "2010-07-30  9:13 AM  Eric Gales          Bad Lawbreaker              \n",
       "2010-07-30  9:13 AM  Eric Gales          Bad Lawbreaker              \n",
       "2010-07-30  9:13 AM  Eric Gales          Bad Lawbreaker              \n",
       "2010-07-30  9:18 AM  Bill Kirchen        Bump Wood                   \n",
       "2010-07-30  9:18 AM  Bill Kirchen        Bump Wood                   \n",
       "2010-07-30  9:18 AM  Bill Kirchen        Bump Wood                   \n",
       "2010-07-30  9:22 AM  Junior Wells        Prison Bars All Around Me   \n",
       "2010-07-30  9:22 AM  Junior Wells        Prison Bars All Around Me   \n",
       "2010-07-30  9:22 AM  Junior Wells        Prison Bars All Around Me   \n",
       "2010-07-30  9:25 AM  Christine Kittrell  Sittin' Here Drinking       \n",
       "2010-07-30  9:25 AM  Christine Kittrell  Sittin' Here Drinking       \n",
       "2010-07-30  9:25 AM  Christine Kittrell  Sittin' Here Drinking       \n",
       "2010-07-30  9:30 AM  Grant Green         Tumbling Tumbleweeds        \n",
       "2010-07-30  9:30 AM  Grant Green         Tumbling Tumbleweeds        \n",
       "2010-07-30  9:30 AM  Grant Green         Tumbling Tumbleweeds        \n",
       "\n",
       "                                                                     album  \\\n",
       "date                                                                         \n",
       "2010-07-30  Test Patterns                                                    \n",
       "2010-07-30  Chicken and Egg                                                  \n",
       "2010-07-30  Downtown Church                                                  \n",
       "2010-07-30  Downtown Church                                                  \n",
       "2010-07-30  Downtown Church                                                  \n",
       "2010-07-30  Relentless                                                       \n",
       "2010-07-30  Relentless                                                       \n",
       "2010-07-30  Relentless                                                       \n",
       "2010-07-30  Word To The Wise                                                 \n",
       "2010-07-30  Word To The Wise                                                 \n",
       "2010-07-30  Word To The Wise                                                 \n",
       "2010-07-30  Junior Wells (1957-1963)                                         \n",
       "2010-07-30  Junior Wells (1957-1963)                                         \n",
       "2010-07-30  Junior Wells (1957-1963)                                         \n",
       "2010-07-30  Night Train to Nashville: Music City Rhythm & Blues, 1945-1970   \n",
       "2010-07-30  Night Train to Nashville: Music City Rhythm & Blues, 1945-1970   \n",
       "2010-07-30  Night Train to Nashville: Music City Rhythm & Blues, 1945-1970   \n",
       "2010-07-30  Goin' West (The Rudy Van Gelder Edition Remastered)              \n",
       "2010-07-30  Goin' West (The Rudy Van Gelder Edition Remastered)              \n",
       "2010-07-30  Goin' West (The Rudy Van Gelder Edition Remastered)              \n",
       "\n",
       "              album_label  album_year  \\\n",
       "date                                    \n",
       "2010-07-30  Hi-Test / BDR  2010.0       \n",
       "2010-07-30  Howdy Skies    2010.0       \n",
       "2010-07-30  CMG            2010.0       \n",
       "2010-07-30  CMG            2010.0       \n",
       "2010-07-30  CMG            2010.0       \n",
       "2010-07-30  Shrapnel       2010.0       \n",
       "2010-07-30  Shrapnel       2010.0       \n",
       "2010-07-30  Shrapnel       2010.0       \n",
       "2010-07-30  Proper         2010.0       \n",
       "2010-07-30  Proper         2010.0       \n",
       "2010-07-30  Proper         2010.0       \n",
       "2010-07-30  Paula          1991.0       \n",
       "2010-07-30  Paula          1991.0       \n",
       "2010-07-30  Paula          1991.0       \n",
       "2010-07-30  Lost Highway   2004.0       \n",
       "2010-07-30  Lost Highway   2004.0       \n",
       "2010-07-30  Lost Highway   2004.0       \n",
       "2010-07-30  Blue Note      1962.0       \n",
       "2010-07-30  Blue Note      1962.0       \n",
       "2010-07-30  Blue Note      1962.0       \n",
       "\n",
       "                                                                                                                    note  \\\n",
       "date                                                                                                                       \n",
       "2010-07-30  CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this & the Welders.   \n",
       "2010-07-30  Just a few months back, this guy was playing in Mark Knopfler's band.                                          \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.               \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                              \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                              \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                              \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                \n",
       "2010-07-30  An early and especially powerful vocal from the great Junior Wells.                                            \n",
       "2010-07-30  An early and especially powerful vocal from the great Junior Wells.                                            \n",
       "2010-07-30  An early and especially powerful vocal from the great Junior Wells.                                            \n",
       "2010-07-30  They say it'll help you to forget.                                                                             \n",
       "2010-07-30  They say it'll help you to forget.                                                                             \n",
       "2010-07-30  They say it'll help you to forget.                                                                             \n",
       "2010-07-30  An exceptionally enjoyable take on a different kind of standard - with a very young Herbie Hzncock on piano.   \n",
       "2010-07-30  An exceptionally enjoyable take on a different kind of standard - with a very young Herbie Hzncock on piano.   \n",
       "2010-07-30  An exceptionally enjoyable take on a different kind of standard - with a very young Herbie Hzncock on piano.   \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop duplicate rows\n",
    "merged_df = merged_df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2010-07-30</th>\n",
       "      <td>8:06 AM</td>\n",
       "      <td>The Strikers</td>\n",
       "      <td>Kick Around</td>\n",
       "      <td>Test Patterns</td>\n",
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       "      <td>Chicken and Egg</td>\n",
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       "      <td>2010.0</td>\n",
       "      <td>Just a few months back, this guy was playing in Mark Knopfler's band.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:13 AM</td>\n",
       "      <td>Eric Gales</td>\n",
       "      <td>Bad Lawbreaker</td>\n",
       "      <td>Relentless</td>\n",
       "      <td>Shrapnel</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:18 AM</td>\n",
       "      <td>Bill Kirchen</td>\n",
       "      <td>Bump Wood</td>\n",
       "      <td>Word To The Wise</td>\n",
       "      <td>Proper</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
       "      <td>Steve Pick</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:08 AM</td>\n",
       "      <td>S.G. Goodman</td>\n",
       "      <td>Heart Swell</td>\n",
       "      <td>Teeth Marks</td>\n",
       "      <td>Verve Forecast</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>The world is crawling with talented young singer-songwriters these days.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:12 AM</td>\n",
       "      <td>Lynn Anderson</td>\n",
       "      <td>Tomorrow Never Comes</td>\n",
       "      <td>No Love At All</td>\n",
       "      <td>Columbia Nashville Legacy</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>She really deserves more recognition as someone with a lot more than just that one hit.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>The Animals</td>\n",
       "      <td>The Fool</td>\n",
       "      <td>Before We Were So Rudely Interrupted</td>\n",
       "      <td>Secret Records</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:23 AM</td>\n",
       "      <td>Marcus King</td>\n",
       "      <td>Rescue Me</td>\n",
       "      <td>Young Blood</td>\n",
       "      <td>Republic Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Yeah, this record rocks nicely.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>9:51 AM</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>La Policía</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>Ansonia Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Wild look back at old school salsa from a modern Colombian band..</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26617 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               time                                     artist  \\\n",
       "date                                                             \n",
       "2010-07-30  8:06 AM  The Strikers                                \n",
       "2010-07-30  9:06 AM  Tim O'Brien                                 \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "2010-07-30  9:13 AM  Eric Gales                                  \n",
       "2010-07-30  9:18 AM  Bill Kirchen                                \n",
       "...             ...         ...                                  \n",
       "2022-09-23  8:08 AM  S.G. Goodman                                \n",
       "2022-09-23  8:12 AM  Lynn Anderson                               \n",
       "2022-09-23  8:15 AM  The Animals                                 \n",
       "2022-09-23  8:23 AM  Marcus King                                 \n",
       "2022-09-23  9:51 AM  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                               song  \\\n",
       "date                                  \n",
       "2010-07-30  Kick Around               \n",
       "2010-07-30  No Way to Stop the Flow   \n",
       "2010-07-30  If I Had My Way           \n",
       "2010-07-30  Bad Lawbreaker            \n",
       "2010-07-30  Bump Wood                 \n",
       "...                    ...            \n",
       "2022-09-23  Heart Swell               \n",
       "2022-09-23  Tomorrow Never Comes      \n",
       "2022-09-23  The Fool                  \n",
       "2022-09-23  Rescue Me                 \n",
       "2022-09-23  La Policía                \n",
       "\n",
       "                                                album  \\\n",
       "date                                                    \n",
       "2010-07-30  Test Patterns                               \n",
       "2010-07-30  Chicken and Egg                             \n",
       "2010-07-30  Downtown Church                             \n",
       "2010-07-30  Relentless                                  \n",
       "2010-07-30  Word To The Wise                            \n",
       "...                ...                                  \n",
       "2022-09-23  Teeth Marks                                 \n",
       "2022-09-23  No Love At All                              \n",
       "2022-09-23  Before We Were So Rudely Interrupted        \n",
       "2022-09-23  Young Blood                                 \n",
       "2022-09-23  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "date                                                \n",
       "2010-07-30  Hi-Test / BDR              2010.0       \n",
       "2010-07-30  Howdy Skies                2010.0       \n",
       "2010-07-30  CMG                        2010.0       \n",
       "2010-07-30  Shrapnel                   2010.0       \n",
       "2010-07-30  Proper                     2010.0       \n",
       "...              ...                      ...       \n",
       "2022-09-23  Verve Forecast             2022.0       \n",
       "2022-09-23  Columbia Nashville Legacy  1970.0       \n",
