{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze and visualize last.fm listening history\n",
    "\n",
    "To see this analysis live, check out my article [\"Analyzing Last.fm Listening History\"](http://geoffboeing.com/2016/05/analyzing-lastfm-history/)\n",
    "\n",
    "The csv data files were created with [lastfm_downloader.ipynb](lastfm_downloader.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'seaborn-darkgrid', u'seaborn-notebook', u'classic', u'seaborn-ticks', u'grayscale', u'bmh', u'seaborn-talk', u'dark_background', u'ggplot', u'fivethirtyeight', u'seaborn-colorblind', u'seaborn-deep', u'seaborn-whitegrid', u'seaborn-bright', u'seaborn-poster', u'seaborn-muted', u'seaborn-paper', u'seaborn-white', u'seaborn-pastel', u'seaborn-dark', u'seaborn-dark-palette']\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd, numpy as np, string, re, pytz\n",
    "import matplotlib.pyplot as plt, matplotlib.font_manager as fm\n",
    "from datetime import datetime as dt\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['font.family'] = 'Myriad Pro'\n",
    "plt.rcParams['text.color'] = '#555555'\n",
    "\n",
    "print(plt.style.available)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# define the fonts to use for plots\n",
    "family = 'Myriad Pro'\n",
    "title_font = fm.FontProperties(family=family, style='normal', size=20, weight='normal', stretch='normal')\n",
    "label_font = fm.FontProperties(family=family, style='normal', size=16, weight='normal', stretch='normal')\n",
    "ticks_font = fm.FontProperties(family=family, style='normal', size=12, weight='normal', stretch='normal')\n",
    "ticks_font_h = fm.FontProperties(family=family, style='normal', size=10.5, weight='normal', stretch='normal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_colors(cmap, n, start=0., stop=1., alpha=1., reverse=False):\n",
    "    '''return n-length list of rgba colors from the passed colormap name and alpha,\n",
    "       limit extent by start/stop values and reverse list order if flag is true'''\n",
    "    import matplotlib.cm as cm, numpy as np\n",
    "    colors = [cm.get_cmap(cmap)(x) for x in np.linspace(start, stop, n)]\n",
    "    colors = [(r, g, b, alpha) for r, g, b, _ in colors]\n",
    "    return list(reversed(colors)) if reverse else colors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top artists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artist\n",
       "The Offspring        783\n",
       "Linkin Park          731\n",
       "Placebo              682\n",
       "Mumford & Sons       611\n",
       "Within Temptation    538\n",
       "Name: play_count, dtype: int64"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists_most = pd.read_csv('data/lastfm_top_artists.csv', encoding='utf-8')\n",
    "artists_most = artists_most.set_index('artist')['play_count'].head(25)\n",
    "artists_most.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EVEqet1Jfb0ZMW8atjiRQUaW69CGvS321NG5SUhIjRowgLy+PYcOGWSXm9ZC/V/XkGKgQ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\nIYSJpIAKIYSJ/h9SdeLobxp1hAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1457a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = artists_most.sort_values(ascending=True).plot(kind='barh', figsize=[6, 10], width=0.85, alpha=0.6, color='#003399', edgecolor='w', grid=False)\n",
    "\n",
    "ax.xaxis.grid(True)\n",
    "#ax.set_xticklabels(artists_most.index, rotation=45, rotation_mode='anchor', ha='right')\n",
    "\n",
    "ax.set_title('Artists I have played the most')\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('Number of plays')\n",
    "\n",
    "ax.set_position([0.50, 0.05, 0.9-0.5, 0.95-0.05])\n",
    "\n",
    "plt.savefig('images/lastfm-artists-played-most-h.png', dpi=96)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Linkin Park\\nIridescent            64\n",
       "Tim Minchin\\nThe Fence             54\n",
       "Mumford & Sons\\nI Gave You All     45\n",
       "Placebo\\nBright Lights             42\n",
       "The Police\\nMessage in a Bottle    42\n",
       "Name: play_count, dtype: int64"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tracks_most = pd.read_csv('data/lastfm_top_tracks.csv', encoding='utf-8')\n",
    "index = tracks_most.apply(lambda x: u'{}\\n{}'.format(x['artist'], x['track']), axis='columns')\n",
    "tracks_most = tracks_most.set_index(index).drop(labels=['artist', 'track'], axis='columns')\n",
    "tracks_most = tracks_most['play_count'].head(20)\n",
    "tracks_most.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YmMj333+PVqulefPmjBo1CkNDQ8aPH4+vry9nzpxh4MCBODo6smLFClQqFZ6e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\nBE8hhDDA/weCVu/kSMs8ywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13ff2d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = tracks_most.sort_values().plot(kind='barh', figsize=[6, 10], width=0.85, alpha=0.6, color='#003399', edgecolor='w', grid=False)\n",
    "ax.xaxis.grid(True)\n",
    "#for label in ax.get_xticklabels():\n",
    "#    label.set_fontproperties(ticks_font_h)\n",
    "#for label in ax.get_yticklabels():\n",
    "#    label.set_fontproperties(ticks_font_h)\n",
    "ax.set_xlabel('Number of plays')\n",
    "ax.set_ylabel('')\n",
    "ax.set_title('Songs I have played the most', y=1.005)\n",
    "\n",
    "ax.set_position([0.50, 0.05, 0.9-0.5, 0.95-0.05])\n",
    "\n",
    "plt.savefig('images/lastfm-tracks-played-most-h.png', dpi=96)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top albums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mumford & Sons\\nBabel               306\n",
       "Imagine Dragons\\nSmoke + Mirrors    263\n",
       "30 Seconds to Mars\\nThis Is War     260\n",
       "Tim Minchin\\nLive at the O2         238\n",
       "Placebo\\nBattle for the Sun         226\n",
       "Name: play_count, dtype: int64"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "albums_most = pd.read_csv('data/lastfm_top_albums.csv', encoding='utf-8')\n",
    "index = albums_most.apply(lambda x: u'{}\\n{}'.format(x['artist'], x['album']), axis='columns')\n",
    "albums_most = albums_most.set_index(index).drop(labels=['artist', 'album'], axis='columns')\n",
    "albums_most = albums_most['play_count'].head(30)\n",
    "albums_most.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JDBw4sNR67O3tOXnyJJ06dUKn0xEeHo6NjY2yT3HPCRSX00en05Wp3ZIPSAj9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cTHx9+3H2tra/Ly8mo0tnbt2nH8+HEKCwvJz8/n+PHj9z3H2tqaO3fuKNszMjJwdnbmlVdeoU2b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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcc65208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = albums_most.sort_values().plot(kind='barh', figsize=[6, 15], width=0.85, alpha=0.6, color='#990066', edgecolor='w', grid=False)\n",
    "ax.xaxis.grid(True)\n",
    "#for label in ax.get_xticklabels():\n",
    "#    label.set_fontproperties(ticks_font_h)\n",
    "#for label in ax.get_yticklabels():\n",
    "#    label.set_fontproperties(ticks_font_h)\n",
    "ax.set_xlabel('Number of plays')\n",
    "ax.set_ylabel('')\n",
    "ax.set_title('Albums I have played the most', y=1.005)\n",
    "\n",
    "ax.set_position([0.50, 0.05, 0.9-0.5, 0.95-0.05])\n",
    "\n",
    "plt.savefig('images/lastfm-albums-played-most-h.png', dpi=96)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## All-time scrobbles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13,446 total scrobbles\n",
      "521 total artists\n"
     ]
    }
   ],
   "source": [
    "# read the all-time scrobbles data set\n",
    "scrobbles = pd.read_csv('data/lastfm_scrobbles.csv', encoding='utf-8')\n",
    "scrobbles = scrobbles.drop('timestamp', axis=1)\n",
    "print '{:,} total scrobbles'.format(len(scrobbles))\n",
    "print '{:,} total artists'.format(len(scrobbles['artist'].unique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the last.fm web site, I have ~13,970 scrobbles. This API endpoint seems to miss the ones from before 2012."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# convert to datetime\n",
    "scrobbles['timestamp'] = pd.to_datetime(scrobbles['datetime'], dayfirst=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# functions to convert UTC to Pacific time zone and extract date/time elements\n",
    "convert_tz = lambda x: x.to_datetime().replace(tzinfo=pytz.utc).astimezone(pytz.timezone('GMT'))\n",
    "get_year = lambda x: convert_tz(x).year\n",
    "get_month = lambda x: '{}-{:02}'.format(convert_tz(x).year, convert_tz(x).month) #inefficient\n",
    "get_day = lambda x: convert_tz(x).day\n",
    "get_hour = lambda x: convert_tz(x).hour\n",
    "get_day_of_week = lambda x: convert_tz(x).weekday()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These lambda functions are inefficient, but necessary to workaround this bug: https://github.com/pydata/pandas/issues/11757. I can update them when the bug is fixed in a future pandas version."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>artist_mbid</th>\n",
       "      <th>album</th>\n",
       "      <th>album_mbid</th>\n",
       "      <th>track</th>\n",
       "      <th>track_mbid</th>\n",
       "      <th>datetime</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>dow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Leslie Odom Jr.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamilton (Original Broadway Cast Recording)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dear Theodosia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20/03/2017 15:42</td>\n",
       "      <td>2017-03-20 15:42:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Original Broadway Cast Of Hamilton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamilton (Original Broadway Cast Recording)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yorktown (The World Turned Upside Down)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20/03/2017 15:38</td>\n",
       "      <td>2017-03-20 15:38:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bring Me the Horizon</td>\n",
       "      <td>074e3847-f67f-49f9-81f1-8c8cea147e8e</td>\n",
       "      <td>That's The Spirit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>What You Need</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20/03/2017 08:28</td>\n",
       "      <td>2017-03-20 08:28:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coldplay</td>\n",
       "      <td>cc197bad-dc9c-440d-a5b5-d52ba2e14234</td>\n",
       "      <td>A Rush of Blood to the Head</td>\n",
       "      <td>219b202d-290e-3960-b626-bf852a63bc50</td>\n",
       "      <td>God Put a Smile Upon Your Face</td>\n",
       "      <td>fe9caa6d-00b3-4896-ba6e-32d9e5ba2118</td>\n",
       "      <td>20/03/2017 08:23</td>\n",
       "      <td>2017-03-20 08:23:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Of Monsters and Men</td>\n",
       "      <td>9e103f85-7af7-41d7-b83b-49ba8f0c5abf</td>\n",
       "      <td>Beneath The Skin (Deluxe)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I of the Storm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20/03/2017 08:19</td>\n",
       "      <td>2017-03-20 08:19:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               artist                           artist_mbid  \\\n",
       "0                     Leslie Odom Jr.                                   NaN   \n",
       "1  Original Broadway Cast Of Hamilton                                   NaN   \n",
       "2                Bring Me the Horizon  074e3847-f67f-49f9-81f1-8c8cea147e8e   \n",
