Lyric Genius Recommendation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#credits to Alseo Earl Abraham (alseo.abraham@dlsu.edu.ph) for this Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import yfinance as yf\n",
    "import lyricsgenius\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2023-11-09 18:23'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str(datetime.datetime.now())[:16]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initializing API Connection\n",
    "\n",
    "Create an API key (https://genius.com/api-clients) and use this to connect with lyricsgenius API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initialize API\n",
    "genius = lyricsgenius.Genius('PLACE YOUR KEY HERE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get the top 10 most popular songs by Ben & Ben\n",
    "\n",
    "Use **Ben & Ben** for your search word instead of Ben and Ben. Store it in a variable called artist_popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for songs by Ben & Ben...\n",
      "\n",
      "Changing artist name to 'Ben&Ben'\n",
      "Song 1: \"Kathang Isip\"\n",
      "Song 2: \"Maybe The Night\"\n",
      "Song 3: \"Leaves\"\n",
      "Song 4: \"Lifetime\"\n",
      "Song 5: \"Ride Home\"\n",
      "Song 6: \"Pagtingin\"\n",
      "Song 7: \"Bibingka\"\n",
      "Song 8: \"Araw-Araw\"\n",
      "Song 9: \"’Di Ka Sayang\"\n",
      "Song 10: \"Paninindigan Kita\"\n",
      "\n",
      "Reached user-specified song limit (10).\n",
      "Done. Found 10 songs.\n",
      "[Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...)]\n"
     ]
    }
   ],
   "source": [
    "# Get 10 songs From a certain artist\n",
    "\n",
    "artist_popularity = genius.search_artist(\"Ben & Ben\",\n",
    "                              max_songs= 10,\n",
    "                              sort=\"popularity\")\n",
    "\n",
    "print(artist_popularity.songs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get the first 16 songs by The Lumineers based on title\n",
    "\n",
    "Use **The Lumineers** for your search word. Store it in a variable called artist_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for songs by The Lumineers...\n",
      "\n",
      "Changing artist name to '​The Lumineers'\n",
      "Song 1: \"Ain’t Nobody’s Problem\"\n",
      "Song 2: \"​a little sound\"\n",
      "Song 3: \"A.M. RADIO\"\n",
      "Song 4: \"A.m. radio (acoustic)\"\n",
      "Song 5: \"Angela\"\n",
      "Song 6: \"Angela (Live)\"\n",
      "Song 7: \"Angela Seed (For Fra)\"\n",
      "Song 8: \"April\"\n",
      "Song 9: \"Big Parade\"\n",
      "Song 10: \"Big parade - friends chapel sessions\"\n",
      "Song 11: \"BIG SHOT\"\n",
      "Song 12: \"BIRTHDAY\"\n",
      "Song 13: \"Blue Christmas\"\n",
      "Song 14: \"Boots of Spanish Leather\"\n",
      "Song 15: \"BRIGHTSIDE\"\n",
      "Song 16: \"Brightside (acoustic)\"\n",
      "\n",
      "Reached user-specified song limit (16).\n",
      "Done. Found 16 songs.\n",
      "[Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...), Song(id, artist, ...)]\n"
     ]
    }
   ],
   "source": [
    "# Get 16 songs From a certain artist\n",
    "\n",
    "artist_title =genius.search_artist(\"The Lumineers\",\n",
    "                              max_songs= 16,\n",
    "                              sort=\"title\")\n",
    "print(artist_title.songs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Put the data collected from API to a Dataframe\n",
    "\n",
    "Unpack the data stored in the ff variables:\n",
    "\n",
    "    1) artist_popularity\n",
    "    2) artist_title\n",
    "    \n",
    "For each list, you can extract the ff information:\n",
    "\n",
    "    1) id - identification number of a specific song\n",
    "    2) title - song title\n",
    "    3) lyrics - lyrical composition of the song\n",
    "    4) artist - person / band who sang the song\n",
    "    5) annotation_count - total comments and annotation found within the lyrics\n",
    "    6) pyongs_count - total like/heart collected for a specific song.\n",
    "    \n",
    "    \n",
    "Store the data in a dataframe and call the dataframe as :\n",
    "\n",
    "    1) df_artist_popularity - for the artist_popularity list\n",
    "    2) df_artist_title - for the artist_title list    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ben and Ben songs to DataFrame\n",
    "\n",
    "From the data collected for Ben and Ben, convert the list provided by the API into a dataframe.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "artist_id = []\n",
    "\n",
    "for i in artist_popularity.songs:\n",
    "    artist_data.append(i.pyongs_count)#.pyong_counts, id, lyrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...),\n",