       "2022-09-23  Secret Records             2011.0       \n",
       "2022-09-23  Republic Records           2022.0       \n",
       "2022-09-23  Ansonia Records            2022.0       \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "date                                                                                                                                            \n",
       "2010-07-30  CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this & the Welders.                        \n",
       "2010-07-30  Just a few months back, this guy was playing in Mark Knopfler's band.                                                               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                                                   \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                                     \n",
       "...                                       ...                                                                                                   \n",
       "2022-09-23  The world is crawling with talented young singer-songwriters these days.                                                            \n",
       "2022-09-23  She really deserves more recognition as someone with a lot more than just that one hit.                                             \n",
       "2022-09-23  I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.    \n",
       "2022-09-23  Yeah, this record rocks nicely.                                                                                                     \n",
       "2022-09-23  Wild look back at old school salsa from a modern Colombian band..                                                                   \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "...                ...  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "\n",
       "[26617 rows x 8 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time           0   \n",
       "artist         21  \n",
       "song           21  \n",
       "album          22  \n",
       "album_label    22  \n",
       "album_year     218 \n",
       "note           1552\n",
       "dj             0   \n",
       "dtype: int64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#find missing value counts\n",
    "merged_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>time</th>\n",
       "      <th>artist</th>\n",
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       "      <th>2010-07-30</th>\n",
       "      <td>8:06 AM</td>\n",
       "      <td>The Strikers</td>\n",
       "      <td>Kick Around</td>\n",
       "      <td>Test Patterns</td>\n",
       "      <td>Hi-Test / BDR</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this &amp; the Welders.</td>\n",
       "      <td>Steve Pick</td>\n",
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       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:06 AM</td>\n",
       "      <td>Tim O'Brien</td>\n",
       "      <td>No Way to Stop the Flow</td>\n",
       "      <td>Chicken and Egg</td>\n",
       "      <td>Howdy Skies</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Just a few months back, this guy was playing in Mark Knopfler's band.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:13 AM</td>\n",
       "      <td>Eric Gales</td>\n",
       "      <td>Bad Lawbreaker</td>\n",
       "      <td>Relentless</td>\n",
       "      <td>Shrapnel</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:18 AM</td>\n",
       "      <td>Bill Kirchen</td>\n",
       "      <td>Bump Wood</td>\n",
       "      <td>Word To The Wise</td>\n",
       "      <td>Proper</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
       "      <td>Steve Pick</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:08 AM</td>\n",
       "      <td>S.G. Goodman</td>\n",
       "      <td>Heart Swell</td>\n",
       "      <td>Teeth Marks</td>\n",
       "      <td>Verve Forecast</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>The world is crawling with talented young singer-songwriters these days.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:12 AM</td>\n",
       "      <td>Lynn Anderson</td>\n",
       "      <td>Tomorrow Never Comes</td>\n",
       "      <td>No Love At All</td>\n",
       "      <td>Columbia Nashville Legacy</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>She really deserves more recognition as someone with a lot more than just that one hit.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>The Animals</td>\n",
       "      <td>The Fool</td>\n",
       "      <td>Before We Were So Rudely Interrupted</td>\n",
       "      <td>Secret Records</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:23 AM</td>\n",
       "      <td>Marcus King</td>\n",
       "      <td>Rescue Me</td>\n",
       "      <td>Young Blood</td>\n",
       "      <td>Republic Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Yeah, this record rocks nicely.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>9:51 AM</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>La Policía</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>Ansonia Records</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Wild look back at old school salsa from a modern Colombian band..</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26418 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               time                                     artist  \\\n",
       "date                                                             \n",
       "2010-07-30  8:06 AM  The Strikers                                \n",
       "2010-07-30  9:06 AM  Tim O'Brien                                 \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "2010-07-30  9:13 AM  Eric Gales                                  \n",
       "2010-07-30  9:18 AM  Bill Kirchen                                \n",
       "...             ...         ...                                  \n",
       "2022-09-23  8:08 AM  S.G. Goodman                                \n",
       "2022-09-23  8:12 AM  Lynn Anderson                               \n",
       "2022-09-23  8:15 AM  The Animals                                 \n",
       "2022-09-23  8:23 AM  Marcus King                                 \n",
       "2022-09-23  9:51 AM  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                               song  \\\n",
       "date                                  \n",
       "2010-07-30  Kick Around               \n",
       "2010-07-30  No Way to Stop the Flow   \n",
       "2010-07-30  If I Had My Way           \n",
       "2010-07-30  Bad Lawbreaker            \n",
       "2010-07-30  Bump Wood                 \n",
       "...                    ...            \n",
       "2022-09-23  Heart Swell               \n",
       "2022-09-23  Tomorrow Never Comes      \n",
       "2022-09-23  The Fool                  \n",
       "2022-09-23  Rescue Me                 \n",
       "2022-09-23  La Policía                \n",
       "\n",
       "                                                album  \\\n",
       "date                                                    \n",
       "2010-07-30  Test Patterns                               \n",
       "2010-07-30  Chicken and Egg                             \n",
       "2010-07-30  Downtown Church                             \n",
       "2010-07-30  Relentless                                  \n",
       "2010-07-30  Word To The Wise                            \n",
       "...                ...                                  \n",
       "2022-09-23  Teeth Marks                                 \n",
       "2022-09-23  No Love At All                              \n",
       "2022-09-23  Before We Were So Rudely Interrupted        \n",
       "2022-09-23  Young Blood                                 \n",
       "2022-09-23  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "date                                                \n",
       "2010-07-30  Hi-Test / BDR              2010.0       \n",
       "2010-07-30  Howdy Skies                2010.0       \n",
       "2010-07-30  CMG                        2010.0       \n",
       "2010-07-30  Shrapnel                   2010.0       \n",
       "2010-07-30  Proper                     2010.0       \n",
       "...              ...                      ...       \n",
       "2022-09-23  Verve Forecast             2022.0       \n",
       "2022-09-23  Columbia Nashville Legacy  1970.0       \n",
       "2022-09-23  Secret Records             2011.0       \n",
       "2022-09-23  Republic Records           2022.0       \n",
       "2022-09-23  Ansonia Records            2022.0       \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "date                                                                                                                                            \n",
       "2010-07-30  CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this & the Welders.                        \n",
       "2010-07-30  Just a few months back, this guy was playing in Mark Knopfler's band.                                                               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                                                   \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                                     \n",
       "...                                       ...                                                                                                   \n",
       "2022-09-23  The world is crawling with talented young singer-songwriters these days.                                                            \n",
       "2022-09-23  She really deserves more recognition as someone with a lot more than just that one hit.                                             \n",
       "2022-09-23  I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.    \n",
       "2022-09-23  Yeah, this record rocks nicely.                                                                                                     \n",
       "2022-09-23  Wild look back at old school salsa from a modern Colombian band..                                                                   \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "...                ...  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "\n",
       "[26418 rows x 8 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop any row with anyone  other than steve pick in the dj column\n",
    "merged_df = merged_df[merged_df['dj'] == 'Steve Pick']\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/01/b5w6t3996v71hp8wcy50d00m0000gn/T/ipykernel_68423/1343984785.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  merged_df['album_year'] = merged_df['album_year'].astype(int)\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>dj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>8:06 AM</td>\n",
       "      <td>The Strikers</td>\n",
       "      <td>Kick Around</td>\n",
       "      <td>Test Patterns</td>\n",
       "      <td>Hi-Test / BDR</td>\n",
       "      <td>2010</td>\n",
       "      <td>CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this &amp; the Welders.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:06 AM</td>\n",
       "      <td>Tim O'Brien</td>\n",
       "      <td>No Way to Stop the Flow</td>\n",
       "      <td>Chicken and Egg</td>\n",
       "      <td>Howdy Skies</td>\n",
       "      <td>2010</td>\n",
       "      <td>Just a few months back, this guy was playing in Mark Knopfler's band.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:09 AM</td>\n",
       "      <td>Patty Griffin</td>\n",
       "      <td>If I Had My Way</td>\n",
       "      <td>Downtown Church</td>\n",
       "      <td>CMG</td>\n",
       "      <td>2010</td>\n",
       "      <td>Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:13 AM</td>\n",
       "      <td>Eric Gales</td>\n",
       "      <td>Bad Lawbreaker</td>\n",
       "      <td>Relentless</td>\n",
       "      <td>Shrapnel</td>\n",
       "      <td>2010</td>\n",
       "      <td>Heavy groove, intoxicating blues.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>9:18 AM</td>\n",
       "      <td>Bill Kirchen</td>\n",
       "      <td>Bump Wood</td>\n",
       "      <td>Word To The Wise</td>\n",
       "      <td>Proper</td>\n",
       "      <td>2010</td>\n",