       "3                            Coldplay  cc197bad-dc9c-440d-a5b5-d52ba2e14234   \n",
       "4                 Of Monsters and Men  9e103f85-7af7-41d7-b83b-49ba8f0c5abf   \n",
       "\n",
       "                                         album  \\\n",
       "0  Hamilton (Original Broadway Cast Recording)   \n",
       "1  Hamilton (Original Broadway Cast Recording)   \n",
       "2                            That's The Spirit   \n",
       "3                  A Rush of Blood to the Head   \n",
       "4                    Beneath The Skin (Deluxe)   \n",
       "\n",
       "                             album_mbid  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3  219b202d-290e-3960-b626-bf852a63bc50   \n",
       "4                                   NaN   \n",
       "\n",
       "                                     track  \\\n",
       "0                           Dear Theodosia   \n",
       "1  Yorktown (The World Turned Upside Down)   \n",
       "2                            What You Need   \n",
       "3           God Put a Smile Upon Your Face   \n",
       "4                           I of the Storm   \n",
       "\n",
       "                             track_mbid          datetime           timestamp  \\\n",
       "0                                   NaN  20/03/2017 15:42 2017-03-20 15:42:00   \n",
       "1                                   NaN  20/03/2017 15:38 2017-03-20 15:38:00   \n",
       "2                                   NaN  20/03/2017 08:28 2017-03-20 08:28:00   \n",
       "3  fe9caa6d-00b3-4896-ba6e-32d9e5ba2118  20/03/2017 08:23 2017-03-20 08:23:00   \n",
       "4                                   NaN  20/03/2017 08:19 2017-03-20 08:19:00   \n",
       "\n",
       "   year    month  day  hour  dow  \n",
       "0  2017  2017-03   20    15    0  \n",
       "1  2017  2017-03   20    15    0  \n",
       "2  2017  2017-03   20     8    0  \n",
       "3  2017  2017-03   20     8    0  \n",
       "4  2017  2017-03   20     8    0  "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# parse out date and time elements as pacific time\n",
    "scrobbles['year'] = scrobbles['timestamp'].map(get_year)\n",
    "scrobbles['month'] = scrobbles['timestamp'].map(get_month)\n",
    "scrobbles['day'] = scrobbles['timestamp'].map(get_day)\n",
    "scrobbles['hour'] = scrobbles['timestamp'].map(get_hour)\n",
    "scrobbles['dow'] = scrobbles['timestamp'].map(get_day_of_week)\n",
    "#scrobbles = scrobbles.drop(labels=['timestamp'], axis=1)\n",
    "\n",
    "# drop rows with 01-01-1970 as timestamp\n",
    "scrobbles = scrobbles[scrobbles['year'] > 1970]\n",
    "scrobbles.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All the last.fm timestamps of my scrobbles appear to be UTC, but the year, month, day, hour columns are now converted to Pacific Time (where I've done nearly all my listening)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploration depth by artist\n",
    "\n",
    "Number of unique tracks heard by each artist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WLfrmm2909uxZLV++XIcPH7bdZ7B3794KCgrSG2+8oZ9++knnz59XSkqK1q5dq4SEhEr1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\n788bFrIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14195748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = scrobbles \\\n",
    "    .groupby(['artist', 'track']) \\\n",
    "    .size() \\\n",
    "    .groupby(level=0) \\\n",
    "    .size() \\\n",
    "    .sort_values(ascending=False) \\\n",
    "    .head(40) \\\n",
    "    .plot(kind='bar', figsize=[11, 7], width=0.85, alpha=0.6, color='#003399', edgecolor='w', grid=False)\n",
    "    \n",
    "ax.yaxis.grid(True)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, rotation_mode='anchor', ha='right')\n",
    "\n",
    "plt.gcf().set_size_inches(11, 7)\n",
    "plt.title('Number of unique tracks played by artist')\n",
    "plt.ylabel('Number of unique tracks heard')\n",
    "plt.xlabel('')\n",
    "\n",
    "plt.savefig('images/lastfm-uniqe-tracks-played-per-artist-most-h.png', dpi=96, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timeseries analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mCjUGaUR+6NSpE2655Rb85z//cZiu0+lw0UUXYd26dThy5AgOHTqEJUuWuOxc7qutW7fi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\nuJLG4XA4HA6Hk4X8P5L2It1jsINbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcb750f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scrobbles.set_index('timestamp').resample('d').size().plot(alpha=.5)\n",
    "scrobbles.set_index('timestamp').resample('d').size().rolling(20).mean().shift(-10).plot()\n",
    "plt.gcf().set_size_inches(10,6)\n",
    "plt.gca().set_ylabel('Number of plays')\n",
    "plt.gca().set_xlabel('')\n",
    "plt.gca().set_title('Number of songs played timeseries')\n",
    "plt.savefig('images/lastfm-songs-played-timeseries.png', dpi=96, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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l0BtvvAHAunXrmr23aNGi6OZICCGEECJOaQq85s6dG+t8CCGEEELEPU2BV48e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IQ0jMy7CNfgZ5d1XA01gYjGSAxhnRhqgmQsRtzary43auq7jMdy+n2gcojHM3WXWrMyHi2YJ2Za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\nFZyh5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1497dda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Unique artist timeseries\n",
    "ax1 = plt.subplot(2,1,1)\n",
    "scrobbles.groupby('artist').first().set_index('timestamp').resample('d').size().plot(alpha=.5)\n",
    "scrobbles.groupby('artist').first().set_index('timestamp').resample('d').size().rolling(20).mean().shift(-10).plot()\n",
    "plt.gca().set_ylabel('Number of new artist plays')\n",
    "plt.gca().set_xlabel('')\n",
    "plt.gca().set_title('New artist exploration timeseries')\n",
    "\n",
    "ax2= plt.subplot(2,1,2, sharex=ax1)\n",
    "# Unique sond exploration timeseries\n",
    "scrobbles.groupby(['artist', 'track']).first().set_index('timestamp').resample('d').size().plot(alpha=.5)\n",
    "scrobbles.groupby(['artist', 'track']).first().set_index('timestamp').resample('d').size().rolling(20).mean().shift(-10).plot()\n",
    "plt.gca().set_ylabel('Number of new song plays')\n",
    "plt.gca().set_xlabel('')\n",
    "plt.gca().set_title('New song exploration timeseries')\n",
    "\n",
    "plt.gcf().set_size_inches(10,6)\n",
    "plt.tight_layout(rect=[0, 0, .85, 1])\n",
    "plt.savefig('images/lastfm-new-artists-and-tracks-timeseries.png', dpi=96, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vv4XRaERhYSGkUikWLFgAh8MBAB7TsVKpVLy/rxMEAY8//jiysrI87i8tLe3w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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13e4ac18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calendar view\n",
    "import calmap\n",
    "\n",
    "calmap.calendarplot(scrobbles.set_index('timestamp').resample('d').size(),\n",
    "                    cmap='Blues',\n",
    "                    yearlabel_kws={'color' : '#DDDDDD'},\n",
    "                    vmax=50)\n",
    "plt.gcf().set_size_inches(10,12)\n",
    "plt.tight_layout()\n",
    "plt.savefig('images/lastfm-activity-calendar-view.png', dpi=96, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize top artists over time\n",
    "\n",
    "How have the cumulative plays of most listened-to artists changed over time?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T3HzzzTZ5b9OmTZnbJiYmkpOTw+TJk601FydPniy1nb+/P126dOF///sfR48eZdiwYaWC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14c7c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get one color per artist\n",
    "n = 6\n",
    "\n",
    "top_artist_timeseries_over_observed_timeperiod = scrobbles[scrobbles.artist.isin(artists_most.head(n).index)].groupby(['timestamp', 'artist']).size().unstack().resample('d').sum().fillna(0).cumsum()\n",
    "starting_offset = artists_most.head(n) - top_artist_timeseries_over_observed_timeperiod.iloc[-1,:].T\n",
    "(top_artist_timeseries_over_observed_timeperiod + starting_offset).loc[:,artists_most.head(n).index].plot(alpha=1.0)\n",
    "\n",
    "plt.gca().set_xlabel('Year')\n",
    "plt.gca().set_ylabel('Cumulative number of plays')\n",
    "plt.gca().set_title('Cumulative number of plays per artist over time')\n",
    "plt.gcf().set_size_inches(10,6)\n",
    "plt.gca().legend(loc='upper right', bbox_to_anchor=(1.30,1.017))\n",
    "plt.savefig('images/lastfm-scrobbles-top-artists-years.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Day of the week analysis\n",
    "\n",
    "How many songs have been played on each day of the week?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the play count sum by day of the week\n",
    "dow_counts = scrobbles['dow'].value_counts().sort_index()\n",
    "dow_counts.index = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6uiVURUREmopNQ6wdOnRg7969AMTExDBnzhzmzJlDaGiozU8UExODl5dXo+n1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\nZMueVnx8PGazmeXLl7N8+XIGDBjAqFG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jCRMmkJeXx/Xr1ykrK2PhwoVSUQTILxTS29tL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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13f46e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = dow_counts.plot(kind='bar', figsize=[7, 5], width=0.65, alpha=0.6, color='#003399', edgecolor='w', grid=False)\n",
    "\n",
    "ax.yaxis.grid(True)\n",
    "ax.set_xticklabels(dow_counts.index, rotation=35, rotation_mode='anchor', ha='right')\n",
    "#for label in ax.get_yticklabels():\n",
    "#    label.set_fontproperties(ticks_font)\n",
    "\n",
    "ax.set_title('Songs played per day of the week')\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('Number of plays')\n",
    "\n",
    "plt.savefig('images/lastfm-scrobbles-per-weekday.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hour of the day analysis\n",
    "\n",
    "How many songs have been played during each hour of the day?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EJCJs3oiIiIhEhM0bERERkYiweSMiIiISETZvRERERCLC5o2IiIhIRNi8ERER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\n9F9rMqOf2RcZYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x131a2630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hour_counts = scrobbles['hour'].value_counts().sort_index()\n",
    "ax = hour_counts.plot(kind='bar', figsize=[10, 5], alpha=0.6, color='#003399', grid=True)\n",
    "\n",
    "xlabels = hour_counts.index.map(lambda x: '{:02}:00'.format(x))\n",
    "ax.set_xticks(range(len(xlabels)))\n",
    "ax.set_xticklabels(xlabels, rotation=45, rotation_mode='anchor', ha='right')\n",
    "\n",
    "ax.yaxis.grid(True)\n",
    "ax.set_ylabel('Number of plays')\n",
    "ax.set_xlabel('')\n",
    "ax.set_title('Number of songs played per hour of the day')\n",
    "\n",
    "plt.savefig('images/lastfm-scrobbles-per-hour.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis by day of the week + hour of the day\n",
    "\n",
    "How many songs have been played during each hour of the day on each day of the week?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get the play counts by hour of day and day of week\n",
    "weekday_hour_counts = scrobbles.groupby(['dow','hour']).count()['track']\n",
    "hour_numbers = weekday_hour_counts.index.levels[1]\n",
    "day_numbers = weekday_hour_counts.index.levels[0]\n",