       " Song(id, artist, ...)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artist_popularity.songs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_artist_popularity = pd.DataFrame([[i.id for i in artist_popularity.songs],\n",
    "             [i.title for i in artist_popularity.songs],\n",
    "             [i.lyrics for i in artist_popularity.songs],\n",
    "             [i.artist for i in artist_popularity.songs],\n",
    "             [i.annotation_count for i in artist_popularity.songs],\n",
    "             [i.pyongs_count for i in artist_popularity.songs]]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3333358</td>\n",
       "      <td>Kathang Isip</td>\n",
       "      <td>28 ContributorsTranslationsEnglishKathang Isip...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3352175</td>\n",
       "      <td>Maybe The Night</td>\n",
       "      <td>12 ContributorsMaybe The Night Lyrics[Verse 1]...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3324218</td>\n",
       "      <td>Leaves</td>\n",
       "      <td>19 ContributorsTranslations한국어Leaves Lyrics[Ve...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5631168</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>11 ContributorsLifetime Lyrics[Intro]\\nWas the...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3659671</td>\n",
       "      <td>Ride Home</td>\n",
       "      <td>6 ContributorsRide Home Lyrics[Verse 1]\\nTook ...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4526984</td>\n",
       "      <td>Pagtingin</td>\n",
       "      <td>16 ContributorsTranslationsEnglishPagtingin Ly...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3526213</td>\n",
       "      <td>Bibingka</td>\n",
       "      <td>8 ContributorsBibingka Lyrics[Verse 1]\\nSimban...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4526994</td>\n",
       "      <td>Araw-Araw</td>\n",
       "      <td>16 ContributorsAraw-Araw Lyrics[Intro]\\nUmaga ...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6136324</td>\n",
       "      <td>’Di Ka Sayang</td>\n",
       "      <td>8 ContributorsTranslationsEnglish’Di Ka Sayang...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7946524</td>\n",
       "      <td>Paninindigan Kita</td>\n",
       "      <td>6 ContributorsPaninindigan Kita Lyrics[Verse 1...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0                  1  \\\n",
       "0  3333358       Kathang Isip   \n",
       "1  3352175    Maybe The Night   \n",
       "2  3324218             Leaves   \n",
       "3  5631168           Lifetime   \n",
       "4  3659671          Ride Home   \n",
       "5  4526984          Pagtingin   \n",
       "6  3526213           Bibingka   \n",
       "7  4526994          Araw-Araw   \n",
       "8  6136324      ’Di Ka Sayang   \n",
       "9  7946524  Paninindigan Kita   \n",
       "\n",
       "                                                   2        3   4     5  \n",
       "0  28 ContributorsTranslationsEnglishKathang Isip...  Ben&Ben  11    18  \n",
       "1  12 ContributorsMaybe The Night Lyrics[Verse 1]...  Ben&Ben   1     4  \n",
       "2  19 ContributorsTranslations한국어Leaves Lyrics[Ve...  Ben&Ben   6     5  \n",
       "3  11 ContributorsLifetime Lyrics[Intro]\\nWas the...  Ben&Ben   2     2  \n",
       "4  6 ContributorsRide Home Lyrics[Verse 1]\\nTook ...  Ben&Ben   1  None  \n",
       "5  16 ContributorsTranslationsEnglishPagtingin Ly...  Ben&Ben   8     1  \n",
       "6  8 ContributorsBibingka Lyrics[Verse 1]\\nSimban...  Ben&Ben   3  None  \n",
       "7  16 ContributorsAraw-Araw Lyrics[Intro]\\nUmaga ...  Ben&Ben   3     1  \n",
       "8  8 ContributorsTranslationsEnglish’Di Ka Sayang...  Ben&Ben   1     1  \n",
       "9  6 ContributorsPaninindigan Kita Lyrics[Verse 1...  Ben&Ben   0     2  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_artist_popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Lyrics</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Annotation Count</th>\n",
       "      <th>Pyongs Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3333358</td>\n",
       "      <td>Kathang Isip</td>\n",
       "      <td>28 ContributorsTranslationsEnglishKathang Isip...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3352175</td>\n",
       "      <td>Maybe The Night</td>\n",
       "      <td>12 ContributorsMaybe The Night Lyrics[Verse 1]...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3324218</td>\n",
       "      <td>Leaves</td>\n",
       "      <td>19 ContributorsTranslations한국어Leaves Lyrics[Ve...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5631168</td>\n",
       "      <td>Lifetime</td>\n",
       "      <td>11 ContributorsLifetime Lyrics[Intro]\\nWas the...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3659671</td>\n",