       "      <td>I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.</td>\n",
       "      <td>Steve Pick</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:08 AM</td>\n",
       "      <td>S.G. Goodman</td>\n",
       "      <td>Heart Swell</td>\n",
       "      <td>Teeth Marks</td>\n",
       "      <td>Verve Forecast</td>\n",
       "      <td>2022</td>\n",
       "      <td>The world is crawling with talented young singer-songwriters these days.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:12 AM</td>\n",
       "      <td>Lynn Anderson</td>\n",
       "      <td>Tomorrow Never Comes</td>\n",
       "      <td>No Love At All</td>\n",
       "      <td>Columbia Nashville Legacy</td>\n",
       "      <td>1970</td>\n",
       "      <td>She really deserves more recognition as someone with a lot more than just that one hit.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>The Animals</td>\n",
       "      <td>The Fool</td>\n",
       "      <td>Before We Were So Rudely Interrupted</td>\n",
       "      <td>Secret Records</td>\n",
       "      <td>2011</td>\n",
       "      <td>I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>8:23 AM</td>\n",
       "      <td>Marcus King</td>\n",
       "      <td>Rescue Me</td>\n",
       "      <td>Young Blood</td>\n",
       "      <td>Republic Records</td>\n",
       "      <td>2022</td>\n",
       "      <td>Yeah, this record rocks nicely.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>9:51 AM</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>La Policía</td>\n",
       "      <td>Meridian Brothers &amp; El Grupo Renacimiento</td>\n",
       "      <td>Ansonia Records</td>\n",
       "      <td>2022</td>\n",
       "      <td>Wild look back at old school salsa from a modern Colombian band..</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26230 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               time                                     artist  \\\n",
       "date                                                             \n",
       "2010-07-30  8:06 AM  The Strikers                                \n",
       "2010-07-30  9:06 AM  Tim O'Brien                                 \n",
       "2010-07-30  9:09 AM  Patty Griffin                               \n",
       "2010-07-30  9:13 AM  Eric Gales                                  \n",
       "2010-07-30  9:18 AM  Bill Kirchen                                \n",
       "...             ...         ...                                  \n",
       "2022-09-23  8:08 AM  S.G. Goodman                                \n",
       "2022-09-23  8:12 AM  Lynn Anderson                               \n",
       "2022-09-23  8:15 AM  The Animals                                 \n",
       "2022-09-23  8:23 AM  Marcus King                                 \n",
       "2022-09-23  9:51 AM  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                               song  \\\n",
       "date                                  \n",
       "2010-07-30  Kick Around               \n",
       "2010-07-30  No Way to Stop the Flow   \n",
       "2010-07-30  If I Had My Way           \n",
       "2010-07-30  Bad Lawbreaker            \n",
       "2010-07-30  Bump Wood                 \n",
       "...                    ...            \n",
       "2022-09-23  Heart Swell               \n",
       "2022-09-23  Tomorrow Never Comes      \n",
       "2022-09-23  The Fool                  \n",
       "2022-09-23  Rescue Me                 \n",
       "2022-09-23  La Policía                \n",
       "\n",
       "                                                album  \\\n",
       "date                                                    \n",
       "2010-07-30  Test Patterns                               \n",
       "2010-07-30  Chicken and Egg                             \n",
       "2010-07-30  Downtown Church                             \n",
       "2010-07-30  Relentless                                  \n",
       "2010-07-30  Word To The Wise                            \n",
       "...                ...                                  \n",
       "2022-09-23  Teeth Marks                                 \n",
       "2022-09-23  No Love At All                              \n",
       "2022-09-23  Before We Were So Rudely Interrupted        \n",
       "2022-09-23  Young Blood                                 \n",
       "2022-09-23  Meridian Brothers & El Grupo Renacimiento   \n",
       "\n",
       "                          album_label  album_year  \\\n",
       "date                                                \n",
       "2010-07-30  Hi-Test / BDR              2010         \n",
       "2010-07-30  Howdy Skies                2010         \n",
       "2010-07-30  CMG                        2010         \n",
       "2010-07-30  Shrapnel                   2010         \n",
       "2010-07-30  Proper                     2010         \n",
       "...              ...                    ...         \n",
       "2022-09-23  Verve Forecast             2022         \n",
       "2022-09-23  Columbia Nashville Legacy  1970         \n",
       "2022-09-23  Secret Records             2011         \n",
       "2022-09-23  Republic Records           2022         \n",
       "2022-09-23  Ansonia Records            2022         \n",
       "\n",
       "                                                                                                                                         note  \\\n",
       "date                                                                                                                                            \n",
       "2010-07-30  CD reissue of classic St. Louis new wave comp from 1981 - party tomorrow at Tap Room for this & the Welders.                        \n",
       "2010-07-30  Just a few months back, this guy was playing in Mark Knopfler's band.                                                               \n",
       "2010-07-30  Magnificent gospel number - Buddy Miller's rumbling guitar threatens to tear that building down.                                    \n",
       "2010-07-30  Heavy groove, intoxicating blues.                                                                                                   \n",
       "2010-07-30  I like all the guest stars, but I kinda wish he had a whole album of this sort of thing in him.                                     \n",
       "...                                       ...                                                                                                   \n",
       "2022-09-23  The world is crawling with talented young singer-songwriters these days.                                                            \n",
       "2022-09-23  She really deserves more recognition as someone with a lot more than just that one hit.                                             \n",
       "2022-09-23  I can't count the number of times I used to see this album in cut-out bins. Why did I never buy it? It's pretty dang good stuff.    \n",
       "2022-09-23  Yeah, this record rocks nicely.                                                                                                     \n",
       "2022-09-23  Wild look back at old school salsa from a modern Colombian band..                                                                   \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "2010-07-30  Steve Pick  \n",
       "...                ...  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "2022-09-23  Steve Pick  \n",
       "\n",
       "[26230 rows x 8 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop the nan values in the album_year column\n",
    "merged_df = merged_df.dropna(subset=['album_year'])\n",
    "#convert the album_year column to an integer\n",
    "merged_df['album_year'] = merged_df['album_year'].astype(int)\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save the merged_df to a csv file\n",
    "merged_df.to_csv('Sound_Salvation_Final.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Graph the number of songs played by album year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df['album_year'].value_counts().sort_index().plot(kind='bar', figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 10 artists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='artist'>"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HAAAAgG+UFicPyowZvred5ZWWlqRZs0Yr3lbwLAAAAACw1hLjatBmm21WK+6KAwAAAKAYYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKEhJVVVVVU0PAQAAAPBNVLF0aWZ/uKSmx6CWKS0tSbNmjVa4rW7Bs1BLzZo1P5WVuiw1p3nzxpkxY15Nj8FazjqkNrAOqS2sRWoD65DawDpkVfOYKgAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFKSkqqqqqqaHAAAAAPg6li4rz4dzF6228zdv3jgzZsxbbednzVRaWpJmzRqtcFvdgmehlrp91J8zb8GSmh4DAAAAvpKfHvX9mh4BvhKPqQIAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAAClK3pgeorS666KK88MILWbZsWd56661ss802SZJevXrl3XffTZKcdtppX/m8EyZMyHXXXZfbb789STJ//vwcd9xx2W233XLOOeekrKwsY8aM+dzjR44cmYkTJ+aKK674Gu8KAAAAgJokxn2OCy+8MEkybdq09OrVa7lANnTo0FVyjQULFuT444/PHnvskTPPPDNJvjDEAQAAAPDNJsZ9TS+//HJ69uyZ6dOnp3v37jnttNNSUVGRQYMGZeLEiamoqEj37t1zzDHHrPD4hQsXpk+fPmnXrl1+/vOfV7/esmXLTJo0KUOHDs306dMzderUvPPOOznssMNy8sknL3eOSy+9NLNmzcrgwYNz1VVX5dlnn01paWn222+/nHrqqavx3QMAAADwdYhxX9OsWbMyfPjwzJ8/Px07dsyxxx6bsWPHJklGjRqVpUuXpnfv3mndunW+973vLXfsokWLcuKJJ+Yf//hHrr/++s+9xqRJk3LHHXdk3rx52W+//XLkkUdWb/sk1v3qV7/K+++/n6effjoPPvhgFi1alH79+mXJkiVp0KDB6nnzAAAAAHwtYtzX9IMf/CD169fPBhtskKZNm+bDDz/M+PHj88Ybb+T5559P8vHdb5MmTfpMjHvllVdy+umnZ+utt07//v1z3XXXrfAabdu2Tf369dOsWbM0adIk8+bNS5I8/fTTmT17du67777UrVs3G220URo0aJCePXtmn332yZlnninEAQAAANRCYtzXVLfu/310JSUlqaqqSkVFRfr27Zv9998/STJ79uyst956nzl21113zU9/+tMsWrQoBx98cO66664cfvjhn9nv34PaJ9dIkk033TRnnHFGLr744gwfPjx169bNvffem4kTJ+bpp59Oz549c/vtt2errbZa1W8bAAAAgP9AaU0PsCZp165d7rnnnixbtiwLFizIEUcckRdffPEz+9WrVy9Jss4662TQoEEZPHhw/vnPf670dbbZZpscdthhWWeddXLHHXfk9ddfz1FHHZXdd989Z599drbZZpu8+eabq+ptAQAAALCKuDNuFerZs2emTp2aQw45JOXl5enevXvatm37hcfsvPPOOeaYY3LGGWfkvvvu+0rXGzBgQA4//PCMHj06u+yyS7p06ZJ11lknu+22Wzp06PCfvBUAAAAAVoOSqk+efWStdvuoP2fegiU1PQYAAAB8JT896vuZMWPeajt/8+aNV+v5WTOVlpakWbNGK95W8CwAAAAAsNYS4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAAChISVVVVVVNDwEAAADwdSxdVp4P5y5abedv3rxxZsyYt9rOz5qptLQkzZo1WuG2ugXPQi01a9b8VFbqstQcf8FRG1iH1AbWIbWFtUhtYB0CayKPqQIAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEFKqqqqqmp6CAAAAPi0yvLKzJqzoKbHYC3XvHnjzJgxr6bH4BumtLQkzZo1WuG2ugXPQi015ffPp3zekpoeAwAAoNq2J+9V0yMArHIeUwUAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFKRuTQ9QtIsuuigvvPBCli1blrfeeivbbLNNkqRXr1559913kySnnXbaVz7vhAkTctJJJ2WLLbZIVVVVli1blp49e+YnP/nJ15rziSeeyJQpU3Lsscdm6NChX3suAAAAAGqPtS7GXXjhhUmSadOmpVevXhkzZkz1tk+i19fVunXr3H777UmS+fPnp3Pnztlzzz2z7bbbfuVzvfrqq//RLAAAAADUPmtdjPsyL7/8cnr27Jnp06ene/fuOe2001JRUZFBgwZl4sSJqaioSPfu3XPMMcd84XmWLFmSOnXqpHHjxtXnvfzyy7N48eI0bdo0F110UTbffPNMnDgxQ4YMyeLFi/PRRx+lX79++c53vpPhw4cnSTbZZJPlzvv000/n2muvTXl5eTbbbLNccskladq0aa688so8++yzKS0tzX777ZdTTz11tXw+AAAAAHx9YtynzJo1K8OHD8/8+fPTsWPHHHvssRk7dmySZNSoUVm6dGl69+6d1q1b53vf+95yx7766qspKytLZWVl3nrrrXTq1CktWrTI0qVL079//9x4443ZZJNN8swzz+T888/P7373u/z+97/PwIEDs80222T8+PG57LLLMnbs2PTs2TNJ0qNHj+o79mbPnp2rr746//u//5v1118/w4cPz1VXXZWf/vSnefrpp/Pggw9m0aJF6devX5YsWZIGDRoU++EBAAAA8IXEuE/5wQ9+kPr162eDDTZI06ZN8+GHH2b8+PF544038vzzzydJFi5cmEmTJn0mxn36MdXjjz8+N910U/bZZ5+8/fbbOfnkk6v3nT9/fpJk8ODBeeKJJ/LII4/kpZdeyoIFCz53tpdeeinvvfdeevXqlSSprKzM+uuvn4022igNGjRIz549s88+++TMM88U4gAAAABqITHuU+rW/b+PpKSkJFVVVamoqEjfvn2z//77J/n4DrX11lvvC8/TqFGjdOrUKc8991z22muvbLbZZtXfT1dRUZGZM2cmSY444oi0bds2bdu2Tfv27XPmmWd+7jkrKiqy22675cYbb0zy8aOwCxYsSN26dXPvvfdm4sSJefrpp9OzZ8/cfvvt2Wqrrf6jzwIAAACAVau0pgf4JmjXrl3uueeeLFu2LAsWLMgRRxyRF1988QuPqaioyMSJE9OqVatsvfXW+fDDD/OXv/wlSTJixIiceeaZmTt3bqZMmZLTTz89HTp0yOOPP56KiookSZ06dVJeXr7cOXfeeee8+OKLefPNN5MkN9xwQwYNGpTXX389Rx11VHbfffecffbZ2Wabbar3AQAAAKD2cGfcSujZs2emTp2aQw45JOXl5enevXvatm37mf0++c64kpKSlJeXp2XLljnhhBNSv379XHPNNbn00kuzZMmSNGrUKFdeeWWaNGmSQw89NJ07d07dunXTrl27LF68OAsXLqwOaxtuuGH1+Zs3b57LLrssP//5z1NZWZmNNtoogwcPTtOmTbPLLrukS5cuWWeddbLbbrulQ4cORX5EAAAAAKyEkqqqqqqaHoKaN+X3z6d83pKaHgMAAKDatifvlRkz5tX0GKzlmjdvbB3ylZWWlqRZs0Yr3lbwLAAAAACw1hLjAAAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFqVvTA1A7fOeodjU9AgAAwHIqyytregSAVU6MI0kya9b8VFZW1fQYrMWaN2+cGTPm1fQYrOWsQ2oD65DawlqkNmjevHFNjwCwynlMFQAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAAClK3pgegdmjWrFFNjwBp3rxxTY8A1iG1gnVIbWEtsrotK1+SuXOW1vQYAIUS40iSjPxbvyxYOqumxwAAANYiR7e9KYkYB6xdPKYKAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAAChI3aIudNFFF+WFF17IsmXL8tZbb2WbbbZJkvTq1SvvvvtukuS00077yuedNm1aDjzwwOrzVVZWZsGCBTn44IPzs5/97AuP69WrV8aNG5dzzjkne+yxR/bcc8/0798/N99889d4h8u74447cs8996SqqiolJSU59thjc/DBBydJ+vXrl1NPPTWbbrrpf3wdAAAAAL45CotxF154YZL/i2Bjxoyp3jZ06ND/6NwtWrRY7nzTp0/PAQcckM6dO1dHupWx0UYbrZIQ99JLL+Xee+/N3XffnYYNG2bWrFnp0aNHdthhh+ywww6ZMGFCTjnllP/4OgAAAAB8sxQW477Myy+/nJ49e2b69Onp3r17TjvttFRUVGTQoEGZOHFiKioq0r179xxzzDFfeq4ZM2akqqoq6623XpLkxhtvzP333586depkzz33TN++fVd43KfvlmvUqFFee+21TJ8+Paecckp69OiRefPm5ayzzspbb72VzTffPO+//36uu+66bLbZZp+5/qJFi9KwYcM0a9Ys1157bZo2bZqbbropH3zwQfr06ZM77rgjU6dOzaWXXpolS5akadOmufjii7Plllvm6KOPTps2bfLXv/41s2fPTv/+/bPXXntl5syZueCCC/L++++npKQkv/zlL/Pf//3fGT9+fAYPHpwkWX/99XP11Vdngw02+M//YAAAAABYZWpNjJs1a1aGDx+e+fPnp2PHjjn22GMzduzYJMmoUaOydOnS9O7dO61bt873vve95Y794IMPUlZWliVLlmTOnDlp06ZNrrvuumy88cZ56qmnMm7cuIwYMSL16tXLaaedluHDh2evvfb60pnef//93HnnnfnHP/6RXr16pUePHrn++uuz1VZb5Te/+U1eeeWV/PjHP/7McR06dMjIkSPzgx/8ILvsskvatm2bsrKybLTRRunTp0+GDx+em266Keutt15+8Ytf5Ne//nV22mmnPPzww/nFL36RESNGJEmWLVuWu+++O+PGjcs111yTvfbaK5deeml69OiRfffdNx988EGOOOKIjB49OjfccEMGDBiQnXbaKTfffHNef/31fP/7318FfzIAAAAArCq15hc4/OAHP0j9+vWzwQYbpGnTpvnwww8zfvz4jBs3LmVlZTnssMPy/vvvZ9KkSZ859pPHVB966KGUlZWlqqoqe+65Z5Lk+eefT+fOnbPOOuukbt266dGjR8aPH79SM+25554pKSnJ9ttvn7lz5yZJnn322ZSVlSVJ2rRpk+233/4zx9WvXz833HBDHnzwwXTq1CmvvfZaunXrlhdffHG5/aZMmZJvfetb2WmnnZIknTp1yltvvZV58+ZVfyZJst1221Vf/7nnnsu1116bsrKynHDCCSkvL8/bb7+dfffdN6eeemouvvjitGrVSogDAAAAqIVqzZ1xdev+3yglJSWpqqpKRUVF+vbtm/333z9JMnv27OpHT1ektLQ0Z511Vg4++OAMGzYsJ5xwQiorKz+zX3l5+UrN1KBBg+p5PlGnTp1UVVV94XGjR4/ORhttlPbt22fLLbfMkUcemSFDhmTMmDHZZZddqvdb0WyfvO/Pu35lZWVuu+22NGnSJMnHdwU2a9Ys3/3ud7PPPvvkiSeeyODBg/Pyyy/n5JNPXqn3CQAAAEAxas2dcSvSrl273HPPPVm2bFkWLFiQI4444jN3l31a3bp1c9ZZZ+WGG27IjBkz0q5duzz44INZvHhxysvLM2LEiLRr1+5rz9S+ffvqx2cnTZqUyZMnLxfLkqSioiJXX311Zs+enSRZunRpJk+enFatWiX5OOhVVFRk6623zty5c/Pyyy8nSR566KFssskm1aFtRdq1a5c777wzSfLPf/4zXbt2zaJFi3LYYYdlwYIFOeaYY3LMMcfk9ddf/9rvEQAAAIDVo9bcGbciPXv2zNSpU3PIIYekvLw83bt3T9u2bb/0uA4dOmTXXXfNNddck4EDB+aNN95Ijx49Ul5enu9///s56qij8v7773+tmU455ZT069cvXbt2zRZbbJENN9wwDRs2XG6fHj16ZM6cOTn88MNTWvpx7+zcuXMOPfTQJMnee++dPn365JZbbsmQIUNyySWXZNGiRVl//fUzZMiQL7x+//79c8EFF6Rr165JkkGDBqVRo0b5xS9+kXPOOSd169bNuuuum4EDB36t9wcAAADA6lNS9WXPXLKcMWPGZLPNNst//dd/5d13381RRx2VP/7xj9XR7Ztq5N/6ZcHSWTU9BgAAsBY5uu1NmTFj3udub9688RduhyJYh3wdpaUladas0Qq31eo742qjrbfeOhdeeGEqKytTWlqaiy+++Bsf4gAAAAAohhj3FbVp0yYjR46s6TEAAAAA+AZySxcAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABRkpWLcueee+5nXfvazn63yYQAAAABgTVb3izZeeOGFmT59ev76179m9uzZ1a+Xl5fn7bffXu3DAQAAAMCa5Atj3KGHHprJkydn0qRJOeCAA6pfr1OnTnbZZZfVPRsAAAAArFG+MMa1adMmbdq0yX//939n4403TpIsXbo0M2fOzCabbFLIgAAAAACwplip74x75ZVXcskll2T+/Pk58MADU1ZWlttuu211zwYAAAAAa5SSqqqqqi/b6dBDD82ll16a1157LX/6059y8cUXp1evXhk5cmQRMwIAALAGWla+JHPnLP3c7c2bN86MGfMKnAg+yzrk6ygtLUmzZo1WuO0LH1P9RFVVVVq2bJmbb745HTp0SKNGjbISDY9vkFmz5qey0p8pNcdfcNQG1iG1gXVIbWEtAsDqsVKPqZaWluahhx7Kn/70p+y555556qmnUlJSsrpnAwAAAIA1ykrFuLPPPjv33HNPzjjjjDRv3jy/+c1vct55563u2QAAAABgjbJSj6l+73vfy+9+97vqn4cPH7665gEAAACANdYXxrjTTz8911xzTbp27brC7WPHjl0tQwEAAADAmugLY9wJJ5yQJDn//PMLGQYAAAAA1mRfGONat26dJBk9enQuu+yy5bb97Gc/yx577LH6JgMAAACANcwXxrgLL7ww06dPz1//+tfMnj27+vXy8vK8/fbbq304AAAAAFiTfGGMO/TQQzN58uRMmjQpBxxwQPXrderUyS677LK6ZwMAAACANcoXxrg2bdqkTZs2eeGFF3LIIYcUNRMAAAAArJG+MMZ94qWXXlrdc1DDmjVrVNMjQJo3b1zTI4B1SK1gHVJbWIt8mYryJZk9Z2lNjwHwjbJSMW6zzTbLcccdl9122y3rrbde9evHHnvsahuMYk1/8ZhULP2gpscAAAC+QTbZ46EkYhzAV7FSMa5JkyZJknfeeaf6taqqqtUyEAAAAACsqVYqxh122GG56aabsmjRolRWVqaysnK5MAcAAAAAfLnSldnp/PPPz2677Zb58+enW7duady4cfbff//VPRsAAAAArFFW6s64kpKS9OnTJ3PmzMnWW2+drl27pkePHqt7NgAAAABYo6zUnXGf/NKGLbbYIpMnT07Dhg1TWrpShwIAAAAA/7+VujNup512ys9//vOcfvrpOfHEEzNlypTUrbtShwIAAAAA/7+Vur3t3HPPzTHHHJOtttoq5557biorK3P11Vev7tkAAAAAYI2y0t8Zt8suuyRJ9t577+y9996rcSQAAAAAWDP54jcAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQdbIGDdt2rS0bt06ZWVly/1zxx13JElatmz5hceXlZWt9LWWLl2aIUOGpGvXrikrK8uPfvSjPPfcc19r7ieeeCK33nrrF+4zcuTInHPOOUmSjh07Ztq0aV/rWgAAAAAUr25ND7C6tGjRImPGjPlax36V4/r165f69evnvvvuS4MGDTJp0qQcd9xxue2227Ltttt+peu++uqrX3VUAAAAAL5B1tgY92XKy8uz9957Z/To0dlwww0zd+7cdOnSJU888URat26dSZMmZfz48Rk8eHCSZP3118/VV1+dDTbYoPocU6dOzWOPPZYJEyakQYMGST6+6+5Xv/pVGjZsmCQZMWJEbr311pSUlGTHHXfM+eefn/r16+fcc8/N5MmTkyRHHHFEdttttwwfPjxJsskmm+TAAw/MxRdfnMmTJ6eioiInnHBCunTpssL3UllZmcsuuyzjx49PSUlJunXrlj59+qy2zw4AAACAr2eNjXEffPDBZx43HTRoUPUjqnXr1s2BBx6YRx55JEcddVQee+yx/PCHP0y9evWq97/hhhsyYMCA7LTTTrn55pvz+uuv5/vf/3719jfeeCPf+c53su666y53nbZt2yZJJk2alBtvvDH33HNPmjZtmosuuijXXXdd9tlnn3z44YcZPXp0pk+fnquvvjo/+tGP0rNnzyRJjx49ctVVV2XHHXfMlVdemfnz56dnz57ZeeedV/he77rrrrz33nu5//77s3Tp0hx99NHZfvvts/fee//HnyMAAAAAq84aG+NW5jHVbt265fLLL89RRx2VBx54IGecccZy2/fdd9+ceuqp2W+//bLvvvtmzz33XG57aWlp9R1xK/LnP/85++yzT5o2bZok+fGPf5x+/fqlT58+efPNN9O7d+906NAhZ5111meOfe6557J48eKMGDEiSbJw4cLqO+k+bcKECTnkkENSp06drLPOOunatWvGjx8vxgEAAADUMmtsjFsZO+20Uz788MO8/PLLmT59enbdddflth9zzDHZZ5998sQTT2Tw4MF5+eWXc/LJJ1dvb926df7f//t/Wbx4cfVjqUnyu9/9Ls2bN09lZeVy56uqqkp5eXmaNm2aBx98MM8++2yeeuqpHHLIIXnwwQeX27eysjKDBw/OjjvumCSZOXNm1l9//YwdO/Yz72NF16moqPh6HwoAAAAAq80a+dtUv4quXbvmwgsvTOfOnT+z7bDDDsuCBQtyzDHH5Jhjjsnrr7++3PZNNtkke++9dy655JIsWbIkSfL666/nlltuyXbbbZc99tgj48aNy9y5c5Mk99xzT9q2bZvHH388ffv2zd57753+/ftn3XXXzXvvvZc6deqkvLw8SdKuXbvcddddST5+5LZbt2557733Vvge2rVrl9GjR6eioiKLFi3K2LFjqx+VBQAAAKD2WGPvjFvRd8btvvvu6d+//3KvdevWLddcc02GDBnymXP84he/yDnnnJO6detm3XXXzcCBAz+zz2WXXZarrroqZWVlqV+/ftZZZ50MHjw422+/fZLkxBNPzNFHH51ly5Zlxx13zEUXXZQGDRrkscceS+fOndOgQYN069YtLVu2zEcffZSzzz47G264YU499dQMGDAgXbp0SUVFRfr27Zstttgif/nLXz4zw49//ONMmTIlZWVlWbZsWbp27Zof/vCH/8nHBwAAAMBqUFJVVVVV00NQ86a/eEwqln5Q02MAAADfIJvs8VBmzJi32s7fvHnj1Xp+WBnWIV9HaWlJmjVrtOJtBc8CAAAAAGstMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFESMAwAAAICC1K3pAagdNtrldzU9AgAA8A1TUb6kpkcA+MYR40iSzJo1P5WVVTU9Bmux5s0bZ8aMeTU9Bms565DawDqktrAWAWD18JgqAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAUpG5ND0Dt0KxZo5oeAdK8eeOaHgGsQ2oF65Dawlr8YuXlyzJnzuKaHgOAbxgxjiTJlIn3pnzJ/JoeAwAAvjG2/cGxScQ4AL4aj6kCAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQQqPcRMmTMiuu+6asrKydOvWLZ06dcptt91W6Ax33HFH9fXLysoyevTor3T89OnTc8IJJ6zSmfr165d33nlnlZ4TAAAAgNqlbk1ctHXr1rn99tuTJPPnz0/nzp2z5557Ztttt13t137ppZdy77335u67707Dhg0za9as9OjRIzvssEN22GGHlTrHRhttlJtvvnmVzjVhwoSccsopq/ScAAAAANQuNRLj/t2SJUtSp06dNG7cOEnSsWPH7LTTTnnjjTcyePDg/PznP8+4ceOSJEOHDk2SnHbaaRk7dmx+85vfpKSkJG3atMkll1ySpUuX5uKLL87kyZNTUVGRE044IV26dFnuejNmzEhVVVUWLVqUhg0bplmzZrn22mvTtGnTJEn79u3zwx/+MH/729+y3nrr5aqrrspmm232uXOdc845adSoUV577bVMnz49p5xySnr06JF58+blrLPOyltvvZXNN98877//fq677rrMnz8/F1xwQcrLy9OgQYNcfvnleeyxx/LBBx+kT58+ueOOO/L222/n8ssvz+LFi9O0adNcdNFF2XzzzTN16tQMGDAgc+fOTcOGDXP++eenVatWnzsDAAAAALVLjXxn3KuvvpqysrJ07do1HTt2zB577JEWLVpUb+/QoUMeffTRbLDBBis8fvr06bn88svzP//zP3nwwQdTUVGRp556Kr/5zW+y4447ZuTIkbnjjjty44035u23317u2A4dOmTTTTfND37wgxx11FEZOnRomjRpko022ihJMnv27Oy6664ZO3ZsOnfunIEDB37pXO+//37uvPPO/OY3v8mgQYOSJNdff3222mqrPPjggznllFPyj3/8I0ly22235dhjj83IkSPzox/9KC+++GL69OmTFi1a5Kabbsp6662X/v375+qrr86oUaNy7LHH5vzzz0+SnH322enbt29GjRqVSy65JGecccYXzgAAAABA7VIrHlM9/vjjc9NNN+XEE09Mkuy8885fePzf/va37Lbbbtl4442TJIMHD06S3HDDDVm8eHFGjBiRJFm4cGEmT56czTffvPrY+vXr54YbbsjUqVPzpz/9Kc8880yGDRuW3/3ud9lll13SoEGDHHzwwUmSQw45JL/61a+qj/28ufbcc8+UlJRk++23z9y5c5Mkzz77bK666qokSZs2bbL99tsnSfbaa69cfPHFeeaZZ9KxY8fss88+y51rypQpefvtt3PyySdXvzZ//vwsWLAgr776avr161f9+sKFCzNnzpzPnQEAAACA2qXGH1Nt1KhROnXqlOeee676tQYNGiRJSkpKUlVVVf16eXl56tatm7p166akpKT69dmzZydJKisrM3jw4Oy4445JkpkzZ2b99ddf7nqjR4/ORhttlPbt22fLLbfMkUcemSFDhmTMmDHZZZddUlpaWn3uysrK1KlT5zNzfdq/z/uJOnXqLDf7Jw488MDsuuuueeKJJ/K73/0uTz755HJ331VWVmazzTbLmDFjkiQVFRWZOXNmKisrU79+/erXk4/vhmvSpMnnzgAAAABA7VIjj6n+u4qKikycODGtWrX6zLZvfetbmTt3bmbPnp2lS5fmmWeeSfLxnWYvvvhiZsyYkSS57LLL8vjjj6ddu3a56667kiQffPBBunXrlvfee+8z17v66qurA97SpUszefLk6usvWrSo+jvqRo4cmQ4dOnyt99W+ffuMHTs2STJp0qRMnjw5JSUl+fnPf55XXnklPXv2zOmnn57XX389ycfxrqKiIltvvXU+/PDD/OUvf0mSjBgxImeeeWYaN26c73znO9Ux7tlnn82RRx75tWYDAAAAoGbUyJ1xn3xnXElJScrLy9OyZcuccMIJn9mvcePGOf7443PooYdm4403Tps2bZJ8/NtMzzvvvPTu3TuVlZXZZZdd0r179yxatCgDBgxIly5dUlFRkb59+2aLLbZY7pw9evTInDlzcvjhh6e09OMW2blz5xx66KHV+zzyyCMZMmRIWrRokSuvvPJrvcdTTjkl/fr1S9euXbPFFltkww03TMOGDXPSSSflvPPOy/XXX5969eplwIABSZK99947ffr0yS233JJrrrkml156aZYsWZJGjRpVzzB48OAMGDAgt9xyS+rVq5chQ4a4Ew4AAADgG6SkakXPUq7FWrZsmUmTJv3H5xkzZkw222yz/Nd//VfefffdHHXUUfnjH/9YHQBrmykT7035kvk1PQYAAHxjbPuDYzNjxryaHmON1rx5Y58xNc465OsoLS1Js2aNVritxr8zbk219dZb58ILL0xlZWVKS0tz8cUX19oQBwAAAEAxxLhPWRV3xSUff6/dyJEjV8m5AAAAAFgzuFULAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABSkbk0PQO3wnT0Oq+kRAADgG6W8fFlNjwDAN5AYR5Jk1qz5qaysqukxWIs1b944M2bMq+kxWMtZh9QG1iG1hbUIAKuHx1QBAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgdWt6AGqHZs0a1fQIkObNG9f0CGAdUitYh9QGFRUVNT0CAKyRxDiSJI8//ngWLVpU02MAAFBLdOnSpaZHAIA1ksdUAQAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFqVUxbsKECdl1111TVlaWbt26pVOnTrntttu+8nn69euXd955J0nSsWPHTJs2bVWPWm3o0KEZOnToajv/ynrqqafygx/8IL/85S9zzz335Ac/+EGuvPLKmh4LAAAAgH9Tt6YH+LTWrVvn9ttvT5LMnz8/nTt3zp577pltt912pc8xYcKEnHLKKatrxFrpkUceyamnnpof//jH6dWrVy6//PJ8//vfr+mxAAAAAPg3tS7G/bslS5akTp06ady4cZKP73Lbaaed8sYbb+TOO+/Mk08+mVtvvTUlJSXZcccdc/755+eOO+7IBx98kD59+uSOO+5Iklx//fV54403smjRogwaNCg777xzpk6dmgEDBmTu3Llp2LBhzj///LRq1SrnnHNO5s6dm6lTp6Zv377585//nGeffTalpaXZb7/9cuqpp67U7NOnT8+5556befPm5YMPPsghhxyS008/PVdddVWeeeaZJMm8efMyZ86c/O1vf8vDDz+cW2+9NYsXL87SpUtz2WWXZbfddsvRRx+d9ddfP5MnT86vf/3rvP/++/n1r3+dysrKbL755rn44ovzxBNP5PHHH8/48eMzY8aMvPLKK7nooovSv3//7LXXXqvnDwcAAACAr6xWPaaaJK+++mrKysrStWvXdOzYMXvssUdatGhRvb1Dhw559NFHM3PmzNx44425/fbbM3bs2Kyzzjq57rrr0qdPn7Ro0SI33XRTmjZtmiTZdtttM3r06Bx99NEZNmxYkuTss89O3759M2rUqFxyySU544wzqq/RpEmTPPzww2nZsmWefvrp3H///bnrrrvyz3/+M0uWLFmp9/HAAw+kS5cuueeeezJ27NjcdtttmT17ds4888yMGTMm9957b5o3b55LL700lZWVGT58eG688cbcf//9Of7443PTTTdVn6tly5Z59NFH06JFi1xwwQW5/vrrM3bs2Oy22265+OKLc9hhh6Vjx4752c9+llNPPTWtW7fOwIEDhTgAAACAWqbW3Rn36cdUPwlTJ554YpJk5513TpL8+c9/zj777FMd3H784x+nX79+Kzznfvvtl+TjKPfoo49mwYIFefXVV5fbf+HChZkzZ06SZKeddkqSbLTRRmnQoEF69uyZffbZJ2eeeWYaNGiwUu+jd+/eef755zNs2LBMnjw5y5Yty6JFi6q39+/fP7vvvnsOOuigJB/fvTdu3Li8+eabmThxYkpL/6+TfjLPyy+/nJ122imbbbZZ9Xv+92gHAAAAQO1W62Lcv2vUqFE6deqU5557rvq1T2JYZWXlcvtWVVWlvLx8heepU6dOkqSkpKT62Pr162fMmDHV+7z//vtp0qRJkqRhw4ZJkrp16+bee+/NxIkT8/TTT6dnz565/fbbs9VWW33p7FdccUXefvvtdOnSJfvtt1+ee+65VFVVJUmGDRuWWbNm5YorrkiSLFiwIIceemi6deuW3XffPS1btqx+xPbf5/kq7xkAAACA2qfWPab67yoqKjJx4sS0atXqM9v22GOPjBs3LnPnzk2S3HPPPWnbtm2Sj+NbRUXF5563cePG+c53vlMd45599tkceeSRn9nv9ddfz1FHHZXdd989Z599drbZZpu8+eabKzX7s88+m969e6dTp0558803M3369FRWVubpp5/Ovffem1/96lfVd79NmTIlJSUlOemkk9K2bdv84Q9/WOH8O++8c1566aXq3w579913V79nAAAAAGq/Wndn3CffGVdSUpLy8vK0bNkyJ5xwwmf222GHHXLiiSfm6KOPzrJly7LjjjvmoosuSpLsvffe6dOnT2655ZbPvc7gwYMzYMCA3HLLLalXr16GDBlSfefcJ1q1apVddtklXbp0yTrrrJPddtstHTp0+My5fvvb3+Z//ud/qn++6KKLcuKJJ+ass85Kw4YNs/HGG6d169aZNm1aLr300pSXl+eYY46pvtNt6NCh+e53v5tOnTqlpKQk3//+9/PXv/71M9fZcMMNc/HFF+fUU0/NsmXLsskmm+TSSy9duQ8WAAAAgBpXUvXJs5Os1R5//PHlvtMOAIC1W5cuXTJjxryaHoO1XPPmja1Dapx1yNdRWlqSZs0arXhbwbMAAAAAwFpLjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgdWt6AGqHfffdt6ZHAACgFqmoqKjpEQBgjSTGkSSZNWt+KiuranoM1mLNmzfOjBnzanoM1nLWIbWBdUht0bx545oeAQDWSB5TBQAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgtSt6QGoHZo1a1TTI0CaN29c0yOAdUitYB2ufkuWLctHcxfX9BgAwFpIjCNJMvDJEZmzaEFNjwEAUIirO/VKIsYBAMXzmCoAAAAAFESMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCCrPcb94x//SMuWLfPoo49Wv9axY8dMmzbtc4955ZVXct55562S63/Ztb7IyJEjs8cee6SsrGy5f1566aVVMtt/qmXLljU9AgAAAABfQd3VfYERI0bkwAMPzN13350DDjhgpY5p06ZN2rRps5onWzkdO3bMFVdcUdNjAAAAALAGWK0xbtmyZRk7dmzuuOOO9OzZM2+99Va22GKL6u0VFRUZNGhQJk6cmIqKinTv3j3HHHNMJkyYkOuuuy633357Jk6cmCFDhmTx4sX56KOP0q9fv+y3334555xz0qhRo7z22muZPn16TjnllPTo0SNz585N37598/7772ebbbbJkiVLknx8l9uoUaMyd+7c7LPPPunVq1fOO++8vPvuu6lbt27OOOOMdOjQYaXf2/vvv58zzzwzCxcuTGlpafr3759ddtklzz33XK644opUVVVlk002ydVXX5111103l112WcaPH5+SkpJ069Ytffr0yamnnpquXbtWR8ru3btn4MCBWW+99TJgwIDMnTs3DRs2zPnnn59WrVpl2rRp6du3bxYuXJidd965epZFixalf//+mTRpUkpKStK7d+8cfPDBq+YPEQAAAIBVZrXGuKeeeiqbbLJJttpqq+y33365++6707dv3+rt99xzT5Jk1KhRWbp0aXr37p3WrVsvd47f//73GThwYLbZZpuMHz8+l112Wfbbb78kHwexO++8M//4xz/Sq1ev9OjRI9dee21atWqVm2++OX/+85/z8MMPV59r+vTpeeihh1K3bt2cfvrpadeuXY499ti8/fbbOfzwwzN69OhsuOGGy11/3LhxKSsrq/65fv36uffee3Pfffdl7733zvHHH5+nn346f/3rX9OqVauceeaZGTZsWL773e/m6quvzqhRo1JaWpr33nsv999/f5YuXZqjjz4622+/fcrKyjJ27NgccMABmTJlSpYsWZJWrVqlZ8+eueCCC9KqVav885//zCmnnJJHH300l1xySbp3757DDjsso0ePzt13350kGTp0aJo2bZoHHnggs2fPzmGHHZYddtghO+yww6r9AwUAAADgP7JavzNuxIgR6dKlS5LkoIMOysiRI7N06dLq7ePHj6+OXYcddljef//9TJo0ablzDB48OJMnT87111+fW2+9NQsWLKjetueee6akpCTbb7995s6dmySZOHFiDjrooCTJ7rvvns0337x6/1atWqVu3Y/74/PPP59DDz00SbL55ptn5513XuF3wXXs2DFjxoyp/ufee