    "day_names = {0:'Monday', 1:'Tuesday', 2:'Wednesday', 3:'Thursday', 4:'Friday', 5:'Saturday', 6:'Sunday'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hIRaLBZPJVOtelyu/Sx4eHhQWFgLVqVw1+11Dq9USHh6O0Wi8bh9CQkKU1zUB7uV1GwwG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\nIkwrrw9/RjK5CZ35Sgw+PwxQ8RX0FkLn3k30j/+BfdHz+Ax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SSxFUSzIVlRNKwCeRSAZ6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e5/sHxJ/10yO5g8eTJms5n9+/cDoAqcx9z8BinnfobBsRu/ZQbN+f/KmXA72bbVMbm3QDQr/t5Z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\n5M853v4b9jR+E4d//AXBUwFnoJmIEorJRjhJkqnAB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c/Uk9yGtLW18dxzz7F48WKWLFmC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\nE1IMwbjS2gR9dqieF9vkb8AX6uNc98u8Vv84R9v/gxRdIdsqv8XKor8iz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kdRuZautjB+\nX/RGF9IXowgt2v56ALxZGTjz80hvuITOFb8d3NUGQFMFIQS5ljmsKXmctcX/SH+ol9fqHqem9Rf0\n+Zsne3pThoMHD7JkyZK4suLAQFb8J0c62VCWQlVGfE2ZVCHHsMG4Eg6h1LyDWB5bY6qrRZvVmQ+g\nV6fENYdbjqJg7urGkz18gxuTWcLriX4+xfL1BN9OfPv2Yafl6iPw79/h0tYvs/tMNg0XApRV6Vh/\nl5XyKj0abXwSCUmSWL9+Pe+++y47duzgzjvvHORbP3OuHiHg7InBD/45Fi0zMg3suTTx39UiI5tI\n6UyO7HFQOVNPelbsAaridkJnK1TEJ+sajj5fmMsOP9U3cR+yWFXMWWRk/V0WTBaJmnc9HNjtobMt\ndl15KKhw8UIgqRVPkuQ2ZUo8Yn/ta1/DZrPhcrl44oknyMvLG7LPSMuqZ86c4cyZa8HvI488gsVi\nGXbfRKHVaoc9h8Vi4UP33cfvnn+BRsdMZheNrSvdSOOXVMq0XVaYuzi6TclZh6XvMMGchVcnQMBq\nxXbuAoHSYsLZwzfYGW58efUm3F/+HOb/8fiwlmGJmP9YsVhmUJA5A1/IyfnO13n78r+y0fg42ZZZ\nCTvHjST6GiZi/MuXL+P1elm0aNGQYHy08fvsAVwGQUdPhH/ZUhp310BttweM1UPOEax5l0BBMZby\naTGNU9/zNhH8zCu+D0nEdw3jJd7x1T12hFaLLicH3TDfR4oc4vRxPxaLBXn9Njz/+BfIX/oIUlom\nUnomUlom4sq/137OQpjMY66N8LsjnHnmKC1zv0qeLYVVs8xkZI3fmtRisTBv3jy0Wi3Tpg39W67Z\naOaNlzrpbBVUTL/W6OaR+fn8YO9lHppfGNM1jfVvrCgK+2d8CsvlBuYsGLlnwXDjB987SLB6Pmbb\nyDUPsbK3tZvFRamkpcbgK2+B9AyYu0ih6VI/50+5OXcyQFW1mbJKE2rN8J9BrVZL62WFvEIDefmJ\n93Kf6M/ZrTjH+318gGeeeWbg/9XV1VRX3/qakySTx5QIxm22qPbUarWyePFi6uvrSU1Npa+vb+Df\nlJThs2bDvWknulGIxWIZ8Rx5OVlkFVXw/It/ovhTj4zpJjvS+AUlgn27PBRVSKjVAtRVZHhexNt7\nGflqMZ0kUJeXkNbQSMjljmbxbpjDsOPrTShZubgP7x23lvJmv5/xIVGRsg2TlM+e2h+wqeyJuBsR\nxcrEXUPixt+9ezeLFi2iv78/rvFlWaG9zccLcg+Pr8sn0O8lHmGViHhJ8zYRyt405ByRXa8glq6N\n6dpCER+HGn/NisIv4vXEdw2JIK7xFYWMy004szLxezwj7KLg80ZwOl1IkoT135/F1dkBDjuyo4eI\nowccPXD+FIqjBxz26M+RCNgywJaOsGUM/n9a9P+YLIO+S8JhhZNH+ulu9FCgEqy+y4bRrAaCuN1j\nqx25kUWLFt30d7RwpYF9u/pQa0IDmekKCyAr7K3rZF7u6E46Y/0bN9YF6I1YWN7wO9ynshGllTGP\nLx/eB9Pnjvu9pSgKO853sW1GdtxjZWTDyiwjvd0RGmq9vHfESXGZlpJK3RC5jVZj5PxpN6s2mifk\n8zDRn7NbcY7bYfxHHnlkwsZPMvWZ9GA8EAigKAp6vR6/38/Jkyd56KGHWLhwIXv27OH+++9nz549\nLFo01FJrqvLI5tV871e/+//ZO+/4OMprfz/vzPaq1ar3LvfeGwYXMJCQkEZLwr0h9yakkt5Iu5df\nCklIQhLSbygJBAgJhGqwccG9N7lLltW7tL3O/P5Y27iorIqLzDz/2J/VzHnfXWl3v3PmnO9h5YZt\nXL9g1ojFtdllXG6Z+hMRisqMIBkIOaZj7tmCP23FmeNiJhPt5aWkVp9AjkbpyctJyos84aqyYcQa\nmy4W2fbJNAa2sa/lWaZm33W5t3NZqKurw+fzDbpWHKC7M4ZPjXNNmZNy9+DKU3ShOpzNfyNsm4iw\n5IPPf+Znak8XHD2AuOeLScXa3/oPsmwTSbP0LqSuJAw+PyKuEHL2nQGVZIHRLBH0K1jtp3y6LVaw\nWCG3gL7egWowAN0JYa52nhLpJ4+j7NmaEOtd7RCNJkS5K42IK5ft9huwxnu47tjf0H35ewjTpf8o\nt9llps6xsGOTnwVLbVisCYeWm8e4ePFwV1JifCh0tsc4fCDEgqU29Op1qGtfRhR/LqlzVUVBrdqN\n9N4PD3sfz+zvIBRVWFyaSjjoH/iE8xBC4M7Q4c7Q4ffFqTkSZu1rXjKydJRUGEk55Wt+cK+X7Dx9\n0jX/Ghoao4/LLsZ7enp48MEHEUIQj8dZuHAhkydPprS0lIceeog333yT9PR07rvvvsu91aQxGfRM\nnHsdB996iWmVxaSnD61cpTdKKozs3RGksNSAEIKgczauukfwpy4B6W1LMUWvp6OsBNeJk6TW1NJV\nWIA6QCmCmD4P5aWnUWNRhO7KHigxp/BjPLvnM+Q755BmKbvc2xkUvTUsD/b8LVu2MGvWLKQkmyTP\nZtshP60iyn9P7L2MqY9FMXm2Yut4HW/GewjbJmAX566tblmDmDIHYRpY4HeHTlLbs5Ebyn442O1f\nFmytbQlf8QEuak/XjZ8W48kgzBYwWyA7v2/BHgpCdwf+5h62HHeTIxqoUHZi/9J3CJgun+VrRpae\nsrEmtq73s2CJHZ1ecE2Rg8d3t9HkjYyozStAKKiwY6OfKbMSDanq/KUo3/ok6gc+hrDaBg5Qexxs\njkTT+jDYVOfl1WPd/OSGIgw6aVB3lnrDapOZMM1C5QSVk9Vhtm/0Y7JIFJYYOHY4zKLlSTw3DQ2N\nUctlF+MZGRk8+OCDFzxus9m4//77L8OORoYbJuax7sBYnn/xZT561x3njI8eDu4MHbIMrU0xMnP0\nxPVuoqY8TL69hBzn3j1QZZnOkiJS6hpwH6ums6QQpZ99iNR0yMqFg3th4pWdHTfpHUzNupNtjX9k\necn/IEtX9sXD2bx4uIt/VB3nhrIUbqhIIWWQWc36+noCgQCVlYO3AewIRKlriLBgih19snXiSgR7\n27/Qhxvpyvtv4oYLLy5VVUXdsArpjk8MGE5VVXY0PcqEjPdj0iVRa3uZ0QWC6EMhOl2FAx5rsUoE\n/CPvJiJMZrr0WWyrtVMx2URRWRYwHdluh4tcYjAQxeUGvN1xdm0JMGO+BaNOYmmpk5eOdHHP9MwR\nW0dRVHZs8lNQknB0ARCOFMTEGaibViGW3jJgDPXAjqSmbvbHia4Qv9nSzLevzSPVPLJfoXqDoHSM\nieIKI80NUaqPhCkbMzinGA0NjdGH9g6/SMiS4Ma5U2gTdtatWzdicYUQlFSYLrQ57N4IvWVbhaA7\nP5eww07a0WrkUP85nNMDgEYD+Y452AwZHGz/9+XeStJ4w3Ge3t/BfYuK6AhGufff1Ty8uYnaJO0w\nh5MVV1WVRzY3kyHpGV+SXDZVjrSTWv8IApXOvHt7FeIA1B6DaATKxw0Y80TPW8SVKCWuxYPY/eXD\n1taGLz0Nkni9z3ZUGUmaG6JsXe9n8kxLokTtCkIIwYTpZsJhhcP7Q0DC5nBNdQ+B6Mh5rVftDqLX\nCyrGn/v8xeIVqGuSc65R9+9ETBy6GO8OxXhgbT0fn5E56BKvwSBJgpx8AwuW2Jkyc+SbNjU0NK4s\nNDF+EVlY5KA5dSLHTpzk6NGjIxY3t0CPtyeOpzvxRRexlCPUCLpQHyO4hcCbnYkvM520Y9Xo2toR\nfQz4EdPno+7eghq78gftCCGYnn03xzrfGDV2h88e6GBuvp0FxS4+NTubR95VQqZVz3dW1/HtVSfZ\n3uBD6UdU1NXVEQgEenW4GIjV1T3EfeBK0aHXJ+F04TuAq+G3BJxz8GR88JwyqPNRN6xCzB3YWzwS\n97O35e9Mz7kbSVz5Hz9yOILR4yPgTs5547TX+Ehy4liYvdsDzFpoPZMRvtKQZcHM+VbqT0RoOBkh\n3apnQqaVN6s9IxK//kSElqYYU2dbLmyKLxsLOh0c2ttvDNXvhYZaKB+aS0U0rvKjdQ0sKnKyqOjK\nv6OjoaExerjyvw1HMZIQ3DY1i2rXFNasWYPHMzJfTJIsKCo7awiQkAg652Dp2dTveQF3Kt0Feeib\nW8isOkzGwcOk1NZhae9IDAtS1cR46Jx8qNo9Inu92Fj0qUzIeD/bGv+Iol78YSPDocUXYdXxbm6b\n9Pb0RqdJxwcnpvGHW0pYXOzkiT1tfObFGl450kX4vOEpw8mKtwei/GVXG8uzUkjPGuDWuhrH2v4K\n9vYX6c7+KCHn7H5rpdVoBHXbesS8gb3F97U+S659Om5zyaD2f7mwtrUTcKeiJunjnsiMj0w2WFVV\nDu4NUn04zPwlNlzuy15V2C9Gk8TMBVb27wzS3RnjXacaOfu7uEyGnq44B3YHmTnfit5w4d+9EAKx\neAXKmpf7jaNW7YHy8Qj94OvYVVXld9uasRtl7hzEpFoNDQ2NZNDE+EVmTp6NqNlFavE4XnvtNRRl\nZARjYZmB5vromRHLIft0DIHDSLH+60fDDjvBieNpnjiOzqJCIlYrhkAQV20dWfuqcB+rxrnwZoxH\nDyFFe8+eX2mUuhYjCwNHO1673Fvplyf2tHNTpavXOlO9nBgn/tCKIj4xK5OdTX7u+ddxHt/dRkcg\ncZfi5MmThEKhQWfFVVXlV5ububnSRawH0jL7FnVSzENKw5/QRZrozP80MVP+wPF3b4WCkgGb4jqD\nJ6jr2crEjA8Mav+XCykWw9LVjT/dnfQ5FptMwK8Me9iPElfZvSVAe0uM+Utso8ZJw+nSMWmGmW0b\n/JTYjBh1gl2Ng3caOU0korB9o58JU804Uvp+DcScxXBoL2pXR9/B9u8Y8tTNl450caQ9xOfnZSMN\n0RNeQ0NDoy80MX6REUJw1+Q0VgeykHU6tm7dOiJxjUaJ7Hw9J44lPIVV2UzYNgmTJ8n4QhAzmwik\nJbLlbWMraBk3Bl9GOmTnYTU5yDh4mIyqU9nztnb0p7LnlwxFQQ5HMPj8mLu6sba24ahvJKW2DhF5\n20tZCImZOR+jqv0FfJHWS7e/QXCsI8S+lgDvGdu/sBNCMDHTyjevyeNHywsJRuN89qUafvZWA2s3\nbBpSVvyN4z14wjHeXZ6K1xPvM8OqD9bgqvs1EUsJPdl3o8rJWdOpG98YMCuuqgo7mv7CpMwPYNSN\nDmcIa1sHwRRHv03P56PXC2RZEA4N/X0SjahsWe8nGlWZe60No2l0fUxn5xkoLDGyY2OAm8sT2fGh\noKoquzYHyMzRk1vYfzZbmCyIWYtQ16/sM5Z6YOeQxPjuJj/P7O/gm4tzsehHx0WRhobG6GJ0fcqP\nUqZmW3GYdFgr57B//34aGhpGJG5JhZHa42Hi8cQXf8A5F3PPVlCHdptc1cmEHXZ8xcW0H9hEk+Kn\ns6SQsM2KPhgi5eSp7PnR49gbmzB19yBFh1hbfp7QtrUkhLarppa0w8fI3H+Q7FOZekdTM6YeD3I0\nRtyQ+FI2Vp84J5zdmMWYtJvY3vjnSzKCfDCoqspfdrVy20Q35j6m7PVGjsPAf83M4nfvLiVL6aS5\nO8CjtUY213mJK8k9xzZ/lMd2t/HZOdl0t8dwuXXI8nmZPVXF3LUeZ/Pf8GbcSiB1KSRZz612dUD1\nEcTUef0eV929DoGgOGVRUnEvNyKuYOnowDcEW1KLdeh148GAwsbVXqw2iZnzrYnhXqOQ8nFGTGYJ\nV4ee450h6nsGb/535ECIWExl3OTkBnuJa1agrn8Ntbd+mLoaMJoQGRdOd+6PRk+En21s5MsLcsm0\njaxNo4aGhsZpruwixKsEIQR3Tk7nl5ub+Op1S1i5ciW33347JtPwpkfanTKOFJmG2ggFJUbixizi\nejdGfxVh28Th7XnGAtQdG4hNmUXMZCJ4qoFNxOPoA0EMfj+Wzi5S6hpQJImI1ULUaiFiSXgmy+Ew\ncjSKHIkm/o1GkSIx5GgEORpDiseJ63TEDXriej2KXk/caCBisxLX64kb9Cg6Xa+1yiKukHnkGEa7\njbDj7RHFle4V1PVsoaZ7HSWua4b1/EeSHY1+uoIxlpUOzRXBapCQm6p415L5tBtTefZAB/+3s5Wb\nK10sKXX2mq077WX+8OYm3j3GRZHLxL7qAOnnlaiIeAh767PIsW468+5F0bsGtTd185uI6fMQxr4d\nPsIxL/tanuGawi8jRkHTJoCls5OI1UrcNHjnEqtNwj8Ee0NPd5yt630UlRkpHWMc0vTeKwUhBFNm\nW9iwysfNqam8dKSL/56ZlfT5LY1RTlZHWLTcjiQl9zqIvCJIy4K9W2HauReH6oGdg7Y09EfiPLC2\nnjsmpTEh8/J5uWtoaFz9aGL8EjEh00K2Tc/RuJ3S0lJWrVrFjTfeOOwv3JIKI1V7guQXnxoClDIX\nc/em4YvxafNQnv8rajRyTsOTKstE7DYi9lOlBqqayHAHAhj8ASwdXeiO12DWyQlRfUpYx4xG4jbb\n2+K7D6GdDKosESorwXn0OK1jys9YzklCZmbOPayt/RHZtsmY9ZffEiyuJLLiH5majpyEqIgrMWJK\nkKgSJBpP/NvQVEvMVosuLZU05SgfmRqg1e+lttvD77f7ybDFSTFFUQknzo0H0clGZG7DHyng1nGJ\n0pj21oQbxWnkcDPO5ieImMvwZN0GYnAfB2e8xe/+bL/H7W19hnznbFzmokHFv2yoKtbWdrqKC4Z0\nesJRZXB3p9pbo+zYGGD8FDN5RVdHBlanE8xcYGXd6wpb2734J8exGgYu8/B74+zeGmDWAuugS3QS\njZyvIJ8vxvfvQLrhfUnHiSsqP93QyKQsCzeUD+4CVUNDQ2OwaGL8EnLn5HR+uL6BX980l38++wwH\nDhxgwoQJw4qZnqVD3Q3tLTHSs/SEreOwtb2IHG4ibsweclyRkgp5xXBgF0yZ3c+BgrjJSNBkJJia\n+NKy2+14L/Igkniqi6jFjL2lFW/22xk3l7mQEte17Gx6lPkFyY3Ivpisqu7BYZSZlft2nXSLv4rN\njasIhr0J0X2W8FZVBb1sRi+Z0ctmdJKZ9rYu0ovT6QnXo5dM6GULBc4USlPN+CN6tjfEeOlQjNLU\nFJaVZjE2w0VzsInXj/6E94yfhxD5hIKJOmbnqSY4o3cX9raX8KXdSMgxtKa2+NGqxH9Kx/R5TEfg\nOI3enawo+9GQ1rgcmLu6iRsNRC1Dy4ZabRJtLck3PzecjLB/Z5Dpcy2kZV6Z1oVDxWKVmLXASvBN\nhTcO9HDL1P4tImMxlW0b/FROMOFKG/zXk5g2D/Xvf0RtbkBk5QKgBvxQWw0VyScoHtvdRjSu8rER\nHFqkoaGh0ReaGL+EVKSZKU018Ua1lxtuuIFnn32W7Oxs3O7k3RrOJzEEKGFzmJ6lByETdM7C0rMZ\nb8Z7h7Xf0wOARH9i/DLSk5tN+qGjBFNSiJnfLvkZn34Lrx3/FnWebeQ7Zl62/YViCk/ubefri3LP\n3AFp9u1jc/0jzC68GyluRS9bzhHestCfc7ekpqaG5uqNLLvjjj7vokzIgA9OiLPqeA8Pb+nCaQwh\nJJlZuV8mrjzF2tofUah+HHeGBSHi2FpfxBA8RlfuPcSNyZcOnE9kzSuIedf1uS9FVdjR9CiTMm/D\nkGQz6GVHVbG1tuHJGfqFrMUmEzgeGfA4VVWpPhym+kiYuYtt/bqFjGZS03TkVuqpPhQmODaO2dT7\n81RVlT3bAqSk6igsHdrdAaHXIxYsRV37KuJDH0s8eGgPlI7pt5TqbFZX97C5zsuDNxShS7JERkND\nQ2M4jI4CzquIOyal8Y8DHVgcKcyfP59XX32VWB8DeJIlr9BAd2ccrydxazzkmIXRtxcRDw4rrpg2\nF3XvdtTI4JuvLgWKXo83OxNnfcM5Li+yZGBmzsfY2fQYkfjQbdWGy/MHOxmXYaYiLTGpr8m3l831\njzC/4PNUZCwh0zaeVHMxdmMWJp0TnWQ4R9ie7Ss+UDmTRS/zrjGpPPKuEm4d72ZSto33ji1gUeGX\nSbNUssv3P9jS9+Gq/x1S3EdX3qeHJcTVcJjolnWIuX27qFR3rUYnGShyzh/yOpcao8cLQhC2D93x\nJZkpnKqicmBXkLoTERYstV+1Qvw0Myda6dRHWbvGi9JH83H1kTB+r8LEaeZhle+JRTegbl6NGk58\nbqn7k3dROdQW5C87W/nm4jwcxqv7d6KhoXHloInxS0yxy8T4TAsvHu5i3LhxuFwu3npreOPnZZ2g\nsNRAzakhQIrOTsRSicm7Y1hxhdMFBSWJUpUrlIA7FaGqWDrPtU9Lt1aS55jB7ua/XZZ9dQdj/PtQ\nJx+enHDjaPLuZUv9b1lQ8HnSLcn5hJ84cQJFUSgrK0t6XVkSzM2388l5BciSQBISE9JvJafnGo5G\nf8tOBD2Zd6DKw2seVndtQi4bmxgS1QuhmIf9rc8xLfujo6oR0dbalrD3HMaejSZBLKYSjfQuyOMx\nle0bA3h6FOZfZ8Nsufo/hoUQjJ1soi0Qo2r3hUmC9tYYxw+FmTHfijxMBxmRlgnFlajb1yf6Gvbv\nREyYPuB57YEoP1rfwGfnZlPgHHzjroaGhsZQufq/Ba5Abp+YxvMHO/FHFZYsWUJNTQ3V1dXDillU\nZqTxZJRIOCEAEjaHm2GYUynFjPmo24d3sXBREYLu/FzsTc0X2CxOyvggLf4DNPv2X/JtPbWvncUl\nTrLsBhq9u9nS8FsWFNxHmqUCvT+A4WQdIt7372YwWfF+URX0zW+wzH2I5Xmf5mikiU0NvyE6jLsm\nasCPuurfGK65vs9j9rb8ncKU+aQkMTToSkHv9yNHowRTnMOKI4TAapXweS+84xUOK2xa40OWYfai\n3idKXq0sKHSyTummsTFK7fG377YFAwo7N/mZOtuCxToyr4e0eAXqmy+j1J9INHifqh/vi3BM4f+t\nreddlS5m5I4OH3wNDY2rh3fON8EVRJ7TyIxcGy8c6sRoNHL99dezevVqfD7fkGOazBKZuTpqT9Wq\nxkwFqJIRQ+DosPYqps1F3bfjii1VAYiZzQRSXTgam855XC+bmZ59N9sb/0xMCV2y/dR7wmw46eWD\nE9Jo9O5ma8PvWVDwBdIs5UjRKKknapE9XtIPHcHU3dPrIKWamhoURaG0tHTI+xBxP86mR9H5j7HF\n+zFMzhksKb4fvWzh9erv0BMavN+9euwgyvc/hygqQz+rd8/w9sARmn37mJB+65D3fjmwtbTjS08b\nVlb8NBabhM9zrhj3++JsWOXDnaFj6hzLhX7vVzl6WbCkIoUTKSEO7QvR0RojHlfZvsFPcYUx0fMy\nUkyYBj4PoeceR4yf1u8Fraqq/HJzE/kOI+8d13+DqYaGhsbFQBPjl4nbJrp5+XAXnlCMnJwcJk2a\nxMqVK1GUoWeySypMnDgWRomrIARB51zMPZuGtU/hcEFhKewfXsnLxcaXmYnBH0jU/J5Fjn0KaZYK\n9rU8e8n28tiuNt47NhVfZC9bG37PwoIvkGYpA0Uh9cRJ/O5UghPG0V2Qh72phdSaWuTw2w1/p7Pi\ns2fPHnJWXPhrSa37FTFDJhta7sSRkRAZiXr6/2Rs2s28eeIBapP8+1DjcZR/P4XyyA+Qbvs40p2f\nROgu7P9W1Dg7mh5lctbt6GXzkPZ+OdCFQhgCgTN++sPFYpPPyYx3d8bYsMpHcbmRsZOGVxM9mrmh\nPIU1TT2MmW5ixyY/m9Z2YDJLlI0Z2bIQIcmIa24guulNxMT+68Wf2d9Biy/Kp+ZkvWN/LxoaGpcX\nTYxfJjJtBhYUOniuqhOAGTNmoCgKO3YMXfQ6XTJWu0xjXaJcI2SbjD5UjxztGNZeE64qG4YV42Kj\nyhI9ebk46xvhvAuaqVl3ctKzmfbAsYu+j6rWANWdIablnmBrwx9YWPBF3JZEzbezsQlFlvFlZgAQ\nsdtoqywjYrWQfuQYtuYWUBSqq6tRVZWSkpLkF1YVdOFGLF1rSGn4A8bjv8GXdhO+1BW0taoXDPsp\ndi3imsKvsr/1WXY2PUZc6buJWO1oRfnJN1CPHkC6/6F+3XWOda7CIFspcMxJfu9XANbWdvxpqajS\nyHwkWm0S3lOZ8ZbGKFvW+Zk43Uxx+Tu7FjnFrGNmro0dHh/lY014umNMmW25KCJYzF+KlJUHYyb1\necymOi+vHuvmG9fkYZC1r0MNDY3Lg/bpcxn5wAQ3bxzvpjMYQ5Ikrr/+enbv3k1Dw+DLB05z2uZQ\nVVWQ9AQd0zH3bBnWPsW0uaj7d55xJ7hSCTvsZ7zHz8aoszM16062Nf6xX9E5XE6PvX//hCZ2N/+Z\nhYVfwm1JlJmYO7swen10FeafWwYhSfgyM2irLEMfDJFx6Cgt+w8klRUXMS8mz04czX8n7cQPcDQ/\niRTzEEhZQGj89wnbJtDTHcdoEpjMF77VXeZClpV8H3+0gzdPPEAg2nnBMcrWdSgPfBExZTbS57+H\nSOnbhjMY7aaq7V9MyxpdTZtSJIq5x4M/begWo+djsSVqxmuPh9mzLcDMBVay866OYT7D5eZKFy8f\n6aKgzMCK92ai11+cvxXhSMH+0GMIU+9+8Se6QvxmSzNfX5RLqllz+dXQ0Lh8aGL8MuK26LmuxMmz\n+9uBxLCca6+9lueff57oec2IyZKZoyMWVelsS9gcBp2zMXl2gjKw73FfCLsTisqSKlVRVJUjbX5i\nfdiXXWx6crOxtHeiC55bI57vmIPNkMHB9hcu2tob67xYDVWE4k+xqPCLuM2JzLYuEMTR0ERnUSGq\n3LtdWtxgoKu4kEOyYGl2LjMkHVLkvL8BNYY+cBxr