       "      <td>Ride Home</td>\n",
       "      <td>6 ContributorsRide Home Lyrics[Verse 1]\\nTook ...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4526984</td>\n",
       "      <td>Pagtingin</td>\n",
       "      <td>16 ContributorsTranslationsEnglishPagtingin Ly...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3526213</td>\n",
       "      <td>Bibingka</td>\n",
       "      <td>8 ContributorsBibingka Lyrics[Verse 1]\\nSimban...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4526994</td>\n",
       "      <td>Araw-Araw</td>\n",
       "      <td>16 ContributorsAraw-Araw Lyrics[Intro]\\nUmaga ...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6136324</td>\n",
       "      <td>’Di Ka Sayang</td>\n",
       "      <td>8 ContributorsTranslationsEnglish’Di Ka Sayang...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7946524</td>\n",
       "      <td>Paninindigan Kita</td>\n",
       "      <td>6 ContributorsPaninindigan Kita Lyrics[Verse 1...</td>\n",
       "      <td>Ben&amp;Ben</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ID              Title  \\\n",
       "0  3333358       Kathang Isip   \n",
       "1  3352175    Maybe The Night   \n",
       "2  3324218             Leaves   \n",
       "3  5631168           Lifetime   \n",
       "4  3659671          Ride Home   \n",
       "5  4526984          Pagtingin   \n",
       "6  3526213           Bibingka   \n",
       "7  4526994          Araw-Araw   \n",
       "8  6136324      ’Di Ka Sayang   \n",
       "9  7946524  Paninindigan Kita   \n",
       "\n",
       "                                              Lyrics   Artist  \\\n",
       "0  28 ContributorsTranslationsEnglishKathang Isip...  Ben&Ben   \n",
       "1  12 ContributorsMaybe The Night Lyrics[Verse 1]...  Ben&Ben   \n",
       "2  19 ContributorsTranslations한국어Leaves Lyrics[Ve...  Ben&Ben   \n",
       "3  11 ContributorsLifetime Lyrics[Intro]\\nWas the...  Ben&Ben   \n",
       "4  6 ContributorsRide Home Lyrics[Verse 1]\\nTook ...  Ben&Ben   \n",
       "5  16 ContributorsTranslationsEnglishPagtingin Ly...  Ben&Ben   \n",
       "6  8 ContributorsBibingka Lyrics[Verse 1]\\nSimban...  Ben&Ben   \n",
       "7  16 ContributorsAraw-Araw Lyrics[Intro]\\nUmaga ...  Ben&Ben   \n",
       "8  8 ContributorsTranslationsEnglish’Di Ka Sayang...  Ben&Ben   \n",
       "9  6 ContributorsPaninindigan Kita Lyrics[Verse 1...  Ben&Ben   \n",
       "\n",
       "  Annotation Count Pyongs Count  \n",
       "0               11           18  \n",
       "1                1            4  \n",
       "2                6            5  \n",
       "3                2            2  \n",
       "4                1         None  \n",
       "5                8            1  \n",
       "6                3         None  \n",
       "7                3            1  \n",
       "8                1            1  \n",
       "9                0            2  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do not remove this\n",
    "df_artist_popularity.columns = ['ID','Title', 'Lyrics', 'Artist', 'Annotation Count', 'Pyongs Count']\n",
    "df_artist_popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_artist_popularity.to_excel(student_name +\n",
    "                               ' ' +\n",
    "                               str(datetime.datetime.now())[:16].replace(':','-') + \n",
    "                               ' Ben and Ben Most Popular Song.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Lumineers songs to DataFrame\n",
    "\n",
    "From the data collected for The Lumineers, convert the list provided by the API into a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_artist_title = pd.DataFrame([[i.id for i in artist_title.songs],\n",
    "             [i.title for i in artist_title.songs],\n",
    "             [i.lyrics for i in artist_title.songs],\n",
    "             [i.artist for i in artist_title.songs],\n",
    "             [i.annotation_count for i in artist_title.songs],\n",
    "             [i.pyongs_count for i in artist_title.songs]]).T\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>207482</td>\n",
       "      <td>Ain’t Nobody’s Problem</td>\n",
       "      <td>12 ContributorsAin’t Nobody’s Problem Lyrics[C...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7972944</td>\n",
       "      <td>​a little sound</td>\n",
       "      <td>5 Contributors​a little sound LyricsCozy up by...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7215344</td>\n",
       "      <td>A.M. RADIO</td>\n",
       "      <td>12 ContributorsTranslationsPortuguêsA.M. RADIO...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7997275</td>\n",
       "      <td>A.m. radio (acoustic)</td>\n",