+9NkrRv3z7/8z//k1/+8peZO3dujjrqqEyaNCkbbbRRvvvd7yZJfvnLX+boo4/OhAkTcsghh6ROnTpZZ5110rVr14wfPz577bVX/va3v2X+/Pl54IEH0q1btyxYsCCvvvpq+vXrl7Kysvzyl7/MwoULM2fOnEycODGdOnVKknTr1i316tX7zHvZYIMNsu+++2bixIlf548MAAAAgNVotd0ZN2vWrDzzzDN57bXX8r//+7+pqqrKRx99lD/84Q/V+1RUVKRv377Zf//9kySzZ8/OeuutlxdffLF6nyOOOCJt27ZN27Zt0759+5x55pnV2xo0aJAkKSkpqX6tpKQkVVVV1T/XqVOn+t8bNmxY/e//vs8nP1dUVKz0+/uv//qvPPjgg3nyySfz0EMPZdSoUTn77LOXm2XevHlZsGBBKisrV3it+vXrZ5999sm4cePyyCOP5Le//W0qKytTv379jBkzpnr/999/P02aNFlu7pKSkpSWlq6S9wIAAABAMVbbnXFjxoxJu3bt8vTTT2fcuHF54oknctJJJ2X48OHV+7Rr1y733HNPli1blgULFuSII45YLsTNnTs3U6ZMyemnn54OHTrk8ccf/9LI1L59++qQ9fLLL+ett95a4X7t2rXLfffdlyR5++2388ILL2SXXXZZ6fc3aNCg3H///TnkkENywQUX5PXXX89WW22VWbNm5Z///GeS5JZbbsldd92Vdu3aZfTo0amoqMiiRYsyduzYtG3bNklSVlaWW2+9NU2aNMmmm26axo0b5zvf+U71e3j22Wdz5JFHJkn++7//O/fff3+S5LHHHqv+Prx/fy+zZ8/O448/nj322GOl3wsAAAAAxVhtd8aNGjUqZ5xxxnKvHXnkkbnlllvSqFGjJEnPnj0zderUHHLIISkvL0/37t3Ttm3bTJgwIUnSpEmTHHrooencuXPq1q2bdu3aZfHixVm4cOHnXvdnP/tZzjnnnHTu3Dlbb731co+p/rvzzjsvF1xwQUaOHJkkGThwYFq0aPGZ/T79nXFJcuyxx+boo4/OL3/5y4wcOTJ16tTJlVdemQYNGmTw4ME566yzsmzZsmyxxRYZNGhQ6tevnylTpqSsrCzLli1L165d88Mf/jDJx3fYzZs3L4cffnj1+QcPHpwBAwbklltuSb169TJkyJCUlJTkggsuSN++fXP33XendevWWW+99ZIkp5xySgYMGJCuXbumoqIiJ510Unbccccv/PMBAAAAoHglVZ9+xrEW+OMf/5h77703v/3tb2t6lLXGwCdHZM6iBV++IwDAGuDqTr0yY8a8mh6jVmvevLHPiBpnHVIbWId8HaWlJWnWrNGKtxU8y5d66KGHcuGFF6Zbt241PQoAAAAArFKr7THVr+uggw6q/m2oAAAAALAmqXV3xgEAAADAmkqMAwAAAICCiHEAAAAAUBAxDgAAAAAKIsYBAAAAQEHEOAAAAAAoiBgHAAAAAAUR4wAAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFqVvTA1A79N+7R02PAABQmCXLltX0CADAWkqMI0kya9b8VFZW1fQYrMWaN2+cGTPm1fQYrOWsQ2oD6xAAYM3mMVUAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQerW9ADUDs2aNarpESDNmzeu6RHAOqRWWNvXYcXSpZn94ZKaHgMAYLUQ40iSzPz95amcN6emxwAASIuTByUR4wCANZPHVAEAAACgIGIcAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAg3+gY949//CMtW7bMo48++pWP7devX955550kSceOHTNt2rSvNcPQoUOz5557pqysrPqffv36fa1zfVrLli1XeL2hQ4cmScrKylbJdQAAAAAoRt2aHuA/MWLEiBx44IG5++67c8ABB3ylYydMmJBTTjlllczRs2fPnHbaaavkXF/FmDFjCr8mAAAAAF/fNzbGLVu2LGPHjs0dd9yRnj175q233soWW2yRjh07Zqeddsobb7yRO++8M88880xuu+22VFZWZscdd8yFF16Y2267LR988EH69OmTO+64I0ly/fXX54033siiRYsyaNCg7Lzzzpk4cWKGDBmSxYsX56OPPkq/fv2y3377rfSM7dq1S+vWrTNjxozcd999ueiiizJ58uTMnDkzLVu2zK9+9avMnDkzp556arbbbru88cYbadasWa655po0adKk+jwvvPBCzjnnnNx8883Lnb9ly5aZNGlShg4dmunTp2fq1Kl55513cthhh+Xkk09eJZ8zAAAAAKvON/Yx1aeeeiqbbLJJttpqq+y33365++67q7d16NAhjz76aGbPnp177rknw4cPz5gxY9KsWbMMGzYsffr0SYsWLXLTTTeladOmSZJtt902o0ePztFHH51hw4YlSX7/+99n4MCBGTVqVAYOHJhrrrlmhbMMHz58ucdU//WvfyVJ5syZkxNOOCFjxozJiy++mHr16uXuu+/OH/7wh8ybNy9PPfVUkuTvf/97jj322DzwwAP51re+lbFjx1af++9//3vOO++83Hjjjdlyyy0/9/OYNGlShg0blnvvvTc33XRTPvroo//sAwYAAABglfvG3hk3YsSIdOnSJUly0EEH5cwzz8zpp5+eJNl5552TfPwo6tSpU/OjH/0oycd307Vq1WqF5/vkjrdtt922+jvoBg8enCeeeCKPPPJIXnrppSxYsGCFx37RY6qfzLL77runSZMmueOOO/Kvf/0rU6ZMycKFC5MkzZo1q55ru+22y4cfflh9fO/evXPggQdm6623/sLPo23btqlfv36aNWuWJk2aZN68efnWt771hccAAAAAUKxvZIybNWtWnnnmmbz22mv53//931RVVeWjjz7KH/7whyRJgwYNkiQVFRXp1KlT+vfvnyRZsGBBKioqVnjOOnXqJElKSkqqXzviiCPStm3btG3bNu3bt8+ZZ575lWdt2LBhkuTxxx/Ptddem169eqV79+6ZM2dOqqqqlpv3k+t/8nqSXHXVVTnrrLNy2GGHZYcddvjc63zROQAAAACoHb6Rj6mOGTMm7dq1y9NPP51x48bliSeeyEknnZThw4cvt1/btm3zhz/8IbNmzUpVVVUGDBiQ2267LcnH8e3zwlySzJ07N1OmTMnpp5+eDh065PHHH//C/b/M+PHj06lTp/To0SPf+ta3MmHChJU6X/v27fPLX/4y/fv3T2Vl5de+PgAAAAA17xsZ40aNGpUjjjhiudeOPPLIvPzyy1myZEn1azvssENOPfXU/OQnP0nnzp1TWVmZPn36JEn23nvv9OnTJ2+//fYKr9GkSZMceuih6dy5czp16pQFCxZk8eLF1Y+WflWHHXZYHnzwwXTt2jWnn356dtttt0ybNm2ljj344IOz7rrr5vbbb/9a1wYAAACgdiip8jwjSWb+/vJUzptT02MAAKTFyYMyY8a8mh5jrde8eWN/DtQ465DawDrk6ygtLUmzZo1WvK3gWQAAAABgrSXGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFESMAwAAAICCiHEAAAAAUJC6NT0AtcOGR/Wr6REAAJIkFUuX1vQIAACrjRhHkmTWrPmprKyq6TFYizVv3jgzZsyr6TFYy1mH1AbWIQDAms1jqgAAAABQEDEOAAAAAAriMVWSJKWlJTU9AliH1ArWIbWBdUhtYS1SG1iH1AbWIV/VF62ZkqqqKl8UBgAAAAAF8JgqAAAAABREjAMAAACAgohxAAAAAFAQMQ4AAAAACiLGAQAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIxbi40dOzYHHXRQ9t9//9xxxx01PQ5rkeuuuy6dO3dO586dM2jQoCTJc889l65du2b//ffPkCFDanhC1iZXXnllzjnnnCTWITVj3Lhx6d69ezp16pSBAwcmsRYp3pgxY6r/br7yyiuTWIcUZ/78+enSpUumTZuW5PPX3htvvJHu3bvngAMOyHnnnZfy8vKaGpk10KfX4d13350uXbqka9eu6devX5YuXZrEOmTVEOPWUtOnT8+QIUNy5513ZvTo0bn77rvzz3/+s6bHYi3w3HPP5U9/+lNGjRqV0aNH57XXXssDDzyQc889NzfccEMeeuihvPrqq3nqqadqelTWAuPHj8+oUaOSJIsXL7YOKdzbb7+dCy+8MDfccEPuv//+vP7663nqqaesRQq1aNGiXHrppbn99tszZsyY/OUvf8m4ceOsQwrx0ksv5fDDD8+UKVOSfPHfx3379s0FF1yQRx99NFVVVbnnnntqcHLWJJ9eh2+++WaGDRuW4cOH5/77709lZWXuvPPOJNYhq4YYt5Z67rnn0q5duzRp0iTrrrtuDjjggDzyyCM1PRZrgebNm+ecc85J/fr1U69evWyzzTaZMmVKttxyy2y++eapW7duunbtaj2y2s2dOzdDhgzJSSedlCR5+eWXrUMK94c//CEHHXRQNt5449SrVy9DhgzJOuusYy1SqIqKilRWVmbRokUpLy9PeXl5GjVqZB1SiHvuuScXXnhhWrRokeTz/z5+5513snjx4uyyyy5Jku7du1uTrDKfXof169fPhRdemEaNGqWkpCTbb7993n33XeuQVaZuTQ9Azfjggw/SvHnz6p9btGiRl19+uQYnYm2x3XbbVf/7lClT8vDDD+eoo476zHqcPn16TYzHWuSCCy7IGWeckffeey/Jiv+7aB2yuk2dOjX16tXLSSedlPfeey977713tttuO2uRQjVq1Cinn356OnXqlHXWWSe77767/yZSmEsvvXS5nz9v7X369ebNm1uTrDKfXoebbrppNt100yTJ7Nmzc8cdd+Tyyy+3Dlll3Bm3lqqsrExJSUn1z1VVVcv9DKvb5MmTc9xxx+Wss87K5ptvbj1SqHvvvTff/va30759++rX/HeRmlBRUZHx48fnsssuy913352XX345b7/9trVIof7+979nxIgReeKJJ/LMM8+ktLQ0U6ZMsQ6pEZ/397G/p6kJ06dPz09+8pP06NEjbdu2tQ5ZZdwZt5baeOON85e//KX65xkzZlTfkgur21//+tf87Gc/y7nnnpvOnTtn4sSJmTFjRvV265HV7aGHHsqMGTNSVlaWDz/8MAsXLsw777yTOnXqVO9jHVKEDTfcMO3bt88GG2yQJNlvv/3yyCOPWIsU6k9/+lPat2+fZs2aJfn4sathw4ZZh9SIjTfeeIX/X/jp12fOnGlNslr9v//3/3L88cfn6KOPznHHHZfks+vTOuTrcmfcWuq///u/M378+MyePTuLFi3KY489lg4dOtT0WKwF3nvvvZxyyim56qqr0rlz5yTJzjvvnDfffDNTp05NRUVFHnjgAeuR1erWW2/NAw88kDFjxuRnP/tZOnbsmFtuucU6pHD77LNP/vSnP+Wjjz5KRUVFnnnmmRx44IHWIoXaYYcd8txzz2XhwoWpqqrKuHHj/N1Mjfm8tbfpppumQYMG+etf/5rk498AbE2yusyfPz+9e/fO6aefXh3ikliHrDLujFtLbbTRRjnjjDPSq1evLFu2LIceemh22mmnmh6LtcCwYcOyZMmSXHHFFdWv9ezZM1dccUVOO+20LFmyJHvttVcOPPDAGpyStVGDBg2sQwq388475/jjj88RRxyRZcuWZc8998zhhx+erbfe2lqkMN///vfz+uuvp3v37qlXr17atGmT0047LXvuuad1SOG+6O/jq666Kv3798/8+fOz4447plevXjU8LWuq++67LzNnzsytt96aW2+9NUnSsWPHnH766dYhq0RJVVVVVU0PAQAAAABrA4+pAgAAAEBBxDgAAAAAKIgYBwAAAAAFEeMAAAAAoCBiHAAAAAAURIwDAGCNdNxxx2X27Nk1PQYAwHLEOAAA1kjPPvtsTY8AAPAZYhwAAIW777770rlz53Tt2jW9evXKe++9l7vvvjtdunRJt27dctxxx+XNN99MkpxzzjkZNmxY9bH//nPHjh0zdOjQHHHEEdlnn33y61//OknSr1+/JMlPfvKTvPfee8W+OQCAL1C3pgcAAGDt8ve//z1XXXVVRo0alW9/+9v53e9+l2OOOSaVlZW5++67s8EGG2TkyJE55ZRT8uCDD37p+RYuXJg777wz06dPzw9/+MP06NEjl19+eUaOHJnbbrstG2ywQQHvCgBg5bgzDgCAQo0fPz7f//738+1vfztJcswxx2TffffNQQcdVB3OunfvnunTp2fatGlfer599903SbLRRhulWbNm+fDDD1ff8AAA/yExDgCAQtWpUyclJSXVPy9evDhvv/32Z/arqqpKeXl5SkpKUlVVVf36smXLltuvQYMG1f/+6X0BAGobMQ4AgEK1bds248ePzwcffJAkGT58eJ566qk89NBD1b/9dMSIEWnSpEm23HLLNG3aNK+++mqSZPr06Zk4ceJKXadOnTopLy9fPW8CAOBr8p1xAAAUqmXLlunbt2+OP/74JEnz5s3zhz/8IX/84x/zk5/8JJWVldlggw3y29/+NqWlpTn66KNz5pln5oADDshmm22Wdu3ardR1DjzwwBx99NEZOnRott9++9X5lgAAVlpJlfv4AQAAAKAQHlMFAAAAgIKIcQAAAABQEDEOAAAAAAoixgEAAABAQcQ4AAAAACiIGAcAAAAABRHjAAAAAKAgYhwAAAAAFOT/A/UIF8xCYKzFAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#set plot size \n",
    "plt.figure(figsize=(20,10))\n",
    "#make plots with seaborn\n",
    "sns.set(style=\"darkgrid\")\n",
    "#use seaborn to graph the top 10 artists\n",
    "sns.countplot(y=\"artist\", data=merged_df, order=merged_df['artist'].value_counts().iloc[:10].index, palette=\"Set2\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 10 labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df['album_label'].value_counts().head(10).plot(kind='bar', figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 10 albums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "merged_df['album'].value_counts().head(10).plot(kind='bar', figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the ten most recent times when Bruce Springsteen was the artist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>dj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-02-18</th>\n",
       "      <td>8:34 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Born to Run (Live at Madison Square Garden, New York, NY - 09/21/79)</td>\n",
       "      <td>Bruce Springsteen &amp; The E Street Band - The Legendary 1979 No Nukes Concerts</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>2021</td>\n",
       "      <td>Holy moley, this is thrilling!</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-11</th>\n",
       "      <td>8:42 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Rave On! (Live at Madison Square Garden, New York, NY - 09/21/79)</td>\n",
       "      <td>Bruce Springsteen &amp; The E Street Band - The Legendary 1979 No Nukes Concerts</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>2021</td>\n",
       "      <td>This album is essential for all Bruce fans - this Buddy Holly cover is pure joy.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-24</th>\n",
       "      <td>7:02 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Santa Claus Is Coming to Town</td>\n",
       "      <td>NOW That's What I Call Merry Christmas</td>\n",
       "      <td>NOWMerryXmas3</td>\n",
       "      <td>2018</td>\n",
       "      <td>A classic rendition of one of the first songs we all learned to sing as kids.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-17</th>\n",
       "      <td>8:27 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Thunder Road (Live at Madison Square Garden, New York, NY - 09/21/79)</td>\n",
       "      <td>Bruce Springsteen &amp; The E Street Band - The Legendary 1979 No Nukes Concerts</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>2021</td>\n",
       "      <td>Great version of a song I don't really know.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-05</th>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Badlands (Live at Madison Square Garden, New York, NY - 09/22/79)</td>\n",
       "      <td>Bruce Springsteen &amp; The E Street Band - The Legendary 1979 No Nukes Concerts</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>2021</td>\n",
       "      <td>They've released the full performance of Springsteen that day a couple months before I first saw him. This may be the most intense version of Badlands ever.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-01</th>\n",
       "      <td>7:47 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Tenth Avenue Freeze-Out</td>\n",
       "      <td>Born To Run</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>1975</td>\n",
       "      <td>I don't know what Honaloochie means, but I'll boogie to it any time.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-17</th>\n",
       "      <td>8:47 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Cynthia</td>\n",
       "      <td>Tracks</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>1998</td>\n",
       "      <td>Well, how could I resist playing this one after Springsteen?</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-09</th>\n",
       "      <td>7:48 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>The River</td>\n",
       "      <td>The River</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>1980</td>\n",
       "      <td>A song that took me a while to appreciate - now I can't imagine not loving it.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-16</th>\n",
       "      <td>8:37 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Over The Rise</td>\n",
       "      <td>Tracks</td>\n",
       "      <td>Columbia/Legacy</td>\n",
       "      <td>1998</td>\n",
       "      <td>An outtake from that time when Bruce released two albums at once - but it's actually a pretty good cut.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-26</th>\n",
       "      <td>8:52 AM</td>\n",
       "      <td>Bruce Springsteen</td>\n",
       "      <td>Somewhere North of Nashville</td>\n",
       "      <td>Western Stars</td>\n",
       "      <td>Columbia</td>\n",
       "      <td>2019</td>\n",
       "      <td>This album had some really good songs, including this little short one.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               time             artist  \\\n",
       "date                                     \n",
       "2022-02-18  8:34 AM  Bruce Springsteen   \n",
       "2022-02-11  8:42 AM  Bruce Springsteen   \n",
       "2021-12-24  7:02 AM  Bruce Springsteen   \n",
       "2021-12-17  8:27 AM  Bruce Springsteen   \n",
       "2021-11-05  8:00 AM  Bruce Springsteen   \n",
       "2021-10-01  7:47 AM  Bruce Springsteen   \n",
       "2021-09-17  8:47 AM  Bruce Springsteen   \n",
       "2021-07-09  7:48 AM  Bruce Springsteen   \n",