+yu4Tv4S98mfYfBXETEX05l3L52FX8SX/m4i\n1rEgJzKw7S0x0jL6FhoG2cqC/M+Ra5/O69XfPtPsnbjVZgAAIABJREFUqoYCKP/3C9Tn/4b0ue8g\nXX8rYoCs8Z6WpyhOWYTT1H+z3JWGra2dgCsFtZeym6FitUm0NoU5djDMvOtspA5hgM3VSrnbjNui\nZ0u996JftPUVvycU44G1DXx8Ribl7tFTTqWhoXF1oonxy8yt492sO+Gh1ZcQXmVlZeTl5bF+/foh\nxTt7CBCAok8lairA5NszrH2eHgA0EH/d085XXjrC3f84yi82NbG9wUc0fumEeV/e40IIpmffzbHO\nN+gO1Y34utG4ystH1jE+80UWFX6J1FNCXMRipJ6opScv55zBRL2hqiqv7thOlTuFmMlE+uGj2Btr\nMHdtwNn4F9Kq/xdbx2sgdHjTb6G9+Ft4su8i5JyFou99ZHd7a4y0zP6FoBASY9NvZk7evWxp+B0H\njvyJ+P98HiQpUZZSOLC1Yqv/EG2BQ4xLf8+Ax15JiFgcS2cX/oy0EY1rsUqUj7WxYKkNm13zqz6f\nmytdvHi4a+ADLwLRuMoP1zWwqMjBoiLHZdmDhoaGxtloYvwyk2LScUO5i7+fyo4DLF++nNraWmpq\naoYUM6/YQEdbDL/vVHY8ZQ7m7k29unYki5g6F/XATtRw364ka2t6WF/r4dEPTeChG4spdhl5Zn8H\ndz93lF9sajwlzIdntZgMfXmPW/SpTMh4P9sa/4QyTMvH83npyBrGZbzEdcVfIdVcnHhQVXHV1hFy\nOgm5UgaMcfz4ccx6hYoMP8gbiFtWYe2sxtFgJKafTkfRV+jKvxe/exkxcyGI/kVePK7S2d5/Zvxs\nMsyVLK2dRVP9GjZ+KJ3YXf+JMA2cNVTUGDua/sKUzDvQD9O//FJj7egg5LATN4xsCYkkCabPdWE0\naR+xvTG3wE6zN8qx9sAlXVdVVX6/vRmbUebOySN7AaahoaExVLRviiuA94xNZWu9j0ZPopTEZDKx\nbNkyVq9eTSAw+C8rnU5QWPL2EKCIuQyhRtCHaoe8R2F3QHEF7Nve68+PdgT5045WvrEoF6dZT7pV\nz7vHpPKj6wv5xU3FlLhMPHugg7ufO8ZDGxvZWu+9eMK8H+/xUtdiZKHnaOfKEVvuaMdmeiJ/Z0rW\nfaSai848bm9uQagqnpx+Jl2qcXTBWiwdr1Pk/Rv3TD2C2buDmCGDrvwP0TzuWnryyrG16nHWd1zw\nfPqjqyOG3SEn5WWtdraj/OzbmPZUce3kB7Gnj2Xl8fvpDJ4Y8NyjHa9j0aWS55iZ9N6uCBQFa1tH\nYsiPxiVFJwlWVKTw8IZa1tb00OKLJPpcLjIvH+nmcFuI++ZlI42ivgYNDY2rG/m73/3udy/3JkYa\nr9c78EHDwGg0EokMvQb7fAw6iZiisuGkl3kFdoxGIyaTiUAgwMGDBykvLx90baXNIbNvR5DCUiOy\nTgJUjP4DhG0Th77/WBR1zxakGQvOebgjEOXbq+r45KwsJmRaL4hv0ctUpplZWprC4mIHgajCymM9\n/GV3Gye7w0gSZFj1yFLyz3Gg56Do9cixGKYeD6GzhrgIIUizVLCl4XfkO2ZhkK1Din+aup4tbGl4\nDE/wHm6qnHjmcVOPB1tLG52lxRfUiUsxD2b/Pgxtb2Bvex596ASdPpVttWbcMz5D2Dkj4RMvW0EI\nYiYTAbcLQzCIs64BVZKIWsz9+mEbjUaOHfJisUqkZ/bv36zu3Ijyq/9FzFqE9JFPI1kdZNsnYdKl\nsLn+NxhkK66zLjLOXqPb38zmhkeYn/9ZjDr7gK/XYBjp99n52Lq6USKRES9ROc3F3v+lWONixi9N\nNREXOrbXe/j7vg7+ebCTg21BWvxRFBUcJhndID4TeuPs/e9p9vPHHS38z9J8XOaR8zQfzb+DSxH/\nUqwx2uPb7SP72akx+tC6iq4Qbq508ckXqqntDjPh1Btzzpw5PP300xw8eJBx48YNKp7ZIpGRpeNk\ndZjSMSZC9mlYO99AinmAob3xxdQ5qM/8GTUUPFO+EI4p/GBdAzdUpDA7f+C4bouemytTubkylY5A\nlM11Pl442MkvNjUxPcfG/AI7U7OtGHXDv2njzcwk/fARjF4v4bM+7OzGLMak3cT2xj9zTeFXh9xE\ndrJnCzuaHmdd9W18f+nb9mlyKIyzrp7O4iIUfeItJsV6MPr2Y/TtRxdpRnGMJ2Qdgy/9XcRlO0//\n7W/Mn78UIfdeLqHKMp6cbAIuF876RiydnfTk5RK19u4UAYnmzcqJfZeNqOEQ6tN/Qj24B+lT30SU\njjnn5wXO2aSY8tlQ90vaA0eZlv1RdNK5+9vT/CRlruuwG7MHermuLFQVQ30jnXk5l3sn71hMOokP\nTs5iRYkVVVVpD8Q43B7kUHuQx3a3cqIrTK7DQGWamco0M2PSzWTZ9EN6vzZ6Ivx0QyNfXpBDpk1z\ntdHQ0Liy0MT4FYJFL3PrODd/29vG/8tPZOp0Oh3Lly/nueeeIzc3F6dzcGO6SyqMbN+YmG4nyWZC\ntsmYPFvB9d4h7VHYHFBSibpvO2LmQlRV5ddbmsmy6fnA+MHbwrktem6qdHFTpYuuYIxNdV7+fbiL\nX54S5vMK7EzLGbowT3iP5+Csa6R1THliLPYpKt0rqOvZQk33ekpcvU+S7I+TPZvZ1fwEjT3/wdyC\nAtIsiUybiMdJPVGLNyuLuDGKuXsDRt8+dJFWwtYxBFyLiFjKsTtchE7dwTl65Ag6nY7CwsIB142Z\nTXSUFWPu6ia1ppaQ04EnO/MCJ5BoRMHTEyfV3ftbXD15HOUPP0EUVSDd/3OEuXdR7zDmsLT4u2xv\n+jOrar7P/PzPYDNkAtDQs4f24DFm5t6T7Mt26VBVpFgMORpFjkSRotHE/6NR5EgMORJBsZiJ9HMx\no3HpEEKQbk2Uty0oTDRVRuMK1V1hDrUF2dbg44k9bYTjKpVuE5XpCYFe7jZh0fffO+GPxHlgbT23\nT0xjYmbvd8I0NDQ0LieaGL+CuKE8hecPdrK7wUOpI5H9SUtLY8aMGaxcuZL3ve99SIMYSpLi1mGy\nSDQ3RMnJNxB0ziGl8f+IqO8e8h7PDACauZDnqjqp90T4wbKCYVuUucw6bqxwcWOFi+5TwvzlI108\nvLmJqTlW5hfYmZ5jG7QwDzscRC3d2Fta8Wa/XbstCZmZOfewtvZHZNsmYdYP3GB5mtqeTexu/itl\nrs/z3H6V37zr1NRGVSWltgZF58UYXIXF00bYOo6AazERSxmIXiZWKgpbt25lwYIFyb+GQhBMdRFy\nOLA3t5Bx6Cie7EyCqa4zpSutzWFcbh2y7tyYqqKgvvE86iv/QHzoHqQ5iwdcTi+bmJP7SY51vsEb\n1d9jZs49ZNkmsbHmD0zLuguddIkH2ZwntE+LbOms/8vRGIosEdfriev1KIbEv2GTKfGYQY8lNRX8\n/ku7d42k0cvSmaz4aToCUQ63BzncHuLJve1Ud4bIshsYk2amMs1EZZqZHIfhTD14XFH56YZGJmZa\nWFHRu+OQhoaGxuVGE+NXEEadxGfmZvP914/zhfnZTM5KZHGmTp3KiRMn2LlzJzNmzBhUzNJKI8cP\nhcnJNxA3ZhE3pCF3bALDhAHdOHpDTJ2D+vSf2FLdwUuHu3jwhsIRKSk5mxSzjhUVLlZUuOgOxdhc\n5+XVo908vLmZqdlW5hfaWTbWlnS8ntxs0g8dJZiSco69oMtcSInrWnY2Pcr8gs8lFau2eyO7W57k\nmsKv8tBG+OAEG3bhwdi1H1tbJ3LIhT+jjbD9OiKW0l4F+NkcO3YMvV6fVFb8fFSdjCcvh2CqC2d9\nA9bOLrrzcoiZzTQ3hC5wUVG7O1H+7+cQDiF94yeI9H4aS89DCEG5exkuczGb6n+FRe/GYcoix97/\nqPGhIkWi6No7sHo8ZwS3dFp8x2IosnxGVMf1ehS9nqjDRNxgOCXAdefcCel9Ea1/fbThtuiZV6Bn\nXsHp7LnKie4Qh9qC7G4K8NS+DgLROBVuM5XpZnoi7UTiKvfMyLzMO9fQ0NDoG02MX2FMzbbyneVl\nfPe1o3xqdhaz8+0IIVi2bBlPPfUUBQUFZGRkJB0vK0dP1e4QXe0xXGk6/KlLcLa+QFrkOWKmPKKm\nAqKmfKLGAlTdwAJXWO2crJjNr7a28K2lxbgtI9cI1RunrR9vKHfRE4qxpd7HP6s6WXncy2dmZ5wp\nD+mPs73HO8pKzml8HJ9+C68d/xZ1nm3kD+AGcqJ7A3tanmJx4Vdp7BDMMW7ldksjurpOYvrpyOES\n2irLiRuTs/dTFIUtW7awaNGiYd1ZiFrMtJeXYunown28hmBKCu1NdsZOezujqO7ZhvL4rxALr0fc\n/CFEH8OHBiLNUsayku+zt+VpZhbdjoiOrCOFiMWxt7Ri6ewinuIkLgRxg56oxXwmy52U0NZ4R6CX\nBeVu8zmDe7qCsVPZ8yDhGHxlYe6wG0E1NDQ0Liaam8oQuNid1QVpdipdOn62oRGnSUexy4TRaMRq\ntbJ+/XrGjRuXdLmKEAJUlab6RKmKonch5y2jxzQFRedCjnkw+qqwdb6KuWcb+lD9qSZPCUW2gjh3\nHU84zrfrHNzl3cnMhdN7XfNivT4mnURpqoklJU68McHPN9STZTOQ7xy4TCJqNmPt6AQhEk4kp5CE\nTIqpgK2Nf6DEdQ3yqQbF85/Die632Nv8FCtSl5Lr2Uq6bwOZKS6kjAUEnCtwNEJXUSExS3I1yEaj\nkf3799Pe3s68efOGP4nw1PMKprqIN/YwXteO1S4R1UkoT/8J9Y0XkD7+JaT5SwacpDkQOslIrmMa\nDqt75H7Pp2wGXbUniRsNdBUVIBXk4zUZiVqtxMyJrLeqk/t1kRkMo92B4VKsMRrjm/USeU4jU7Kt\nLB2bhYgPbZpxsozG1+hSxr8Ua4z2+JqbioaWGb9CKXOb+J+lBXxndR2BqMJNlS4qKyupqalh48aN\nLFqUfNNhfomRI1UeAn4FizUhxFTZQsRaScRamThIVZCjbehDJ9GH6jB7tiJFu4gZc05lzwsIGfL4\n8foe5halsPiJF1FD70OYLn0DnCwJ7pqew5hUHT/d0MiuJj//OT0DU3/lMqe8x93Hawg57Cj6tzPq\n6dZK8hwz2N38N2blfvzctaId1LX+k309G3mPMRcrKhsiC3m81sEPlhcRVVXSjlXjy0gjYk++dOZ0\nrfg111wzYiPBlbjKvj0R2ppTWLIwl5T6I9hrjuO1phK4/yGwXYHTBlUVU48HR2MzMZORjtKSASeV\namhoaGhoXE1omfEhcKmuwp0mHXPybfx2WwuhmMK4DAv5+fmsXbsWt9udtLuKLAvCIZWezjjpWfre\n9y8EqmwjZswlYh1L0DmHoHMucYMbKe7D6K/C2Poq19gPsCCzB8kEhIKo2WUXZM8vVabFrlNYUupk\nS72Pp/a2MzbdjMvc9/WlotcjRy/0HgdIt1Syp+VJnMY8HEKPpWcz5pZ/cbL9ZbYGj7Ek5+Posu/E\naxrDt9b7uXdWNuk2A866BhACT272oDK2x44do6Wlhblz546IGA8GFLas86MCsxZaMe9+E88TDxMe\nPxlr6QScbZ0AxExmGKFb9sP9PRt8fly1JzH4/PTk5eDLyjhjBTkS8QditMe/FGto8S//GqM9/qVY\nY7TH1zLjGlpm/Aon02bgB8sL+e6qOvwRhY9OTWfp0qW88cYb3HHHHZhMyWURiysMrFvpo2J88llH\nVTYRtZQTtZTzypEuXjzcyUNLrOhjDeiLO7HEtqKr3kHUmEPMlH8mgz5UH/OhYNHL3DcvhzU1PXxn\ndR3vH+/mXWNcfU7X82Zlkn7oCAav75xMtl4yMdu9gu11v6TSkItwz2S3IZvdgaMsLvk+llM+2i8e\n7qDMbWJshgVLRycGf4D2itJBCXFFUVi/fv2wa8VP09YcZdeWACUVRkpKBTz2EJGWRqSv/Zh4Zg5d\ngC4YxN7ciq21HX96Gv601AuGEV0q5FAYR1Mz+kAQb3YmQVfKiJWeaGhoaGhojDa0LqhRQKpZxwPL\nCtjfGuCRrS3k5uVTWlrKmjVrko5hscqkZeioqxn81f2+Fj9P7WvnW4vzMViyCDmm4y29m/Y/H6Mt\n6z78qctQJAsmz05STz6M8cB3sHa8jhTtGvRaQ2VxsZMHry9kw0kP33uzns5grNfjTnuPp9Q1gKKA\nGsfo3YWr/teM8e0j3ZjPWksx+41udnevY3HR13GcEuKeUIx/HuzkI1My0PsD2Jua6SwuHJSojUQi\nrFmzBpvNRn5+/rCes6qqHDkQYteWANPmWijNDqD+5JsQj2P73i8RmW8PtImZzXQVF9JRWow+GCTj\n4BFsLW2IeHxYexgMUiyGo76RtKPHiVostI6tOMeOUUNDQ0ND452IVqYyBC7HLTGjTmJBoZ1XjnSz\nq8nPrXPGsG3rVkwmE2lpyY3zNpklDu4LUTHOTjSa3P6bvRG+/2Y9X5ifQ9lZjgVCb0A9fgh0BtTi\naUTNxYTtUwikLETnHg/e49jb/o0hcAxVyMT17iFZKZ6PGgqivv4CoqWBmBBgtZ/JLtuMMteVOGny\nRnhkSzO5DiO5jgun7cVNRgxeD5buo1h6nkCOdRNwLcaX9i7SHNPZ0fwYLd4qFhd+7YwQB3h8dxt5\nDgNL8624j9fgycshakt+iEhdXR0vvPACVquVW265BVVVh/w6RMIKOzYG8HrizF1sw95Ti/LQ/YhZ\nCxG3/xcmq7XXv1FFryOU4iRst2Pu7sHR2IRQVaJm06AdSpJ+HygKttY2UmrriJlNdBcXEHbYBxTh\no/3Ws3b7/+qPfynWGO3xL8Uaoz2+VqaioZWpjCIsepn7r83jx+sbeXBDM/+xZBmvvPRvcnJyknoz\nu9JkDAZBY10IZ+rA6wWicf7f2gY+OCHtjOf52ZwZADTn2rMeFKiWfHzp78bnXoHRX4XZsx172wuE\n7JMJOWYSG+LodPXgHpRHH0aUVBJrbUD55xPg80JxBaKkElFaiVRcyZ2T05mSbeWhDY3sarLx0akZ\nZ7zQ5Ugb5u4NyMphdIHldBXdSdhRcGYNo87OwoIvkurIhOjbzalN3ghrTnj41U1FuGpPEkxNuaDu\nvC8ikQgbNmygpqaGa6+9luLiYsxm85AvGrs7Y2zfGCA7V8/YySbEzg0of/0t0l33IqbPSypGzGyi\nq6gAXSiErbmVjIOHT5WvuEeufEVVMXd1Y29qSdgvVpQSN17iAUEaGhoaGhpXOJoYH2UYZImvLcrl\nl5ua+M2BMDdNnMTrr7/Oe9/73gHrj4UQlI4x0tMVxZna/7GKqvLQxibGpJu5saL36ZRi8izUJ3+H\nGvAjLL1kiCU9YftkwvbJSNEuzJ7tOJseRZFthBzTCdmmoMrmC887DzUYQH32L6j7tiN9+F7ExBlY\n7Xa8Xi+qpxuqD6NWH0Z59Tk4cQxcbsaWVvJQ0Vge6SriS6/6+f6sMEWxrejD9QQds+gs+iSmrii2\nlm7CdvWcLG2quRi7yY43+rZYfnx3G++udFHQ2Y4qBN6s5IaInDx5klWrVpGfn8+dd96JcRhiVFVV\nTlZHOLQvxMTpZrJzdagvPomyYRXSfd9DFJQOOmbMZKL7tChvaSOj6pQoTx+eKDd4fTgamxIuNoX5\nRAZxB0FDQ0NDQ+OdhCbGRyE6SfD5edn8flsL/2hPZ1a0lt27dzN16tQBz83JN2A/JWT746972vFH\n4nxlQW6fIl9YrFAxAXXPVsTca3s95jSK3oXfvQx/6hIMgWOYvNuxdqwkYhlD0DGDqLn4AlcWAPXA\nLpTHfoUYNwXpuw9fIPqFIwWmzEZMmZ04Ph6HhlrU6sNYa/bzTV6ECXY8zTa2tWVRlrYUkTYOoXMQ\nSFOxdHVh6ewi4O77VsHh9iCH2oJ8fZwFU0s7bRVlA5ZYhMNh3nrrLWpra7nuuusoKirq9/iBiMVU\n9u8I0tUZY/51NqzGKMrvfwxdHYlpms7hjfqOmUx0F+Yjh8LYW1pPiXI3/vS0QYlyXTCEo7EJXTiC\nJyeLkNOh1YRraGhoaGj0gybGRymSEPz3zEye2NPO5uqx9GzbREFBAW63e9ix19b0sL7Ww0+uL0Qv\nD5BtnzEfddtbMIAYf/sEiYi1goi1AhH3Y/Luwt7+b4QSJeiYQcgxDUXnRA34UZ/5M2rVbqQPfwox\nIbmx60KWETkZmG3VmAuDxIxTCBin0Vkd5XetEs7abj716H2kmPWIkkq6KiaQFgwStFlRe8laq6rK\nX3a28skJTtIam+gsLUbV9f+2qa2tZfXq1RQUFAw7Gw7g98bZvtGP3SGzcKkd2duO8osHELmFiC89\ngNBfWBc/VOImY++iPC0tMXCnD6RoFHtTCyaPF19mOp3uVG1KpoaGhoaGRhJoYnwUI4Tgw1PSsegl\ntgbKefGVV7nztg+hG0As9sfRjiB/2tHK95fk4zANHEdMno3619+iBnwIS/JDbwBU2UowZQFB53x0\n4XrMnu2knvwF0aiTwKpDhB3jE9lwc3KDheRwM5buDRj9+wnbJtKdew9xQ6KcJNcNP5ym8uTeNr6Y\n8jU+WyYxpfsY0eNV+C3NOI7so/PEfkRpJaKkEnXmAgC21vtQo3FujHXiyc0+Z3rn+YTDYdavX09d\nXR1LliyhoKCgz2OTpbkhyp5tASrHmygsM0D1YZTf/hCx9N2I5QOXJg2VM6I8HMbe0kbGwcME0tz4\n0s8V5SIex9bajrW9A7/bReuYin5Fu4aGhoaGhsa5aGL8KuB9491Y9JPZvqaF19dtZMV1yU/nPJuO\nQJQfrGvgU7OzKHIl50cuzBYYMwl19xbEvCVDWhchiJny8cRdqK/UYooewbq0HKe+h5D/TYLyjDOi\n+gJUBUPgCJbuDciRFoLOOXQUfhFVvvDCQC8LPjI1gynZVn6+qYkFBVP48IeX4QfSDx7GXDmW0ImD\nKKtfwvPEI8SvezePRSfxSLlExGFL2PD1wYkTJ1i9ejXFxcXceeedGAzDy1YrisrhfSHqT0aYtdCK\ny61D2fQm6jN/RvroZxGTZw4rfrLEjUa6C/IuEOX+dDf6pmYyTpwkbLfRVllGfJjPWUNDQ0ND452I\nJsavElZUpGJQr2XX6//ClZXHnHElgzo/HFP4wboGbihPYXb+4GyWxIwFqFvWwlDFOKDu2YbyxG8Q\nU2YT/tCDREwW5Eg7Js92Uhr+hKJLIeiYSdg+CVUyghLB1LMFS/cGVKEjmLKAkH0SiIH/pCdlWfn5\njcX8anMTX36tli/Oz8GQn0tKQxOtN9/GgT1hAh1BWhqP8h+uTlxeaC+eQG856FAoxPr162loaGDZ\nsmXD9g4HCIcUdmwKIAQsWmbHYFBR/vEo6va3kL74ACJ3+Bn3wfK2KI9ga2kl88Ah4g47nSWFRC3J\n3bnQ0NDQ0NDQuBBNjF9FLKnMJOZZwPo3V2Gwu5iWn1xTn6qq/HpLM1k2PR8YP/iaczF5JuoTv0H1\n+xDWQZaq+L2oT/0R9VgV0sfuQ4yZdOZncUMa/rQb8LuXYQgcwezZjq3jZSLmUozhWiRjPt7095xq\n/hxcuYbDKPP1RbmsPNbD118/yV2T07jdbMLe0krF+Aw6Oy20h7wsyfLxfI0d69Z1pOdbSL92BkZn\noom0urqaN998k9LSUu64445hZ8MBOtpi7NzkJ7/YQOV4E0SCKL/5GQQDSN/4KcLuGPYawyFuNNBT\nkIcnNxub00nU57us+9HQ0NDQ0BjtaGL8KuP6mePxtNTzr1dXE1uxnFl5A2e5n6vqpN4T4QfLCoZU\ngyxMFhg7OVGqMj/57Li6ezPKE79FTJ+H9J1fIkx91GMLmYh1LBHrWETMi9F/CArehyc6sC1iv/sW\nguvLUxiXYeanGxqptst8N6UTsyuFvZ1+PpjrJVBWxJRKM62HjTQcbmHfSx6MciMdymG8wXaWLVtO\nQcHws+GqqlJ9JMyxg2GmzLKQmaNHbWtG+fUDiNIxiE98FaHTD3udkUKVZc0lRUNDQ0NDYwTQ7A6u\nQm5Zfi0Fspe/rtnN2pqefo/dVu/jpcNdfPOa3DODcYZCYgDQW0kdq/o8KH/4KcrTf0b6ry8h3f5f\nfQvx88/V2Qk5Z6KaMoa81/PJdxp58PpCjBYjv2uREEdPMs/bRE96OlG7DZtdpmRGJrPvnERpeR3H\nW19D19JMkWUhB7bZ2faWnxPHwvh9QxstH4uq7NgYoKE2ysJltoQQP7If5UdfRSy6HnHXvVeUENfQ\n0NDQ0NAYObTM+FWIwWDgphXXE//3i/x1eyqBqMKKigtLVk52h3l4cxPfXJyH2zI8sScmnS5V8UI/\n00DVnRtR/vY7xMyFSN95GHGFTGTUyxIfm57JzgYL7XW1qGYz1ty3BX8wGGTt2rW0trZy0/tuJVsG\n9aWnCR06RMec22gTUzlyAHQ6QXqWjvQsPWkZOnT6/rPH3p442zb4cafrmD/HhiwLlPUrUf/5ONI9\nX0CMG9g7XkNDQ0NDQ2P0oonxq5Ts7GwmTZyAq/EI/6oy4o8qvP+senBPOM4Da+v5j2kZVKYNr9wD\nSGS2x05B3bUZVtx6wc9Vbw/qk79HrT2O9ImvIsrGDXvNi8G0XDvh9DG4UpwEAn4Ajh49ytq1a6ms\nrOT2229Hr09cuIj//Dzm1kZyX3qGnPV/gGtuwjftXbR1S9QcDbNzs58Ul0x6lp70LB1Ol3xOGVB9\nbYQDu4KMm2wiv9iIGo+jPPVn1P07kb7yQ0RW7mV5DTQ0NDQ0NDQuHZoYv4qZNWsWtc88w91FPv5a\nI+GPxPnIlHRicYUfr29gbr6da0ucI7aemDEfdcMbF4hxdftbKE/+HjFnMdLdn0UYroxseF8YDTpk\nWSIQCLBmzRra29u56aabyM7OvuBYkZGD+I/PobY2ob78DLYffwL7NSsoXXYLcaOTjtYYbc1Rdm0O\nEImopGcmsuZ+XxcNJ0PMucaG0yWj+n2JiZoIpK8/OOhGWA0NDQ0NDY3RiSbGr2JkWWb58uU8++yz\nfPXdt/LzXT5+u60Fg74To5wYGDSSiIkzUB/8FLwlAAAgAElEQVT/NYq3B5BQPV0of/0dNJ5Euvcb\niNIxI7rexUJVVaqqqnjttdcYM2YMy5cvH3CQksjIRtz9WdS2ZtRXnkX55ieQrrmBjGW3kJmTcEAJ\n+BXamqO0NEYxmvQsWmZDb5BQmxtQfvW/iAnTEB/4T8Qgxs9raGhoaGhojG40MX6Vk5qayuzZs9m4\ndhXfu+W9/GB9E95oiB8uy0eWRtYNQ5jMMG4K0a3rURCoT/0BMX8p4p4vjMjI9mAwyOHDhzly5Aix\nWAxFUUZg1xcSj8fR6/XcfPPNZGVlDepckZ6F+MinUW/8QEKUf+uTiSbMZe/BYndQWGqksNSI3W7H\n6/WiVu1C+ePPEO+5C2nR9Rfl+WhoaGhoaGhcuWhi/B3ApEmTqKmp4cCeXXxvySxMFiuxUOCirCXN\nWEDwL7+E1HSkz9yPKK4YVjxFUairq6Oqqora2lqKi4uZM2cOGRkZ+P3+Edr1heTl5REMBod8vkjL\nRHz4UwlR/vKzKPd/ErFwOWL5exB2J6qqoqx+EfWlp5H++6uIygkjuHsNDQ0NDQ2N0YImxt8BCCFY\nunQpTz75JIWFhZSXl+MNXaTFJs/C/NFPE54yF6EfukOLx+OhqqqKgwcPYjKZGD9+PNdddx3GU+4r\ndrsdk8k0Uru+gIHKUpJFuDMQH743IcpffRbl/nsRC5YSjEVRD+1D+tqPEemDy75raGhoaGhoXD1o\nYvwdgs1mY/HixaxcuZLCwsKLto7QGzBedxMRr3fQ58ZiMaqrqzlw4ABtbW1UVlZy8803k54+srXt\nlwPhTkfc+UnUFe9HffUfqPE40td+lBiYpKGhoaGhofGORRPj7yDKy8upqanh8ccfJy8vj6ysLLKy\nsrBYLq8gbGtro6qqisOHD5Oens748eMpKSkZsez0lYRITUfc8Qmsp2rGNTQ0NDQ0NN7ZXH1qR6Nf\nlixZQnt7OzU1NezZs4eVK1diNpvPCPPs7GzcbjfyRXb0CIfDHD58mKqqKgKBAOPGjeO2227D4XBc\n1HU1NDQ0NDQ0NK4kNDH+DkOWZcrKysjMzAQSDZJdXV00NTXR3NzMvn378Hq9pKenk52dfUakW63W\nYa+tqir19fVUVVVRU1NDYWEhc+fOJT8/H0mShh1fQ0NDQ0NDQ2O0oYnxdziSJOF2u3G73UyYkHD0\nCIfDNDc309zczP79+3njjTcwGo3nZM/T0tKSzp77fD4OHjzIgQMH0Ov1jB8/nkWLFmE2D3/yp4aG\nhoaGxv9v78yjorzu//+elXWAGWCAYV9li+wIxpa4UYkmNS4YhXqSGNNqs5Wapmn/aM5pTtvknKRJ\nTNrYRKEuaWOqFTGCS1xYBNkDA8giCAwwLAOyCMMMzP394Y/nC9RtNofR+zrHc5g54/t91+d+nvvc\n514KxZyhwTjlf7CwsIC3tzfzoichBENDQ0yAXl9fj+HhYTg5OTHBuaurK2xt/+/UyOnpabS1taG+\nvh49PT0IDAxESkoKxGLxnCPhKRQKhUKhUB5naDBOuS8sFgsikQgikQihoaEAAJVKhd7eXiY4v3Dh\nArhcLlxdXWFvb4/6+noIhUKEhYUhJSUFPD22OaRQKBQKhUJ5VKHBOEUn+Hw+PD094enpCeD27Pnw\n8DB6enqgVquxefNmODg4mDiVFAqFQqFQKAubBR+MV1dXIysrC4QQLF++HOvXrzd1kih3gMViwcHB\nAQ4ODsxR7xQKhUKhUCiUe7Ogt7DQaDTYv38/fv/73+PDDz9EUVERurq6TJ0sCoVCoVAoFArFICzo\nYLylpQVubm5wdnYGl8vFk08+ibKyMlMni0KhUCgUCoVCMQgLOhgfHByEo6Mj81kkEmFwcNCEKaJQ\nKBQKhUKhUAzHgl8zfj/q6upQV1fHfE5NTYVEIjG6r0AgoPom1H8YHlTf9B5U3/QeVN/0Huau/zA8\nzF3/6NGjzN9hYWEICwszqh9lYbGgZ8ZFIhEGBgaYz4ODgxCJRHN+ExYWhtTUVObf7AZtLIztQfVN\n70H1Te9B9U3vQfVN72Hu+g/D41HQnx3H0ED88WNBB+MBAQGQy+Xo7+/H1NQUioqKEBsba+pkUSgU\nCoVCoVAoBmFBL1Nhs9nYsWMH3nvvPRBCsGLFCnh4eJg6WRQKhUKhUCgUikHgvPvuu++aOhH3wtXV\nFSkpKUhJSUFwcPAD/R+xWGzkVBnfg+qb3oPqm96D6pveg+qb3sPc9R+GB9WnmDMsQggxdSIoFAqF\nQqFQKJTHkQW9ZpxCoVAoFAqFQnmUocE4hUKhUCgUCoViImgwTqFQKBQKhUKhmAgajFMoFAqFQqFQ\nKCbikQzGH8Y7qcb2oPqm96D6C8ODQqGYP+Z+vTN3fcrC5pHYTaWpqQlKpRKWlpYICgoCAGg0GrDZ\nhrvXMLYH1Te9B9VfGB4UCsX8MffrnbnrU8yLBb/P+P2orq7Gvn37oFKpUFNTg/LycixZsgQsFgsa\njQYsFmvBe1B903tQfdN7VFdX4/Tp0+jv74darYaTkxMIIQZJ+8PyoPqm96D6pvcw9+uduetTzA+z\nDsY1Gg2+/fZbJCUlYdOmTYiJicH58+dRUlKCZcuWgcVi6X2BMbYH1Te9B9U3vUdDQwO++uorREdH\nQ6VS4d///jfs7e3h5eVlsCDB2B5U3/QeVN/0HuZ+vTN3fYp5YtbBOIvFQm9vL/h8Pnx9fcHlcvHU\nU0/h4sWLkEqliI+P17tBG9uD6pveg+qb3qO5uRk8Hg+bN2/GokWL4OXlhc8//xxisRheXl56pf1h\neVB903tQfdN7mPv1ztz1KeaJWS5OUiqVzN8eHh7Izs5Gd3c3811GRgYmJyfR0dGxYD2ovuk9qP7C\n8AAAW1tbjIyMMJ/Dw8OxZ88efPPNN2hqatJL+2F5UH3Te1B903mY+/XO3PUp5o3ZzYyXl5fj2LFj\nKCkpgYWFBSIiIsDn8/HZZ58hNjYWAoEAfD4fV69ehbe3N5ycnBacB9U3vQfVN71Hf38/hoeHIRAI\n4OLigsuXL6O8vBwJCQkAALFYjImJCRBC4O3trXX6H4YH1Te9B9U3vYe5X+/MXZ9i/phVMN7d3Y2P\nPvoIP/vZz8DhcNDZ2YmqqiqsXbsWdnZ2yMrKAiEEP/zwA2pra5GcnAwbG5sF5UH1Te9B9U3vUVJS\ngv3796OiogLt7e0ghGDz5s3Izc3FDz/8gNjYWLDZbFRVVeHmzZtYvHixVul/GB5U3/QeVN/0HuZ+\nvTN3fcqjgVkF40NDQ+jv78czzzyDwMBA2NraYmBgAJWVlVi/fj0kEgnGx8fR09OD7du3QyKRLDgP\nqm96D6pvWg+lUomDBw/ixRdfxDPPPIPR0VFIpVKMjY3hhRdeQGFhISorK1FaWoq6ujps27YNdnZ2\nWqXf2B5U3/QeVH9heJj79c7c9SmPBmYVjNvY2ODUqVPQaDTw9/eHUCiElZUVOjs7weVysXjxYvj7\n+yMmJgb29vYL0oPqm96D6pvWY2pqCvn5+XjiiScgFovh6uoKLpcLqVQKLpeLDRs2QCgUQiwW4+mn\nn9ZpcDK2B9U3vQfVXxge5n69M3d9yqOB2QTj09PT4HK5cHJyQlVVFaampuDp6QmhUIi2tjbU1tYi\nPj5+QXtQfdN7GEN/9jZU5pj+h+3B5XKhUqlQUFAAPz8/CIVCODg4YHh4GM3NzYiMjISjoyMkEgls\nbW0XpAfVN70H1Te9h7lf78xdn/LoYBbBuEajAYfDwfT0NCQSCZRKJaqrqzEwMIDAwED09fWhr68P\nUVFR4HA4Ovuw2WyjeRg7D8bUnwk2jVU+s4NZY3hMT0+DzWaDEGIUfbVaDQ6HY7Z1PLv8jZ2Hmbpw\ncnLCwMAA6urq4ObmBqFQCHd3d5w8eRLh4eF6rZk0tgfVN60HIYQ5qdAY+hqNxqj6gPnXAfBwxmU6\nJlMeFxZsMD4wMAA+nw+VSgUejwelUolPP/0UixYtgoeHB4RCIU6ePImamhoUFBTgxRdfhKOjo1Ye\n8zfWV6lUBvUYHBwEj8ebk4e9e/caTL+vrw8sFgtqtRp8Pt/g+q2trbC3t2cCWbVabfA6aG5uRn9/\nP/P2uKHrQCqVori4GAEBAeBwOAbXr66uxldffYXIyEhYWVkZXF8mk2FkZAQajQZWVlYGr2MAUCgU\nsLCwMGpfm4HNZmN0dBQ2NjZwdHREX18fLl68CCcnJ1y/fh2NjY1YuXIl+Hy+TvoPw4Pq3xmVSsUE\nFcbwuHnzJiwtLZmJAUPr9/T0QCAQGE1/NubaD4w9LtMxmfK4wiKEEFMnYj6VlZU4cuQIgoKCcOvW\nLTz//POQSCTo7u6es6Ztenoa/f39sLKy0nqtVWVlJbq7u7Fq1SpYWloy38vlcri6uurtUV1djW+/\n/Rbu7u7gcrlITU2Fg4ODQfX/9a9/ITAwEOPj43jppZdga2trMP2bN29i9+7dSExMxK5du8DlcgEY\nrnxm8pCVlYXXX38dfn5+zPc9PT1wc3PT26Oqqgr79+/Hzp07ERERwXxvqHY0k36RSISNGzciLCwM\ngGHbUGZmJkJDQ9HR0YG3334bdnZ2BiufGY9vvvkG4eHhGBgYwObNmw3a15qbm5mBKSAgAABw9OhR\n+Pr6Ii4uDiMjI7h69SoqKipACMGWLVvmtIUHYXx8HNbW1nO+O378ODw9PQ3i0draCpVKBS6Xy+Th\nP//5D7y9vQ2i39TUhPHxcbDZbGYni2PHjsHLy8sg+lVVVRgZGUFSUhLznSH1gdvtqKOjA2vWrGGC\nO0PWQVVVFS5evIht27YxfcuQeaipqcEnn3yCtLQ0rFixwuDpl0qlkMvlAIBVq1YZPP0A0NLSgqmp\nKfB4PPj7+wMwbF8z9rhMx2TKYw1ZQGg0GtLf308yMjKIVColQ0NDJDs7m+zcuZO0t7cTQgiZnp4m\nhBAil8t19mlubibp6enk1VdfJefOnSMTExN3/J2uHrW1teT1118nDQ0NpKWlhRw6dIhcvnyZEPJ/\n6ddHXyqVkoyMDFJbW0tkMhn54osvyNjYGKNtiDIaHR0l7733HnnzzTfJhx9+SNRq9f/8Rh/9hoYG\n8sorr5Da2lpCCGHqYHJykhCiXx40Gg1Rq9Vk//79pKKighBCyNjYGLl58yYZHh5mfqNPHqqqqshv\nfvMbUl9fT7Kzs8mf//znOf4z6Krf1dVFfvWrXzHlk5mZSYaHh5lyMkQdd3d3kzfffJPU19eTiYkJ\ncvToUfKLX/yCdHV1GcSjsrKSvPbaa+SLL74gH3zwAfnb3/52199OTEzcsY3dj5KSErJnzx7S1NQ0\np2/N/lsfj/LycvLWW2+RvXv3kg8//JCcPXvWoPoVFRVkz5495NChQ+RPf/oTKSsrI4TMbUP66KtU\nKvL++++Tbdu2kdLSUuZ7Q6WfkNv1vGfPHiKVSu/7W108mpubya5du5i+YGj9qqoqsmfPHrJ3715y\n/Phx5ntDlVFlZSXJyMgg2dnZ5A9/+AMpKCi46291rYOZdnTkyBGyd+9esm/fPoN5PIxxmY7JlMed\nBbVMhcViwdLSEu3t7YiPj4dQKERwcDA4HA6+/PJLxMTEwM7ODgMDA8jKykJUVBS4XK7WR8d2d3cj\nMTERSUlJOHXqFKampuDh4cHM/mo0GigUCp09SkpKEB0djZiYGIhEIrS1teHGjRuIjY0Fi8UCIUQv\n/crKSiQlJSE8PBxKpRJff/01RkZGUFFRATc3N9jZ2aG/v1+vMuLz+ZiYmEBqaipqampQXV0NgUCA\n4eFhiEQiveugsrISGo0GkZGRUKvVyMrKQk1NDQoLC+Hj46NXHmYeM9fU1MDa2hoCgQB/+ctf0NbW\nhq+//hoBAQFwdnZGX18f/vnPf2qtr9FokJeXh7Vr1yI0NBT+/v74/vvvQQiBr68vo6NQKJCZmalT\nGSmVSigUCqSkpKCvrw8HDhzAwMAAjh8/juDgYDg4OOhdx0qlEn19fUhJSQGXy4VAIEBdXR2+//57\nREdHQyAQ6FzPGo0GR48excqVK7Fx40ZERUUhNzcXVVVVWLp0KfO76upqiEQiWFhYgM3W7kDgvr4+\nHD58GNbW1mhvb4dYLIaDgwNYLNacdOrq0dbWhgMHDuCXv/wlkpOTme8iIyMBgPHQVb+1tRUHDx7E\nyy+/jOXLl6OrqwsikQg2NjZzZgb1KSMOh4OJiQnweDxcuHABNjY28PHxmbMcQB99mUyGTz/9FOvW\nrUNCQgJGR0ehUCgwODgIBwcHg+RBKpVCKBRi5cqVGBwcRENDA5qamuDj46O3fl1dHQ4fPoxdu3Yh\nMTERn3/+Oby9veHq6mqQNjSzteCGDRvw1FNPQalUMss8RCKR3voAMDk5iUOHDiE1NRWrVq2Cn58f\nsrKy0NXVhbi4OL09Zo/LS5YsgYODg8HHZXMfkysqKow+JlMebRZMMN7d3Y3u7m5YW1ujuLgYk5OT\nCAoKAgAEBgZCo9GgtLQUkZGREAgEiI6OhrW1tdYdvr+/H97e3hAIBHBzc4NEIkFeXt6czq9SqWBn\nZ6e1R3d3N4aGhhASEgIHBwfmxRgOh4P6+nrmtDO1Wq1THrq7uzE4OIjw8HDmseCBAwcQFxeHpUuX\nYnh4GKdPn0Z8fDwcHBx00u/p6WHWidfX16OjowMvvvgiTpw4gf/+97+IiYmBRCKBtbW1znWgUCgQ\nGBiIsbEx1NfXIysrC08++SRiY2OhUqlw9uxZxMXFwd7eXqc8dHV1QSgUYnBwEMPDw7hx4wYWLVqE\nrVu3wtLSEl999RWWLVsGJycnrfW7urowOjqKJUuWzFkqolaroVAoEB4ezgQ6upRRd3c35HI5bG1t\nkZOTA5lMhszMTDz77LNIS0tjblx+9KMfQSQS6VwHcrkcNjY2OHLkCNhsNtzc3HD27Fk88cQTcHd3\nR2dnJ4KDg2FjY6OTB4vFglwuh5WVFby9vcHj8bBixQrk5eWhubkZMTExAIDCwkK4uLjo9BLZxMQE\n/Pz8sGnTJshkMhQVFUEikcx5z4HFYiE/Px+urq5ae/T19cHJyYlJK4/Hw3fffYfIyMg55aGrvkKh\nQGRkJIKCgjA2NoZ9+/ZhaGgIDQ0NqKurQ1RUFADdy2hqagpsNhsKhQISiQSrV69GZmYmFAoFKisr\nERERAUIIioqKdK6DgYEBKJVKCIVCjIyM4ODBg2hubkZZWRmuX7+udx4AYGxsDK2trfDy8sIHH3wA\nDoeDoqIiSKVS5pqqq75MJkNiYiICAgJgYWEBPp+PmpoahIWFgcfjAYBeZTQ1NYWGhgZ4enpicnIS\nmZmZUCqVKC4uRmVlJXNjqk/5TE1NoaqqCtHR0bC3t4e1tTVGRkZQX1+P3t5eZomeLh5yuRxyuZw5\nHXJ0dBTBwcEADDMuy+VyKBQKeHh4wMHBAa6urnB3dzfYmCyXyzE8PIygoCDmRhcw3Jgsl8tx8+ZN\nhISEwN3dHSqVCocOHUJsbKxBxmTK48OCCMavXr2Kffv24fr16+jq6oKlpSVycnJga2vLrH0TiURo\nbm5GXFwcWCwWc6HU1qOpqQmNjY0YHR2FRCKBm5sbXF1dcebMGVhZWaG+vh7nzp1DbGwseDzeA3ea\nGf1r166hpaUF4+Pj8PT0BJfLhUKhQFFREVauXIn8/HxcvXqVudhrq9/Y2Ihr165hYGAA3t7eCAsL\nQ0REBOzt7eHi4oLW1lbExsaCw+FoVUaz66C2thbDw8Pw9fUFIQRWVlY4e/YsJBIJ+vr6EB8fDzab\nrXMdNDY2MnuscrlcJCUlYcWKFRCJRBCLxbh+/bpOHjP6ra2taG5uxuTkJCoqKphT5SQSCfz8/NDZ\n2Ql/f3/Y2dnppN/Q0ID6+nomyLGwsACHw8Hhw4fh6ek5J0jXRb+5uRkDAwOQSCRYtmwZrK2tsXbt\nWvB4PAQFBaGtrQ2hoaGwtrbWuQ6am5sxODgIsViM4uJi3Lx5EzKZDGlpaZienkZHRwczA6yNR3d3\nNwQCAYDbwWx2djZiYmKYNd0xMTEoLi6Gp6cn7O3tERoaqtPpoAKBANbW1rCxsQGPx0NoaCjkcjkK\nCwshkUggEonQ2dkJe3t7hIWFaX1inkAggJOTE5ydnWFhYQGNRgM+n4+qqiosW7YMfD6feeFPV32R\nSAShUAhCCC5evIioqCikp6cjMDAQ586dg7OzM8RisdZlNKM/M/vJ4/GQl5eHlJQUqNVqHD9+HL6+\nvoiJiQGLxdKrDoRCIaytrVFfX49Tp05h5cqVSEtLQ1hYGC5cuACxWAxnZ2ed8wDcfiegrKwMY2Nj\nzM3XqlWrkJOTg8nJSQQGBuqs7+bmBkdHR2g0mjlPCmZ2GZnZVUVXfS6Xi/7+flRUVCA/Px/R0dH4\n+c9/jhUrViAnJweWlpbw8vLSqw64XC5kMhkOHjwIkUiE3NxcEELw0ksvoba2FiEhIeDz+Vp7VFRU\n4B//+AcaGhogk8kQHx+PY8eOQaVSISQkBIB+4/KMfn19PRoaGuDj4wN7e3tmq8W8vDy9xuQZ/dra\nWjQ3NyMgIIBZoz00NITCwkK9xuQZfalUirq6Ori7u0MkEsHDwwOxsbF6j8mUxwuTB+NTU1M4duwY\ntm7dik2bNuHWrVtMoz137hx4PB4EAgGuXbuGsrIyJCYmav2G+XwPjUYDmUyGpqYm+Pr6QiKRIDw8\nHB999BGampqwY8cOCIXCB+6U8/Wnp6chk8nQ2NiIgIAA8Pl8tLS0gBCCnJwcpKamwt7eXmd9jUaD\nzs5ONDU1ITQ0lOng5eXlqK2tRUJCglZlNFt/48aNIISgq6sLDQ0NOHPmDM6ePYvdu3cjLS0NJSUl\nCA4O/p8X5rTNg1KpxPDwMJRKJZYtW8Y8lq+oqIBUKsWSJUv0ysPk5CSmpqYA3J69mxmEGhoaUFhY\niNWrV8PKykrn9BNCIJPJ0NzcDF9fX7i4uMDa2hoVFRUIDQ2FhYWFFqVz534wODiIjo4OtLa2QqlU\nIjAwEAUFBSgtLUVSUtKcpQy6eIyOjoLNZsPe3h7PPfccVq1aBTabDalUip6eHkRGRoLNZms1OP3x\nj39ER0cHEhIS4O3tjaGhIWRmZiIhIQHW1tawsLBAaWkp/Pz8dNpFYL4Hj8djZoBnAvKKigpcv34d\nJ06cQEJCglblNF9/JhBns9lgs9koKChAQkICiouLcerUKURGRmrVTufrzyyp8fb2ZiYerKys0NDQ\nAD8/P2aXIW31Ozs7mVk/QghaWlowMTGB7777DmvWrMH3338PZ2dneHp6aqV/pzw4OTnB1tYWQUFB\n+PGPf8w8FZJKpQgICNC6nufrOzg4YHx8HHl5eRAIBFi0aBH4fD7GxsZga2sLX19fvfQBMHUsEolQ\nW1uL4uJiLFu2TKcZzPn6QUFBiI6OhqWlJXx8fODi4gLg9qyqo6OjXnXQ3t6OxMREhIWFgc1mY2ho\nCCwWC+np6bCzs8OFCxeYnZ60obGxEQcOHMBrr72G5557DmVlZRgfH8fOnTvx5ZdfYnJyEiKRCA0N\nDTqNy/P1a2tr0dDQgLi4OBBC4OTkpNeYfC994PbSnvb2dp3H5Pn6MwF5fHw8cxMJ6D4mUx4/tFuc\nZiQmJiaYN80TExPh5eWFRYsWYfXq1bhx4wZycnJw5swZ7N69W+fDD2Z7xMfHIyYmBhqNBkVFRQCA\n/v5+qNVq/O53v4O3t7dB9Kenp1FUVAQ+n48ffvgB2dnZePXVV+Hu7q63fmxsLKamplBYWAilUonc\n3Fzk5OTg5Zdf1qmM5usvXrwY7u7uSEpKwltvvcXMkmZkZOi8FdNsj4SEBGYAKS0thUajwfnz53Hy\n5Ens2LFD52ULs/X9/Pzg5eWFqKgosFgsVFdX48qVK/j1r38NoVCol/78OiaEwMXFBRwOh1nnqG/6\no6KiIBAI4OHhgePHj+Pjjz/GiRMn8MYbb8xZj6urR2JiIvz8/MDhcFBSUgK1Wo3Lly/j2LFjWLdu\nnVazREqlEnl5eXjhhRfA4/Hw8ccfAwCef/55JCUl4f3338e5c+dw/PhxtLe367SLwHyPTz/9FMDt\ng03UajUAYNOmTRgaGkJ+fj7eeOMNrXzups9ms5m9py0tLXHw4EGcPn0a6enpWvW1u+nPeMxw9epV\ndHR0aN3PZutzuVxG39bWFhYWFvjss8+wZcsWbNy4EXv27NF6t4475eGTTz4BAAQEBDDXCOD2Gl2Z\nTKZ1P7ubfnJyMtavXw+5XI5Lly7h6NGjuHTpErOUUVf9mTLicDhMG0pLSwOXy8W1a9e00r5X+i0s\nLEAIwd///ne0tLTg/PnzqKmp0Wmsme3B5/OZvvb0009j48aNSE9PB5fLRX5+PkZHR3Xew/qnP/0p\nc6OzdetWtLW1QSQS4d1330Vvby9OnTqF3Nxcncfl2fqpqakYGxuDWq0G+f8bvCkUCqhUKp3H5Dvp\nq1QqAIC9vT1qampw4sQJncfk+frj4+NMG1KpVDhz5gxOnjyp85hMebww+cz4zMzcpUuX4OjoyDzW\nlMvlGBgYwAsvvIAlS5YgISEBzs7OBvNwdHTE6OgopFIpYmJicPPmTaxdu1anTnk3/bGxMdTU1CA6\nOhqNjY145ZVXdJoFuV/6o6KiUFpaiq1btxpM38nJCX19fZDJZHj66acBYM6jXEN5jI6Oora2FhER\nEaioqMCWLVsMlgdnZ2f09vaip6cHzz//PCIiIhATE6PTzcT96iAhIQFisRghISE63UjcrXx6e3sx\nNjaG1157DeHh4Vi+fDnEYrHW+vfyGBsbY/pBb28v1q9fr3U/4HK5CA8Ph7+/P8LDw1FeXo7S0lIk\nJCQgPDwcDg4OUCqVkMlk2L59u07Hbs/3KCsrQ3l5OZYsWcIEHN3d3SgoKEBGRobWA/i99GdeCi4o\nKMCNGzeQkZGhdxnN1mez2ZiamsLZs2eZAEfbMrqTfllZGVMHS5cuRUhICAghEIvFOp8aOb+e59fB\npUuX8N1332HXrl1652F2O/Lz84NYLB4nNxcAAASxSURBVAafz4dCocC2bdsMWgezg9aOjg5mNlvf\n9M/o+/j4QKlUoqKiAh0dHdixYwc8PDy00r+bx0w9A7e3zpsJNHfu3MnMxGuDSCSCi4sLeDweNBoN\nbt26hfPnzyM2NhZOTk7w8fHB0qVLmXdvDKF/7tw5LF26FJaWlsz7Ps8++6xOY/K99C0sLDAwMICm\npibs3r1bpzq4n35/fz/Ky8uRnp6u03hGefwweTAOAEKhEBMTE8zuF2KxGD4+PsjOzmaO8NX3Ec+d\nPLy8vJCXl4fAwED4+fnpdfd6N/3Tp08jJiYGycnJeu0pejf93NxcREREYOnSpQbX9/HxwenTp+Hj\n48PsUqEP98rD4sWLkZiYCDs7O4PnIScnBz4+PhAKhXq9xX6vNuTl5aV3O71b+o8dO4aQkBBIJBKt\ng4MHzUNubi6Cg4MRFhamcz+wsrICl8uFhYUFnnjiCZSVlTGBlEajgaenJ5KSkvRqp/M9SktLmWDn\nxo0bGB0dxbp163QKQO6n39PTg8HBQWzdulWnAOFB9OVyOTZs2GBw/YSEBCgUCoyNjem9t/G98iCT\nydDT06PTDd3d9Ge3o1u3bsHV1RVxcXFzlgMYKv3Xr18Hj8dDbGys1ks77qU/k35HR0f4+/tjzZo1\nOj2de5A8yGQyjI6O4tlnn52zv7U2zF7/PXOSZFlZGdasWYP8/HwUFhYiIiJC5+vR3fSTk5NRUFCA\nK1euICkpSecngPfSv3z5MqRSKV566SWdn/LeSz8/Px/V1dVITU2lB/pQHpgFEYxzOBy4urpiZGQE\nFy9exOTkJDo6OlBTU4M1a9boHYDczyM5OVlvj7vp19bWYvny5Tpf2B8k/StWrDCq/k9+8hOj18HK\nlSuNVgez25E+NxTGbqf3akMPow5Wr15tEA/g9mP58PBwZuu4wsJCLF++XOt3DR7EQyqV4siRI7hy\n5QrWrVun8wB+L/2ZPLzyyis6P5m4n35RURG2b9+u00zj/fRnymfVqlVGq4PDhw/jypUrSEtLM3ge\nZtpRUVERnnrqKYPlYX4ZFRcXIykpSa9j6O+kP5P+/Px8JCcnG3TZwp3q4LnnntMr2J8Nm80Gl8uF\nVCpFS0sLCgoKsG3btjlbMxpaf8uWLQZrQ/P1CwsLsWHDBp2ftN9Pv6CgABs3bjSYPuXxYEEE48Dt\nfa19fHzg6OiIkpISKBQKpKenz9mZYqF7UH3Te1D9heEB3A4Sent7IZVK8c477xhcf7ZHbW0t3nnn\nHZ1nAu+nL5VK8dvf/lbnGXdT68+UjzHrYCYPxqwDY+TB2GX0MPvBjIch64AQgunpaRw5cgQ3btzA\n22+/rdPSDqpPodwdFpl5W2IBodFoAMx9qcncPKi+6T2ovmk9xsbG8Ne//hXbt2/X6QWsheBB9U3v\nQfUXhselS5fg7+9vtDXQVJ/yOLMgg3EKhfJooFKpjL6ll7E9qL7pPai+6T1mn9pK9R++PuXRhgbj\nFAqFQqFQKBSKiVgQ+4xTKBQKhUKhUCiPIzQYp1AoFAqFQqFQTAQNxikUCoVCoVAoFBNBg3EKhUKh\nUCgUCsVE0GCcQqFQKBQKhUIxETQYp1AoFAqFQqFQTMT/A5pIp1x2eoBgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa4755c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get one color per day of week\n",