       "      <td>3 ContributorsA.m. radio (acoustic) Lyrics[Ver...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2419369</td>\n",
       "      <td>Angela</td>\n",
       "      <td>39 ContributorsTranslationsPortuguêsAngela Lyr...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7210487</td>\n",
       "      <td>Angela (Live)</td>\n",
       "      <td>1 ContributorAngela (Live) Lyrics[Verse 1]\\nWh...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7210490</td>\n",
       "      <td>Angela Seed (For Fra)</td>\n",
       "      <td>1 ContributorAngela Seed (For Fra) Lyrics[Vers...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4447681</td>\n",
       "      <td>April</td>\n",
       "      <td>9 ContributorsThis song is an instrumentalEmbed</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>178442</td>\n",
       "      <td>Big Parade</td>\n",
       "      <td>31 ContributorsTranslationsPortuguêsBig Parade...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2117443</td>\n",
       "      <td>Big parade - friends chapel sessions</td>\n",
       "      <td>1 ContributorBig parade - friends chapel sessi...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7215345</td>\n",
       "      <td>BIG SHOT</td>\n",
       "      <td>9 ContributorsTranslationsPortuguêsBIG SHOT Ly...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7215348</td>\n",
       "      <td>BIRTHDAY</td>\n",
       "      <td>11 ContributorsTranslationsThe Lumineers - BIR...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>2</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2922899</td>\n",
       "      <td>Blue Christmas</td>\n",
       "      <td>5 ContributorsBlue Christmas Lyrics[Verse 1]\\n...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2870595</td>\n",
       "      <td>Boots of Spanish Leather</td>\n",
       "      <td>11 ContributorsBoots of Spanish Leather Lyrics...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7215251</td>\n",
       "      <td>BRIGHTSIDE</td>\n",
       "      <td>15 ContributorsTranslationsPortuguêsBRIGHTSIDE...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>7997276</td>\n",
       "      <td>Brightside (acoustic)</td>\n",
       "      <td>3 ContributorsBrightside (acoustic) Lyrics[Ver...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0                                     1  \\\n",
       "0    207482                Ain’t Nobody’s Problem   \n",
       "1   7972944                       ​a little sound   \n",
       "2   7215344                            A.M. RADIO   \n",
       "3   7997275                 A.m. radio (acoustic)   \n",
       "4   2419369                                Angela   \n",
       "5   7210487                         Angela (Live)   \n",
       "6   7210490                 Angela Seed (For Fra)   \n",
       "7   4447681                                 April   \n",
       "8    178442                            Big Parade   \n",
       "9   2117443  Big parade - friends chapel sessions   \n",
       "10  7215345                              BIG SHOT   \n",
       "11  7215348                              BIRTHDAY   \n",
       "12  2922899                        Blue Christmas   \n",
       "13  2870595              Boots of Spanish Leather   \n",
       "14  7215251                            BRIGHTSIDE   \n",
       "15  7997276                 Brightside (acoustic)   \n",
       "\n",
       "                                                    2               3   4  \\\n",
       "0   12 ContributorsAin’t Nobody’s Problem Lyrics[C...  ​The Lumineers   9   \n",
       "1   5 Contributors​a little sound LyricsCozy up by...  ​The Lumineers   0   \n",
       "2   12 ContributorsTranslationsPortuguêsA.M. RADIO...  ​The Lumineers   2   \n",
       "3   3 ContributorsA.m. radio (acoustic) Lyrics[Ver...  ​The Lumineers   0   \n",
       "4   39 ContributorsTranslationsPortuguêsAngela Lyr...  ​The Lumineers   8   \n",
       "5   1 ContributorAngela (Live) Lyrics[Verse 1]\\nWh...  ​The Lumineers   0   \n",
       "6   1 ContributorAngela Seed (For Fra) Lyrics[Vers...  ​The Lumineers   0   \n",
       "7     9 ContributorsThis song is an instrumentalEmbed  ​The Lumineers   0   \n",
       "8   31 ContributorsTranslationsPortuguêsBig Parade...  ​The Lumineers  14   \n",
       "9   1 ContributorBig parade - friends chapel sessi...  ​The Lumineers   1   \n",
       "10  9 ContributorsTranslationsPortuguêsBIG SHOT Ly...  ​The Lumineers   0   \n",
       "11  11 ContributorsTranslationsThe Lumineers - BIR...  ​The Lumineers   2   \n",
       "12  5 ContributorsBlue Christmas Lyrics[Verse 1]\\n...  ​The Lumineers   0   \n",
       "13  11 ContributorsBoots of Spanish Leather Lyrics...  ​The Lumineers   1   \n",
       "14  15 ContributorsTranslationsPortuguêsBRIGHTSIDE...  ​The Lumineers   5   \n",