       "2021-04-16  8:37 AM  Bruce Springsteen   \n",
       "2021-03-26  8:52 AM  Bruce Springsteen   \n",
       "\n",
       "                                                                             song  \\\n",
       "date                                                                                \n",
       "2022-02-18  Born to Run (Live at Madison Square Garden, New York, NY - 09/21/79)    \n",
       "2022-02-11  Rave On! (Live at Madison Square Garden, New York, NY - 09/21/79)       \n",
       "2021-12-24  Santa Claus Is Coming to Town                                           \n",
       "2021-12-17  Thunder Road (Live at Madison Square Garden, New York, NY - 09/21/79)   \n",
       "2021-11-05  Badlands (Live at Madison Square Garden, New York, NY - 09/22/79)       \n",
       "2021-10-01  Tenth Avenue Freeze-Out                                                 \n",
       "2021-09-17  Cynthia                                                                 \n",
       "2021-07-09  The River                                                               \n",
       "2021-04-16  Over The Rise                                                           \n",
       "2021-03-26  Somewhere North of Nashville                                            \n",
       "\n",
       "                                                                                   album  \\\n",
       "date                                                                                       \n",
       "2022-02-18  Bruce Springsteen & The E Street Band - The Legendary 1979 No Nukes Concerts   \n",
       "2022-02-11  Bruce Springsteen & The E Street Band - The Legendary 1979 No Nukes Concerts   \n",
       "2021-12-24  NOW That's What I Call Merry Christmas                                         \n",
       "2021-12-17  Bruce Springsteen & The E Street Band - The Legendary 1979 No Nukes Concerts   \n",
       "2021-11-05  Bruce Springsteen & The E Street Band - The Legendary 1979 No Nukes Concerts   \n",
       "2021-10-01  Born To Run                                                                    \n",
       "2021-09-17  Tracks                                                                         \n",
       "2021-07-09  The River                                                                      \n",
       "2021-04-16  Tracks                                                                         \n",
       "2021-03-26  Western Stars                                                                  \n",
       "\n",
       "                album_label  album_year  \\\n",
       "date                                      \n",
       "2022-02-18  Columbia/Legacy  2021         \n",
       "2022-02-11  Columbia/Legacy  2021         \n",
       "2021-12-24  NOWMerryXmas3    2018         \n",
       "2021-12-17  Columbia/Legacy  2021         \n",
       "2021-11-05  Columbia/Legacy  2021         \n",
       "2021-10-01  Columbia         1975         \n",
       "2021-09-17  Columbia/Legacy  1998         \n",
       "2021-07-09  Columbia         1980         \n",
       "2021-04-16  Columbia/Legacy  1998         \n",
       "2021-03-26  Columbia         2019         \n",
       "\n",
       "                                                                                                                                                                     note  \\\n",
       "date                                                                                                                                                                        \n",
       "2022-02-18  Holy moley, this is thrilling!                                                                                                                                  \n",
       "2022-02-11  This album is essential for all Bruce fans - this Buddy Holly cover is pure joy.                                                                                \n",
       "2021-12-24  A classic rendition of one of the first songs we all learned to sing as kids.                                                                                   \n",
       "2021-12-17  Great version of a song I don't really know.                                                                                                                    \n",
       "2021-11-05  They've released the full performance of Springsteen that day a couple months before I first saw him. This may be the most intense version of Badlands ever.    \n",
       "2021-10-01  I don't know what Honaloochie means, but I'll boogie to it any time.                                                                                            \n",
       "2021-09-17  Well, how could I resist playing this one after Springsteen?                                                                                                    \n",
       "2021-07-09  A song that took me a while to appreciate - now I can't imagine not loving it.                                                                                  \n",
       "2021-04-16  An outtake from that time when Bruce released two albums at once - but it's actually a pretty good cut.                                                         \n",
       "2021-03-26  This album had some really good songs, including this little short one.                                                                                         \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2022-02-18  Steve Pick  \n",
       "2022-02-11  Steve Pick  \n",
       "2021-12-24  Steve Pick  \n",
       "2021-12-17  Steve Pick  \n",
       "2021-11-05  Steve Pick  \n",
       "2021-10-01  Steve Pick  \n",
       "2021-09-17  Steve Pick  \n",
       "2021-07-09  Steve Pick  \n",
       "2021-04-16  Steve Pick  \n",
       "2021-03-26  Steve Pick  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df[merged_df['artist'] == 'Bruce Springsteen'].sort_values(by='date', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the ten most recent times when The Clash was the artist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>dj</th>\n",
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       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-28</th>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>The Call Up</td>\n",
       "      <td>Sandinista!</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>Man, this still sounds great after 42 years.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-15</th>\n",
       "      <td>8:21 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Corner Soul</td>\n",
       "      <td>Sandinista!</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>I had completely forgotten this song until the other day, and it sounds really good to remember.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-24</th>\n",
       "      <td>7:12 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>The Magnificent Seven</td>\n",
       "      <td>Sandinista!</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>This one holds up rather magnificently after 40 years.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-17</th>\n",
       "      <td>7:14 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Four Horsemen</td>\n",
       "      <td>London Calling</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>Not one of the songs you think of very often, but it struck me the other day that maybe we should.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-02</th>\n",
       "      <td>7:20 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Brand New Cadillac</td>\n",
       "      <td>London Calling</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>Forty-one years ago, this record was a constant presence in my life.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-12</th>\n",
       "      <td>7:08 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Rudie Can't Fail</td>\n",
       "      <td>London Calling</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>I went to the market to realize my soul 'cause what I need I just don't have.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-06</th>\n",
       "      <td>8:05 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Time Is Tight</td>\n",
       "      <td>Super Black Market Clash</td>\n",
       "      <td>Epic/Legacy</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-08-30</th>\n",
       "      <td>7:46 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Guns on the Roof</td>\n",
       "      <td>Give 'Em Enough Rope</td>\n",
       "      <td>Sony Music UK</td>\n",
       "      <td>2013</td>\n",
       "      <td>This was my first Clash album, and as a result, I love it more than most do.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-26</th>\n",
       "      <td>7:14 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Up in Heaven (Not Only Here)</td>\n",
       "      <td>Sandinista!</td>\n",
       "      <td>Epic</td>\n",
       "      <td>1980</td>\n",
       "      <td>One uplifting guitar riff and one tough song about the horrors of public housing in England.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-10</th>\n",
       "      <td>7:02 AM</td>\n",
       "      <td>The Clash</td>\n",
       "      <td>Somebody Got Murdered</td>\n",
       "      <td>Sandinista!</td>\n",
       "      <td>Epic</td>\n",
       "      <td>1980</td>\n",
       "      <td>I remember writing a major paper in a literature and film writing class on this album.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               time     artist                          song  \\\n",
       "date                                                           \n",
       "2022-01-28  9:00 AM  The Clash  The Call Up                    \n",
       "2021-10-15  8:21 AM  The Clash  Corner Soul                    \n",
       "2021-09-24  7:12 AM  The Clash  The Magnificent Seven          \n",
       "2021-09-17  7:14 AM  The Clash  Four Horsemen                  \n",
       "2021-07-02  7:20 AM  The Clash  Brand New Cadillac             \n",
       "2020-06-12  7:08 AM  The Clash  Rudie Can't Fail               \n",
       "2020-03-06  8:05 AM  The Clash  Time Is Tight                  \n",
       "2019-08-30  7:46 AM  The Clash  Guns on the Roof               \n",
       "2019-07-26  7:14 AM  The Clash  Up in Heaven (Not Only Here)   \n",
       "2018-08-10  7:02 AM  The Clash  Somebody Got Murdered          \n",
       "\n",
       "                               album    album_label  album_year  \\\n",
       "date                                                              \n",
       "2022-01-28  Sandinista!               Sony Music UK  2013         \n",
       "2021-10-15  Sandinista!               Sony Music UK  2013         \n",
       "2021-09-24  Sandinista!               Sony Music UK  2013         \n",
       "2021-09-17  London Calling            Sony Music UK  2013         \n",
       "2021-07-02  London Calling            Sony Music UK  2013         \n",
       "2020-06-12  London Calling            Sony Music UK  2013         \n",
       "2020-03-06  Super Black Market Clash  Epic/Legacy    1993         \n",
       "2019-08-30  Give 'Em Enough Rope      Sony Music UK  2013         \n",
       "2019-07-26  Sandinista!               Epic           1980         \n",
       "2018-08-10  Sandinista!               Epic           1980         \n",
       "\n",
       "                                                                                                           note  \\\n",
       "date                                                                                                              \n",
       "2022-01-28  Man, this still sounds great after 42 years.                                                          \n",
       "2021-10-15  I had completely forgotten this song until the other day, and it sounds really good to remember.      \n",
       "2021-09-24  This one holds up rather magnificently after 40 years.                                                \n",
       "2021-09-17  Not one of the songs you think of very often, but it struck me the other day that maybe we should.    \n",
       "2021-07-02  Forty-one years ago, this record was a constant presence in my life.                                  \n",