    "colors = get_colors('Dark2', n=len(day_numbers), start=0.05, stop=0.95, reverse=True)\n",
    "\n",
    "#fig, ax = plt.subplots(figsize=[10, 6])\n",
    "weekday_hour_counts.unstack(level=0).rename(columns=day_names).plot()\n",
    "    \n",
    "xlabels = hour_numbers.map(lambda x: '{:02}:00'.format(x))\n",
    "plt.gca().set_xticks(range(len(xlabels)))\n",
    "plt.gca().set_xticklabels(xlabels, rotation=45, rotation_mode='anchor', ha='right')\n",
    "\n",
    "plt.gca().yaxis.grid(True)\n",
    "plt.gca().set_ylabel('Number of plays')\n",
    "plt.gca().set_xlabel('')\n",
    "plt.gca().set_title('Number of songs played, by day of week and hour of day')\n",
    "plt.gca().legend(loc='upper right', bbox_to_anchor=(1.23,1.017))\n",
    "plt.gcf().set_size_inches(10,6)\n",
    "\n",
    "plt.savefig('images/lastfm-scrobbles-days-hours.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Analysis of a single year (or multiple years)\n",
    "\n",
    "Add additional years to the 'isin' list to query multiple years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5356"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrobbles_year = scrobbles[scrobbles['year'].isin([2015])]\n",
    "len(scrobbles_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Taylor Swift</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>David Mitchell</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Linkin Park</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Halestorm</td>\n",
       "      <td>211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Boyce Avenue</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Within Temptation</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NEEDTOBREATHE</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               artist  play count\n",
       "1     Imagine Dragons         402\n",
       "2      Mumford & Sons         398\n",
       "3        Taylor Swift         300\n",
       "4      David Mitchell         257\n",
       "5         Linkin Park         226\n",
       "6           Halestorm         211\n",
       "7        Boyce Avenue         194\n",
       "8   Within Temptation         179\n",
       "9          Ed Sheeran         165\n",
       "10      NEEDTOBREATHE         147"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what artists did i play the most that year?\n",
    "artists_year = scrobbles_year['artist'].value_counts()\n",
    "artists_year = pd.DataFrame(artists_year).reset_index().rename(columns={'artist':'play count', 'index':'artist'})\n",
    "artists_year.index = [n + 1 for n in artists_year.index]\n",
    "artists_year.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>track</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>Where Are You Now</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>The Boxer</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>Lover of the Light</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Who We Are (From \"The Hunger Games: Catching F...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NEEDTOBREATHE</td>\n",
       "      <td>Let Us Love</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Second Chances</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Shots</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>Hopeless Wanderer</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>Ghosts That We Knew</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zwieR.Z.</td>\n",
       "      <td>Breaking The Habit</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             artist                                              track  \\\n",
       "1    Mumford & Sons                                  Where Are You Now   \n",
       "2    Mumford & Sons                                          The Boxer   \n",
       "3    Mumford & Sons                                 Lover of the Light   \n",
       "4   Imagine Dragons  Who We Are (From \"The Hunger Games: Catching F...   \n",
       "5     NEEDTOBREATHE                                        Let Us Love   \n",
       "6   Imagine Dragons                                     Second Chances   \n",
       "7   Imagine Dragons                                              Shots   \n",
       "8    Mumford & Sons                                  Hopeless Wanderer   \n",
       "9    Mumford & Sons                                Ghosts That We Knew   \n",
       "10         zwieR.Z.                                 Breaking The Habit   \n",
       "\n",
       "    play count  \n",
       "1           29  \n",
       "2           28  \n",
       "3           26  \n",
       "4           25  \n",
       "5           23  \n",
       "6           23  \n",
       "7           23  \n",
       "8           22  \n",
       "9           22  \n",
       "10          22  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what tracks did i play the most that year?\n",
    "tracks_year = scrobbles_year.groupby(['artist', 'track']).count().sort_values('timestamp', ascending=False)\n",
    "tracks_year = tracks_year.reset_index().rename(columns={'timestamp':'play count'})[['artist', 'track', 'play count']]\n",
    "tracks_year.index = [n + 1 for n in tracks_year.index]\n",
    "tracks_year.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>album</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mumford &amp; Sons</td>\n",
       "      <td>Babel</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Smoke + Mirrors</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NEEDTOBREATHE</td>\n",
       "      <td>The Outsiders</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Halestorm</td>\n",
       "      <td>Into the Wild Life</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>zwieR.Z.</td>\n",
       "      <td>You Did It To Yourself</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Of Monsters and Men</td>\n",
       "      <td>My Head Is an Animal</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>x</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Nightwish</td>\n",
       "      <td>Endless Forms Most Beautiful</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foo Fighters</td>\n",
       "      <td>Greatest Hits</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Linkin Park</td>\n",
       "      <td>The Hunting Party</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 artist                         album  play count\n",
       "1        Mumford & Sons                         Babel         276\n",
       "2       Imagine Dragons              Smoke + Mirrors          263\n",
       "3         NEEDTOBREATHE                 The Outsiders         146\n",
       "4             Halestorm           Into the Wild Life          139\n",
       "5              zwieR.Z.        You Did It To Yourself         121\n",
       "6   Of Monsters and Men          My Head Is an Animal         120\n",
       "7            Ed Sheeran                            x          118\n",
       "8             Nightwish  Endless Forms Most Beautiful         110\n",
       "9          Foo Fighters                 Greatest Hits          98\n",
       "10          Linkin Park             The Hunting Party          83"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what albums did i play the most that year?\n",
    "albums_year = scrobbles_year.groupby(['artist', 'album']).count().sort_values('timestamp', ascending=False)\n",
    "albums_year = albums_year.reset_index().rename(columns={'timestamp':'play count'})[['artist', 'album', 'play count']]\n",
    "albums_year.index = [n + 1 for n in albums_year.index]\n",
    "\n",
    "# remove text in parentheses or brackets\n",
    "regex = re.compile(u'\\\\(.*\\\\)|\\\\[.*]')\n",
    "albums_year['album'] = albums_year['album'].map(lambda x: regex.sub(u'', x))\n",
    "albums_year.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of a single month (or multiple months)\n",
    "\n",
    "Add additional months to the 'isin' list to query multiple months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "173"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrobbles_month = scrobbles[scrobbles['month'].isin(['2014-02'])]\n",
    "len(scrobbles_month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Coldplay</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Halestorm</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AC/DC</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The Beatles</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dropkick Murphys</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The Killers</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Eric Clapton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Within Temptation</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 artist  play count\n",
       "1   George R. R. Martin          67\n",
       "2              Coldplay          20\n",
       "3             Halestorm          20\n",
       "4       Imagine Dragons          18\n",
       "5                 AC/DC          17\n",
       "6           The Beatles           7\n",
       "7      Dropkick Murphys           7\n",
       "8           The Killers           2\n",
       "9          Eric Clapton           2\n",
       "10    Within Temptation           2"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what artists did i play the most that month?\n",
    "artists_month = scrobbles_month['artist'].value_counts()\n",
    "artists_month = pd.DataFrame(artists_month).reset_index().rename(columns={'artist':'play count', 'index':'artist'})\n",
    "artists_month.index = [n + 1 for n in artists_month.index]\n",
    "artists_month.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>track</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>Jon</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>Daenerys</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>Tyrion</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>Reek</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>Davos</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>The Windblown</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Tiptoe</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Dropkick Murphys</td>\n",
       "      <td>Climbing a Chair to Bed</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Nothing Left to Say/Rocks</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Coldplay</td>\n",
       "      <td>Up with the Birds</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 artist                      track  play count\n",