       "2020-06-12  I went to the market to realize my soul 'cause what I need I just don't have.                         \n",
       "2020-03-06  NaN                                                                                                   \n",
       "2019-08-30  This was my first Clash album, and as a result, I love it more than most do.                          \n",
       "2019-07-26  One uplifting guitar riff and one tough song about the horrors of public housing in England.          \n",
       "2018-08-10  I remember writing a major paper in a literature and film writing class on this album.                \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2022-01-28  Steve Pick  \n",
       "2021-10-15  Steve Pick  \n",
       "2021-09-24  Steve Pick  \n",
       "2021-09-17  Steve Pick  \n",
       "2021-07-02  Steve Pick  \n",
       "2020-06-12  Steve Pick  \n",
       "2020-03-06  Steve Pick  \n",
       "2019-08-30  Steve Pick  \n",
       "2019-07-26  Steve Pick  \n",
       "2018-08-10  Steve Pick  "
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df[merged_df['artist'] == 'The Clash'].sort_values(by='date', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the ten most recent times when Radiohead was the artist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
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       "      <th>dj</th>\n",
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       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-09-09</th>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Jigsaw Falling into Place</td>\n",
       "      <td>In Rainbows</td>\n",
       "      <td>XL Recordings</td>\n",
       "      <td>2007</td>\n",
       "      <td>There are times when a random Radiohead song can get completely into your soul.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-21</th>\n",
       "      <td>9:52 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Scatterbrain</td>\n",
       "      <td>Hail to the Thief</td>\n",
       "      <td>XL Recordings</td>\n",
       "      <td>2003</td>\n",
       "      <td>I didn't pay much attention to this record when it came out, but this song struck me a few days ago, so here it is.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-26</th>\n",
       "      <td>8:41 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Lull (Remastered)</td>\n",
       "      <td>OK Computer OKNOTOK 1997 2017</td>\n",
       "      <td>XL Recordings</td>\n",
       "      <td>2017</td>\n",
       "      <td>Not on the original album, but included, I think, on one of those CD-singles/EPs they used to put out back in the 90s.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-08</th>\n",
       "      <td>9:21 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Subterranean Homesick Alien</td>\n",
       "      <td>OK Computer</td>\n",
       "      <td>XL Recordings</td>\n",
       "      <td>1997</td>\n",
       "      <td>Still the apex of their career, if you ask me.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <td>8:25 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Sulk</td>\n",
       "      <td>The Bends</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>1995</td>\n",
       "      <td>I remember seeing them on this tour opening for R.E.M.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-16</th>\n",
       "      <td>8:09 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Present Tense</td>\n",
       "      <td>A Moon Shaped Pool</td>\n",
       "      <td>XL Recordings</td>\n",
       "      <td>2016</td>\n",
       "      <td>I think this might be one of their best songs in years.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-17</th>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Black Star</td>\n",
       "      <td>The Bends</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>1995</td>\n",
       "      <td>I remember seeing these guys open for R.E.M. when this record was new, and thinking, yeah, they're pretty darned good.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-18</th>\n",
       "      <td>8:38 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Fake Plastic Trees</td>\n",
       "      <td>The Bends</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>1995</td>\n",
       "      <td>The first Radiohead song that made me sit up and take notice back in the day.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-25</th>\n",
       "      <td>8:51 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Airbag</td>\n",
       "      <td>OK Computer</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>2005</td>\n",
       "      <td>The last time I was captivated by Radiohead. They've had their moments since, but this record still mesmerizes.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-24</th>\n",
       "      <td>9:36 AM</td>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Fake Plastic Trees</td>\n",
       "      <td>The Bends</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>1986</td>\n",
       "      <td>Still one of the most beautiful songs of the last 20 years.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               time     artist                         song  \\\n",
       "date                                                          \n",
       "2022-09-09  8:15 AM  Radiohead  Jigsaw Falling into Place     \n",
       "2021-05-21  9:52 AM  Radiohead  Scatterbrain                  \n",
       "2021-03-26  8:41 AM  Radiohead  Lull (Remastered)             \n",
       "2019-03-08  9:21 AM  Radiohead  Subterranean Homesick Alien   \n",
       "2018-10-26  8:25 AM  Radiohead  Sulk                          \n",
       "2017-06-16  8:09 AM  Radiohead  Present Tense                 \n",
       "2016-06-17  9:00 AM  Radiohead  Black Star                    \n",
       "2014-04-18  8:38 AM  Radiohead  Fake Plastic Trees            \n",
       "2013-01-25  8:51 AM  Radiohead  Airbag                        \n",
       "2012-08-24  9:36 AM  Radiohead  Fake Plastic Trees            \n",
       "\n",
       "                                    album      album_label  album_year  \\\n",
       "date                                                                     \n",
       "2022-09-09  In Rainbows                    XL Recordings    2007         \n",
       "2021-05-21  Hail to the Thief              XL Recordings    2003         \n",
       "2021-03-26  OK Computer OKNOTOK 1997 2017  XL Recordings    2017         \n",
       "2019-03-08  OK Computer                    XL Recordings    1997         \n",
       "2018-10-26  The Bends                      Capitol Records  1995         \n",
       "2017-06-16  A Moon Shaped Pool             XL Recordings    2016         \n",
       "2016-06-17  The Bends                      Capitol Records  1995         \n",
       "2014-04-18  The Bends                      Capitol Records  1995         \n",
       "2013-01-25  OK Computer                    Capitol Records  2005         \n",
       "2012-08-24  The Bends                      Capitol Records  1986         \n",
       "\n",
       "                                                                                                                               note  \\\n",
       "date                                                                                                                                  \n",
       "2022-09-09  There are times when a random Radiohead song can get completely into your soul.                                           \n",
       "2021-05-21  I didn't pay much attention to this record when it came out, but this song struck me a few days ago, so here it is.       \n",
       "2021-03-26  Not on the original album, but included, I think, on one of those CD-singles/EPs they used to put out back in the 90s.    \n",
       "2019-03-08  Still the apex of their career, if you ask me.                                                                            \n",
       "2018-10-26  I remember seeing them on this tour opening for R.E.M.                                                                    \n",
       "2017-06-16  I think this might be one of their best songs in years.                                                                   \n",
       "2016-06-17  I remember seeing these guys open for R.E.M. when this record was new, and thinking, yeah, they're pretty darned good.    \n",
       "2014-04-18  The first Radiohead song that made me sit up and take notice back in the day.                                             \n",
       "2013-01-25  The last time I was captivated by Radiohead. They've had their moments since, but this record still mesmerizes.           \n",
       "2012-08-24  Still one of the most beautiful songs of the last 20 years.                                                               \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2022-09-09  Steve Pick  \n",
       "2021-05-21  Steve Pick  \n",
       "2021-03-26  Steve Pick  \n",
       "2019-03-08  Steve Pick  \n",
       "2018-10-26  Steve Pick  \n",
       "2017-06-16  Steve Pick  \n",
       "2016-06-17  Steve Pick  \n",
       "2014-04-18  Steve Pick  \n",
       "2013-01-25  Steve Pick  \n",
       "2012-08-24  Steve Pick  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df[merged_df['artist'] == 'Radiohead'].sort_values(by='date', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List the last 15 times R.E.M. was played"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>album</th>\n",
       "      <th>album_label</th>\n",
       "      <th>album_year</th>\n",
       "      <th>note</th>\n",
       "      <th>dj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-08-26</th>\n",
       "      <td>8:29 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Ages of You</td>\n",
       "      <td>Complete Rarities - I.R.S. 1982-1987</td>\n",
       "      <td>CAPITOL CATALOG MKT (C92)</td>\n",
       "      <td>2014</td>\n",
       "      <td>An early rarity.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-01</th>\n",
       "      <td>7:01 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Radio Free Europe</td>\n",
       "      <td>Murmur</td>\n",
       "      <td>CAPITOL CATALOG MKT (C92)</td>\n",
       "      <td>2012</td>\n",
       "      <td>A classic from my youth</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-24</th>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>1,000,000</td>\n",
       "      <td>Chronic Town - EP</td>\n",
       "      <td>CAPITOL CATALOG MKT (C92)</td>\n",
       "      <td>2014</td>\n",
       "      <td>If you weren't around then, you can't imagine how revolutionary this record seemed at the time in 1982.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-25</th>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Swan Swan H</td>\n",
       "      <td>Lifes Rich Pageant</td>\n",
       "      <td>I.R.S. Records</td>\n",
       "      <td>2014</td>\n",
       "      <td>I can never think of anything to say about this guy, but I do tend to enjoy his records.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-19</th>\n",
       "      <td>8:57 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Hyena</td>\n",
       "      <td>Complete Rarities - I.R.S. 1982-1987</td>\n",
       "      <td>CAPITOL CATALOG MKT (C92)</td>\n",
       "      <td>2014</td>\n",
       "      <td>Experts can tell us about the difference between this and the Life's Rich Pageant version. I'm fine either way.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-30</th>\n",
       "      <td>7:00 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Feeling Gravitys Pull</td>\n",
       "      <td>Fables of the Reconstruction</td>\n",
       "      <td>Capitol Records</td>\n",
       "      <td>1985</td>\n",
       "      <td>Thirty-five years ago, this record seemed vital and important. Now, it just sounds beautiful.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10</th>\n",
       "      <td>8:51 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Accelerate</td>\n",
       "      <td>Accelerate</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>2008</td>\n",
       "      <td>The rock on this record lives up to the album title.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>7:23 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Gardening at Night</td>\n",
       "      <td>Chronic Town - EP</td>\n",