       "1   George R. R. Martin                        Jon          17\n",
       "2   George R. R. Martin                   Daenerys          15\n",
       "3   George R. R. Martin                     Tyrion          10\n",
       "4   George R. R. Martin                       Reek           8\n",
       "5   George R. R. Martin                      Davos           7\n",
       "6   George R. R. Martin              The Windblown           5\n",
       "7       Imagine Dragons                     Tiptoe           3\n",
       "8      Dropkick Murphys    Climbing a Chair to Bed           2\n",
       "9       Imagine Dragons  Nothing Left to Say/Rocks           2\n",
       "10             Coldplay          Up with the Birds           2"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what tracks did i play the most that month?\n",
    "tracks_month = scrobbles_month.groupby(['artist', 'track']).count().sort_values('timestamp', ascending=False)\n",
    "tracks_month = tracks_month.reset_index().rename(columns={'timestamp':'play count'})[['artist', 'track', 'play count']]\n",
    "tracks_month.index = [n + 1 for n in tracks_month.index]\n",
    "tracks_month.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>album</th>\n",
       "      <th>play count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>George R. R. Martin</td>\n",
       "      <td>A Dance with Dragons</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Night Visions</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AC/DC</td>\n",
       "      <td>Warning! High Voltage (Greatest Hits) CD1</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Halestorm</td>\n",
       "      <td>Halestorm</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Coldplay</td>\n",
       "      <td>X &amp; Y (Proper Retail)</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coldplay</td>\n",
       "      <td>Mylo Xyloto</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Dropkick Murphys</td>\n",
       "      <td>Going Out in Style</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Halestorm</td>\n",
       "      <td>The Strange Case Of...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The Killers</td>\n",
       "      <td>Day &amp; Age</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Led Zeppelin</td>\n",
       "      <td>Greatest Hits Disc 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 artist                                      album  play count\n",
       "1   George R. R. Martin                       A Dance with Dragons          67\n",
       "2       Imagine Dragons                              Night Visions          18\n",
       "3                 AC/DC  Warning! High Voltage (Greatest Hits) CD1          17\n",
       "4             Halestorm                                  Halestorm          14\n",
       "5              Coldplay                      X & Y (Proper Retail)          11\n",
       "6              Coldplay                                Mylo Xyloto           9\n",
       "7      Dropkick Murphys                         Going Out in Style           7\n",
       "8             Halestorm                     The Strange Case Of...           4\n",
       "9           The Killers                                  Day & Age           2\n",
       "10         Led Zeppelin                       Greatest Hits Disc 1           1"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what albums did i play the most that month?\n",
    "albums_month = scrobbles_month.groupby(['artist', 'album']).count().sort_values('timestamp', ascending=False)\n",
    "albums_month = albums_month.reset_index().rename(columns={'timestamp':'play count'})[['artist', 'album', 'play count']]\n",
    "albums_month.index = [n + 1 for n in albums_month.index]\n",
    "albums_month.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listening history of a specific artist, album, or track\n",
    "\n",
    "See the last 5 times I've listened to someone or something"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>artist_mbid</th>\n",
       "      <th>album</th>\n",
       "      <th>album_mbid</th>\n",
       "      <th>track</th>\n",
       "      <th>track_mbid</th>\n",
       "      <th>datetime</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>dow</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>Tim Minchin</td>\n",
       "      <td>2dc758d7-6776-45d1-b537-484249bd265e</td>\n",
       "      <td>So Rock</td>\n",
       "      <td>2e2ee8bc-64ba-49bf-87a9-bc3ec6ef4f3f</td>\n",
       "      <td>If You Really Loved Me</td>\n",
       "      <td>abebf30a-3bb1-4899-b897-6cd207be9c64</td>\n",
       "      <td>29/02/2016 19:35</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02</td>\n",
       "      <td>29</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-02-29 19:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800</th>\n",
       "      <td>Tim Minchin</td>\n",
       "      <td>2dc758d7-6776-45d1-b537-484249bd265e</td>\n",
       "      <td>Darkside</td>\n",
       "      <td>53ac3a14-ebec-44c2-857e-b2a383778cbf</td>\n",
       "      <td>Not Perfect</td>\n",
       "      <td>3eaf3a4f-d9ff-4f59-a7cd-48a32e2a70f6</td>\n",
       "      <td>05/02/2016 20:34</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>2016-02-05 20:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1915</th>\n",
       "      <td>Tim Minchin</td>\n",
       "      <td>2dc758d7-6776-45d1-b537-484249bd265e</td>\n",
       "      <td>Live at the O2</td>\n",
       "      <td>b0d08f06-eab1-41ca-8b94-6e3036085e4f</td>\n",
       "      <td>Dark Side</td>\n",
       "      <td>c4b7dc44-d9ac-497a-907f-eedb6a1bd304</td>\n",
       "      <td>28/01/2016 21:06</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016-01</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-01-28 21:06:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>Tim Minchin</td>\n",
       "      <td>2dc758d7-6776-45d1-b537-484249bd265e</td>\n",
       "      <td>Live at the O2</td>\n",
       "      <td>b0d08f06-eab1-41ca-8b94-6e3036085e4f</td>\n",
       "      <td>Lullaby</td>\n",
       "      <td>9a7cdb75-295c-458a-a493-50e0a6da687c</td>\n",
       "      <td>23/01/2016 21:43</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016-01</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>2016-01-23 21:43:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>Tim Minchin</td>\n",
       "      <td>2dc758d7-6776-45d1-b537-484249bd265e</td>\n",
       "      <td>Tim Minchin &amp; The Heritage Orchestra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cheese</td>\n",
       "      <td>e9267cd1-8985-499d-96ed-37700bc3b667</td>\n",
       "      <td>20/01/2016 21:04</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016-01</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-20 21:04:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           artist                           artist_mbid  \\\n",
       "1527  Tim Minchin  2dc758d7-6776-45d1-b537-484249bd265e   \n",
       "1800  Tim Minchin  2dc758d7-6776-45d1-b537-484249bd265e   \n",
       "1915  Tim Minchin  2dc758d7-6776-45d1-b537-484249bd265e   \n",
       "1929  Tim Minchin  2dc758d7-6776-45d1-b537-484249bd265e   \n",
       "1957  Tim Minchin  2dc758d7-6776-45d1-b537-484249bd265e   \n",
       "\n",
       "                                     album  \\\n",
       "1527                               So Rock   \n",
       "1800                              Darkside   \n",
       "1915                        Live at the O2   \n",
       "1929                        Live at the O2   \n",
       "1957  Tim Minchin & The Heritage Orchestra   \n",
       "\n",
       "                                album_mbid                   track  \\\n",
       "1527  2e2ee8bc-64ba-49bf-87a9-bc3ec6ef4f3f  If You Really Loved Me   \n",
       "1800  53ac3a14-ebec-44c2-857e-b2a383778cbf             Not Perfect   \n",
       "1915  b0d08f06-eab1-41ca-8b94-6e3036085e4f               Dark Side   \n",
       "1929  b0d08f06-eab1-41ca-8b94-6e3036085e4f                 Lullaby   \n",
       "1957                                   NaN                  Cheese   \n",
       "\n",
       "                                track_mbid          datetime  year    month  \\\n",
       "1527  abebf30a-3bb1-4899-b897-6cd207be9c64  29/02/2016 19:35  2016  2016-02   \n",
       "1800  3eaf3a4f-d9ff-4f59-a7cd-48a32e2a70f6  05/02/2016 20:34  2016  2016-02   \n",
       "1915  c4b7dc44-d9ac-497a-907f-eedb6a1bd304  28/01/2016 21:06  2016  2016-01   \n",
       "1929  9a7cdb75-295c-458a-a493-50e0a6da687c  23/01/2016 21:43  2016  2016-01   \n",
       "1957  e9267cd1-8985-499d-96ed-37700bc3b667  20/01/2016 21:04  2016  2016-01   \n",
       "\n",
       "      day  hour  dow           timestamp  \n",
       "1527   29    19    0 2016-02-29 19:35:00  \n",
       "1800    5    20    4 2016-02-05 20:34:00  \n",
       "1915   28    21    3 2016-01-28 21:06:00  \n",
       "1929   23    21    5 2016-01-23 21:43:00  \n",
       "1957   20    21    2 2016-01-20 21:04:00  "
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# when were the last 5 times I played something by My Bloody Valentine?\n",
    "scrobbles[scrobbles['artist'].str.contains('Tim Minchin')].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>artist_mbid</th>\n",
       "      <th>album</th>\n",
       "      <th>album_mbid</th>\n",
       "      <th>track</th>\n",
       "      <th>track_mbid</th>\n",
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       "      <td>The Offspring</td>\n",
       "      <td>23a03e33-a603-404e-bcbf-2c00159d7067</td>\n",
       "      <td>Americana</td>\n",
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       "      <td>Walla Walla</td>\n",
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       "      <td>10/10/2015 12:55</td>\n",
       "      <td>2015</td>\n",
       "      <td>2015-10</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
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       "      <td>Americana</td>\n",
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       "      <td>Pretty Fly (For a White Guy)</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "      <td>The Offspring</td>\n",
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       "      <td>Americana</td>\n",
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       "      <td>Pretty Fly (For a White Guy)</td>\n",
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       "      <td>25/06/2015 00:36</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "      <td>Americana</td>\n",
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       "      <td>Pretty Fly (For a White Guy)</td>\n",
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       "      <td>2015-06</td>\n",
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       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-06-24 23:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3903</th>\n",
       "      <td>The Offspring</td>\n",
       "      <td>23a03e33-a603-404e-bcbf-2c00159d7067</td>\n",
       "      <td>Americana</td>\n",
       "      <td>c716d82d-6c6e-390c-813b-624728d67991</td>\n",
       "      <td>Pretty Fly (For a White Guy)</td>\n",
       "      <td>45bf75f9-c169-47c7-babc-4fd9489bbdd8</td>\n",
       "      <td>24/06/2015 22:29</td>\n",
       "      <td>2015</td>\n",
       "      <td>2015-06</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-06-24 22:29:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             artist                           artist_mbid      album  \\\n",
       "2524  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "3897  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "3898  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "3899  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "3903  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "\n",
       "                                album_mbid                         track  \\\n",
       "2524  c716d82d-6c6e-390c-813b-624728d67991                   Walla Walla   \n",
       "3897  c716d82d-6c6e-390c-813b-624728d67991  Pretty Fly (For a White Guy)   \n",
       "3898  c716d82d-6c6e-390c-813b-624728d67991  Pretty Fly (For a White Guy)   \n",
       "3899  c716d82d-6c6e-390c-813b-624728d67991  Pretty Fly (For a White Guy)   \n",
       "3903  c716d82d-6c6e-390c-813b-624728d67991  Pretty Fly (For a White Guy)   \n",
       "\n",
       "                                track_mbid          datetime  year    month  \\\n",
       "2524  d890023d-d022-4d60-9605-a64b17789f81  10/10/2015 12:55  2015  2015-10   \n",
       "3897  45bf75f9-c169-47c7-babc-4fd9489bbdd8  25/06/2015 00:39  2015  2015-06   \n",
       "3898  45bf75f9-c169-47c7-babc-4fd9489bbdd8  25/06/2015 00:36  2015  2015-06   \n",
       "3899  45bf75f9-c169-47c7-babc-4fd9489bbdd8  24/06/2015 23:38  2015  2015-06   \n",
       "3903  45bf75f9-c169-47c7-babc-4fd9489bbdd8  24/06/2015 22:29  2015  2015-06   \n",
       "\n",
       "      day  hour  dow           timestamp  \n",
       "2524   10    12    5 2015-10-10 12:55:00  \n",
       "3897   25     0    3 2015-06-25 00:39:00  \n",
       "3898   25     0    3 2015-06-25 00:36:00  \n",
       "3899   24    23    2 2015-06-24 23:38:00  \n",
       "3903   24    22    2 2015-06-24 22:29:00  "
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# when were the last 5 times I played something off of Double Nickels on the Dime?\n",
    "scrobbles[scrobbles['album'].fillna('').str.contains('Americana')].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>The Offspring</td>\n",
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       "      <td>The Offspring</td>\n",
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       "      <td>Americana</td>\n",
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       "      <td>11/12/2014 00:22</td>\n",
       "      <td>2014</td>\n",
       "      <td>2014-12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2014-12-11 00:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7891</th>\n",
       "      <td>The Offspring</td>\n",
       "      <td>23a03e33-a603-404e-bcbf-2c00159d7067</td>\n",
       "      <td>Americana</td>\n",
       "      <td>c716d82d-6c6e-390c-813b-624728d67991</td>\n",
       "      <td>No Brakes</td>\n",
       "      <td>4be0dc18-002c-46f0-a5e9-a01e1e33b716</td>\n",
       "      <td>29/05/2014 23:02</td>\n",
       "      <td>2014</td>\n",
       "      <td>2014-05</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>2014-05-29 23:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9319</th>\n",
       "      <td>The Offspring</td>\n",
       "      <td>23a03e33-a603-404e-bcbf-2c00159d7067</td>\n",
       "      <td>Americana</td>\n",
       "      <td>c716d82d-6c6e-390c-813b-624728d67991</td>\n",
       "      <td>No Brakes</td>\n",
       "      <td>4be0dc18-002c-46f0-a5e9-a01e1e33b716</td>\n",
       "      <td>01/02/2013 23:30</td>\n",
       "      <td>2013</td>\n",
       "      <td>2013-02</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>2013-02-01 23:30:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             artist                           artist_mbid      album  \\\n",
       "3913  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "7001  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "7254  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "7891  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "9319  The Offspring  23a03e33-a603-404e-bcbf-2c00159d7067  Americana   \n",
       "\n",
       "                                album_mbid      track  \\\n",
       "3913  c716d82d-6c6e-390c-813b-624728d67991  No Brakes   \n",
       "7001  c716d82d-6c6e-390c-813b-624728d67991  No Brakes   \n",
       "7254  c716d82d-6c6e-390c-813b-624728d67991  No Brakes   \n",
       "7891  c716d82d-6c6e-390c-813b-624728d67991  No Brakes   \n",
       "9319  c716d82d-6c6e-390c-813b-624728d67991  No Brakes   \n",
       "\n",
       "                                track_mbid          datetime  year    month  \\\n",
       "3913  4be0dc18-002c-46f0-a5e9-a01e1e33b716  24/06/2015 21:57  2015  2015-06   \n",
       "7001  4be0dc18-002c-46f0-a5e9-a01e1e33b716  08/02/2015 09:10  2015  2015-02   \n",
       "7254  4be0dc18-002c-46f0-a5e9-a01e1e33b716  11/12/2014 00:22  2014  2014-12   \n",
       "7891  4be0dc18-002c-46f0-a5e9-a01e1e33b716  29/05/2014 23:02  2014  2014-05   \n",
       "9319  4be0dc18-002c-46f0-a5e9-a01e1e33b716  01/02/2013 23:30  2013  2013-02   \n",
       "\n",
       "      day  hour  dow           timestamp  \n",
       "3913   24    21    2 2015-06-24 21:57:00  \n",
       "7001    8     9    6 2015-02-08 09:10:00  \n",
       "7254   11     0    3 2014-12-11 00:22:00  \n",
       "7891   29    23    3 2014-05-29 23:02:00  \n",
       "9319    1    23    4 2013-02-01 23:30:00  "
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# when were the last 5 times I played Personality Crisis?\n",
    "scrobbles[scrobbles['track'].str.contains('No Brakes')].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Characteristics of artists' names\n",
    "\n",
    "Text analysis of artist name strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# remove 'The ' preceding artist names, get unique set of names, then get first letter frequency\n",
    "artists_clean = scrobbles['artist'].str.replace('The ','')\n",
    "first_letters = pd.Series(artists_clean.unique()).map(lambda x: x.upper()[0]).value_counts()\n",
    "first_letters = first_letters[[c for c in string.uppercase]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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7KSn5qiw7jtRcWemsX2YSVobK+fV1EfGbwVbO5+hZpAvSaRFxb83yei0xlYRqS1INVDe1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\ngZIwERERkRooCRMRERGpwZ886akvdYL7ZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb0dd1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the frequency of artist names that begin with each letter\n",
    "ax = first_letters.plot(kind='bar', figsize=[10, 6], width=0.85, alpha=0.6, color='#339933', edgecolor='w')\n",
    "ax.yaxis.grid(True)\n",
    "ax.set_ylim((0, 40))\n",
    "ax.set_xticklabels(first_letters.index, rotation=0, rotation_mode='anchor', ha='center', fontproperties=ticks_font)\n",
    "\n",
    "ax.set_title('Number of artist names that begin with each letter', fontproperties=title_font)\n",
    "ax.set_xlabel('First letter in name', fontproperties=label_font)\n",
    "ax.set_ylabel('Number of unique artists', fontproperties=label_font)\n",
    "\n",
    "plt.savefig('images/lastfm-artists-first-letter-count.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          Of Mice & Men\n",
       "1         Our Last Night\n",
       "2    Of Monsters and Men\n",
       "3          Ozzy Osbourne\n",
       "4            OneRepublic\n",
       "5                  Oasis\n",
       "6              Offspring\n",
       "7         Obadiah Parker\n",
       "8                OCReMix\n",
       "dtype: object"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# which artist names begin with the letter 'O'?\n",
    "pd.Series(artists_clean[artists_clean.str.upper().str.startswith('O')].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Michael     2\n",
       "Madelyn     1\n",
       "Marc        1\n",
       "Matthew     1\n",
       "Miranda     1\n",
       "Mumford     1\n",
       "Muffin      1\n",
       "Mortal      1\n",
       "Mika        1\n",
       "Mudvayne    1\n",
       "Muse        1\n",
       "Mana        1\n",
       "Mr.         1\n",
       "Matchbox    1\n",
       "Moby        1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what are the most common first words in artist names that begin with 'M'?\n",
    "artists_m = pd.Series(artists_clean[artists_clean.str.upper().str.startswith('M')].unique())\n",
    "artists_m.map(lambda x: x.split()[0]).value_counts().head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "john        6\n",
       "nine        2\n",
       "kelly       2\n",
       "white       2\n",
       "seether     2\n",
       "eric        2\n",
       "michael     2\n",
       "van         2\n",
       "amy         2\n",
       "ryan        2\n",
       "black       2\n",
       "daniel      2\n",
       "carrie      2\n",
       "ludovico    2\n",
       "shakira     2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what are the most common first words in all the artist names?\n",
    "pd.Series(artists_clean.unique()).map(lambda x: x.split()[0].lower()).value_counts().head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "john         8\n",
       "day          4\n",
       "amy          3\n",
       "van          3\n",
       "green        2\n",
       "daniel       2\n",
       "town         2\n",
       "project      2\n",
       "nine         2\n",
       "anastacia    2\n",
       "my           2\n",
       "heart        2\n",
       "crazy        2\n",
       "james        2\n",
       "shakira      2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what are the most common words in all the artist names, anywhere in the name?\n",
    "word_list = []\n",
    "stop_list = ['&','the','and','of','a','and','in','for','la','de']\n",
    "for artist in artists_clean.unique():\n",
    "    for word in artist.split():\n",
    "        word_list.append(word.lower())\n",
    "\n",
    "word_list = [word for word in word_list if word not in stop_list]\n",
    "pd.Series(word_list).value_counts().head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Carrie Underwood-sOngIrooni21.Net & sOngIrooni.Net\n"
     ]
    }
   ],
   "source": [
    "# what is the longest artist name?\n",
    "print max(artists_clean, key=len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# what is the distribution of lengths of artist names (number of characters)?\n",
    "name_lengths = pd.Series([len(artist) for artist in artists_clean.unique()])\n",
    "name_lengths = name_lengths.value_counts().sort_index()\n",
    "name_lengths = name_lengths.iloc[0:51].reindex(range(51), fill_value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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krcMpItalJGAnZebPADLzlpYq36TcjdnR7NmzmTZtGgCTJk1ixowZzJo1C4C5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb6f02b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = name_lengths.plot(kind='bar', figsize=(10,6), alpha=0.6, width=1, color='#990066', edgecolor='#990066')\n",
    "\n",
    "xlabels = [x if x % 10 == 0 else '' for x in name_lengths.index]\n",
    "ax.set_xticklabels(xlabels, rotation=0, rotation_mode='anchor', ha='center', fontproperties=ticks_font)\n",
    "ax.yaxis.grid(True)\n",
    "\n",
    "ax.set_title('Frequency of artist name length', fontproperties=title_font)\n",
    "ax.set_xlabel('Number of characters in artist name', fontproperties=label_font)\n",
    "ax.set_ylabel('Number of artists', fontproperties=label_font)\n",
    "\n",
    "plt.savefig('images/lastfm-artists-name-length.png', dpi=96, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}