       "      <td>I.R.S. Records</td>\n",
       "      <td>1982</td>\n",
       "      <td>I remember how thrilling this EP was when I first heard it 38 years back.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-10</th>\n",
       "      <td>8:49 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Harborcoat</td>\n",
       "      <td>Reckoning</td>\n",
       "      <td>A&amp;M</td>\n",
       "      <td>1984</td>\n",
       "      <td>Another rock solid record from this smart rock band.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-21</th>\n",
       "      <td>8:23 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Deck the Halls</td>\n",
       "      <td>CD Single</td>\n",
       "      <td>S/R</td>\n",
       "      <td>2012</td>\n",
       "      <td>An annual tradition to play this song.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <td>8:54 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>I'm Gonna DJ</td>\n",
       "      <td>Accelerate</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>2008</td>\n",
       "      <td>From the time when Martin Carthy joined the band.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-13</th>\n",
       "      <td>9:48 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>The Wrong Child</td>\n",
       "      <td>Green</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>1993</td>\n",
       "      <td>Hey, how did this album get to be 30 years old? It was among the first CDs I owned.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-30</th>\n",
       "      <td>7:04 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>West of the Fields</td>\n",
       "      <td>Murmur</td>\n",
       "      <td>I.R.S.</td>\n",
       "      <td>1983</td>\n",
       "      <td>I remember seeing R.E.M. at Six Flags around this time - Michael Stipe wandered to the side of the stage to watch the train go by.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-27</th>\n",
       "      <td>9:35 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Pilgramage</td>\n",
       "      <td>Murmur</td>\n",
       "      <td>I.R.S.</td>\n",
       "      <td>1983</td>\n",
       "      <td>Oh, how much this record meant to me when I was 24.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-07-03</th>\n",
       "      <td>7:44 AM</td>\n",
       "      <td>R.E.M.</td>\n",
       "      <td>Catapult</td>\n",
       "      <td>Murmur</td>\n",
       "      <td>I.R.S.</td>\n",
       "      <td>1983</td>\n",
       "      <td>Oh, how many, many times I played this album back in the day.</td>\n",
       "      <td>Steve Pick</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               time  artist                   song  \\\n",
       "date                                                 \n",
       "2022-08-26  8:29 AM  R.E.M.  Ages of You             \n",
       "2022-07-01  7:01 AM  R.E.M.  Radio Free Europe       \n",
       "2021-09-24  8:00 AM  R.E.M.  1,000,000               \n",
       "2021-06-25  8:45 AM  R.E.M.  Swan Swan H             \n",
       "2021-02-19  8:57 AM  R.E.M.  Hyena                   \n",
       "2020-10-30  7:00 AM  R.E.M.  Feeling Gravitys Pull   \n",
       "2020-07-10  8:51 AM  R.E.M.  Accelerate              \n",
       "2020-04-03  7:23 AM  R.E.M.  Gardening at Night      \n",
       "2020-01-10  8:49 AM  R.E.M.  Harborcoat              \n",
       "2018-12-21  8:23 AM  R.E.M.  Deck the Halls          \n",
       "2018-10-19  8:54 AM  R.E.M.  I'm Gonna DJ            \n",
       "2018-07-13  9:48 AM  R.E.M.  The Wrong Child         \n",
       "2017-06-30  7:04 AM  R.E.M.  West of the Fields      \n",
       "2017-01-27  9:35 AM  R.E.M.  Pilgramage              \n",
       "2015-07-03  7:44 AM  R.E.M.  Catapult                \n",
       "\n",
       "                                           album                album_label  \\\n",
       "date                                                                          \n",
       "2022-08-26  Complete Rarities - I.R.S. 1982-1987  CAPITOL CATALOG MKT (C92)   \n",
       "2022-07-01  Murmur                                CAPITOL CATALOG MKT (C92)   \n",
       "2021-09-24  Chronic Town - EP                     CAPITOL CATALOG MKT (C92)   \n",
       "2021-06-25  Lifes Rich Pageant                    I.R.S. Records              \n",
       "2021-02-19  Complete Rarities - I.R.S. 1982-1987  CAPITOL CATALOG MKT (C92)   \n",
       "2020-10-30  Fables of the Reconstruction          Capitol Records             \n",
       "2020-07-10  Accelerate                            Warner Bros.                \n",
       "2020-04-03  Chronic Town - EP                     I.R.S. Records              \n",
       "2020-01-10  Reckoning                             A&M                         \n",
       "2018-12-21  CD Single                             S/R                         \n",
       "2018-10-19  Accelerate                            Warner Bros.                \n",
       "2018-07-13  Green                                 Warner Bros.                \n",
       "2017-06-30  Murmur                                I.R.S.                      \n",
       "2017-01-27  Murmur                                I.R.S.                      \n",
       "2015-07-03  Murmur                                I.R.S.                      \n",
       "\n",
       "            album_year  \\\n",
       "date                     \n",
       "2022-08-26  2014         \n",
       "2022-07-01  2012         \n",
       "2021-09-24  2014         \n",
       "2021-06-25  2014         \n",
       "2021-02-19  2014         \n",
       "2020-10-30  1985         \n",
       "2020-07-10  2008         \n",
       "2020-04-03  1982         \n",
       "2020-01-10  1984         \n",
       "2018-12-21  2012         \n",
       "2018-10-19  2008         \n",
       "2018-07-13  1993         \n",
       "2017-06-30  1983         \n",
       "2017-01-27  1983         \n",
       "2015-07-03  1983         \n",
       "\n",
       "                                                                                                                                          note  \\\n",
       "date                                                                                                                                             \n",
       "2022-08-26  An early rarity.                                                                                                                     \n",
       "2022-07-01  A classic from my youth                                                                                                              \n",
       "2021-09-24  If you weren't around then, you can't imagine how revolutionary this record seemed at the time in 1982.                              \n",
       "2021-06-25  I can never think of anything to say about this guy, but I do tend to enjoy his records.                                             \n",
       "2021-02-19  Experts can tell us about the difference between this and the Life's Rich Pageant version. I'm fine either way.                      \n",
       "2020-10-30  Thirty-five years ago, this record seemed vital and important. Now, it just sounds beautiful.                                        \n",
       "2020-07-10  The rock on this record lives up to the album title.                                                                                 \n",
       "2020-04-03  I remember how thrilling this EP was when I first heard it 38 years back.                                                            \n",
       "2020-01-10  Another rock solid record from this smart rock band.                                                                                 \n",
       "2018-12-21  An annual tradition to play this song.                                                                                               \n",
       "2018-10-19  From the time when Martin Carthy joined the band.                                                                                    \n",
       "2018-07-13  Hey, how did this album get to be 30 years old? It was among the first CDs I owned.                                                  \n",
       "2017-06-30  I remember seeing R.E.M. at Six Flags around this time - Michael Stipe wandered to the side of the stage to watch the train go by.   \n",
       "2017-01-27  Oh, how much this record meant to me when I was 24.                                                                                  \n",
       "2015-07-03  Oh, how many, many times I played this album back in the day.                                                                        \n",
       "\n",
       "                    dj  \n",
       "date                    \n",
       "2022-08-26  Steve Pick  \n",
       "2022-07-01  Steve Pick  \n",
       "2021-09-24  Steve Pick  \n",
       "2021-06-25  Steve Pick  \n",
       "2021-02-19  Steve Pick  \n",
       "2020-10-30  Steve Pick  \n",
       "2020-07-10  Steve Pick  \n",
       "2020-04-03  Steve Pick  \n",
       "2020-01-10  Steve Pick  \n",
       "2018-12-21  Steve Pick  \n",
       "2018-10-19  Steve Pick  \n",
       "2018-07-13  Steve Pick  \n",
       "2017-06-30  Steve Pick  \n",
       "2017-01-27  Steve Pick  \n",
       "2015-07-03  Steve Pick  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df[merged_df['artist'] == 'R.E.M.'].sort_values(by='date', ascending=False).head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sort the time column to times between 7:00 and 7:05 to find the most common artists that lead off the show!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='artist'>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#find the top artists played at 7:00 to 7:05 AM (the first 5 minutes of the show)\n",
    "plt.figure(figsize=(20,10))\n",
    "first_plays = merged_df[merged_df['time'] <= '7:05 AM'].sort_values(by='date', ascending=False)\n",
    "#plot the top 10 artists with seaborn\n",
    "sns.countplot(y=\"artist\", data=first_plays, order=first_plays['artist'].value_counts().iloc[:10].index, palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sort the time column to times between 8:00 and 8:05 to find the most common artists that lead off the second hour!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='artist'>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "#find the rows where the time is greater that 8:00 AM but less than 8:05 AM\n",
    "secondhour_firstplays = merged_df[(merged_df['time'] >= '8:00 AM') & (merged_df['time'] <= '8:05 AM')].sort_values(by='date', ascending=False)\n",
    "#plot the top 10 artists with seaborn\n",
    "sns.countplot(y=\"artist\", data=secondhour_firstplays, order=secondhour_firstplays['artist'].value_counts().iloc[:10].index, palette=\"Set2\")\n",
    "\n",
    "# secondhour_firstplays['artist'].value_counts().head(10).plot(kind='bar', figsize=(20,10))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sort the time column to times between 9:00 and 9:05 to find the most common artists that kick off the final hour!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='artist'>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "#find the rows where the time is greater that 9:00 AM but less than 9:05 AM\n",
    "thirdhour_firstplays = merged_df[(merged_df['time'] >= '9:00 AM') & (merged_df['time'] <= '9:05 AM')].sort_values(by='date', ascending=False)\n",
    "#plot the top 10 artists with seaborn\n",
    "sns.countplot(y=\"artist\", data=thirdhour_firstplays, order=thirdhour_firstplays['artist'].value_counts().iloc[:10].index, palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find out the artists that close out the show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='artist'>"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "#find the rows where the time is greater that 9:00 AM but less than 9:05 AM\n",
    "last_plays = merged_df[(merged_df['time'] >= '9:50 AM') & (merged_df['time'] <= '9:59 AM')].sort_values(by='date', ascending=False)\n",
    "#plot the top 10 artists with seaborn\n",
    "sns.countplot(y=\"artist\", data=last_plays, order=last_plays['artist'].value_counts().iloc[:10].index, palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "1d38398c116bfb374f0cb2cfc6d44bb5de3ba855082b3b30045272c07de0ac51"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}