       "15  3 ContributorsBrightside (acoustic) Lyrics[Ver...  ​The Lumineers   0   \n",
       "\n",
       "       5  \n",
       "0      4  \n",
       "1   None  \n",
       "2      1  \n",
       "3   None  \n",
       "4     25  \n",
       "5   None  \n",
       "6   None  \n",
       "7   None  \n",
       "8      9  \n",
       "9   None  \n",
       "10  None  \n",
       "11  None  \n",
       "12  None  \n",
       "13  None  \n",
       "14     2  \n",
       "15  None  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_artist_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Lyrics</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Annotation Count</th>\n",
       "      <th>Pyongs Count</th>\n",
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       "      <td>207482</td>\n",
       "      <td>Ain’t Nobody’s Problem</td>\n",
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       "      <td>9</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>​a little sound</td>\n",
       "      <td>5 Contributors​a little sound LyricsCozy up by...</td>\n",
       "      <td>​The Lumineers</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7215344</td>\n",
       "      <td>A.M. RADIO</td>\n",
       "      <td>12 ContributorsTranslationsPortuguêsA.M. RADIO...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7997275</td>\n",
       "      <td>A.m. radio (acoustic)</td>\n",
       "      <td>3 ContributorsA.m. radio (acoustic) Lyrics[Ver...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2419369</td>\n",
       "      <td>Angela</td>\n",
       "      <td>39 ContributorsTranslationsPortuguêsAngela Lyr...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7210487</td>\n",
       "      <td>Angela (Live)</td>\n",
       "      <td>1 ContributorAngela (Live) Lyrics[Verse 1]\\nWh...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7210490</td>\n",
       "      <td>Angela Seed (For Fra)</td>\n",
       "      <td>1 ContributorAngela Seed (For Fra) Lyrics[Vers...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4447681</td>\n",
       "      <td>April</td>\n",
       "      <td>9 ContributorsThis song is an instrumentalEmbed</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>178442</td>\n",
       "      <td>Big Parade</td>\n",
       "      <td>31 ContributorsTranslationsPortuguêsBig Parade...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2117443</td>\n",
       "      <td>Big parade - friends chapel sessions</td>\n",
       "      <td>1 ContributorBig parade - friends chapel sessi...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7215345</td>\n",
       "      <td>BIG SHOT</td>\n",
       "      <td>9 ContributorsTranslationsPortuguêsBIG SHOT Ly...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7215348</td>\n",
       "      <td>BIRTHDAY</td>\n",
       "      <td>11 ContributorsTranslationsThe Lumineers - BIR...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>2</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2922899</td>\n",
       "      <td>Blue Christmas</td>\n",
       "      <td>5 ContributorsBlue Christmas Lyrics[Verse 1]\\n...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2870595</td>\n",
       "      <td>Boots of Spanish Leather</td>\n",
       "      <td>11 ContributorsBoots of Spanish Leather Lyrics...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7215251</td>\n",
       "      <td>BRIGHTSIDE</td>\n",
       "      <td>15 ContributorsTranslationsPortuguêsBRIGHTSIDE...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>7997276</td>\n",
       "      <td>Brightside (acoustic)</td>\n",
       "      <td>3 ContributorsBrightside (acoustic) Lyrics[Ver...</td>\n",
       "      <td>​The Lumineers</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                 Title  \\\n",
       "0    207482                Ain’t Nobody’s Problem   \n",
       "1   7972944                       ​a little sound   \n",
       "2   7215344                            A.M. RADIO   \n",
       "3   7997275                 A.m. radio (acoustic)   \n",
       "4   2419369                                Angela   \n",
       "5   7210487                         Angela (Live)   \n",
       "6   7210490                 Angela Seed (For Fra)   \n",
       "7   4447681                                 April   \n",
       "8    178442                            Big Parade   \n",
       "9   2117443  Big parade - friends chapel sessions   \n",
       "10  7215345                              BIG SHOT   \n",
       "11  7215348                              BIRTHDAY   \n",
       "12  2922899                        Blue Christmas   \n",
       "13  2870595              Boots of Spanish Leather   \n",
       "14  7215251                            BRIGHTSIDE   \n",
       "15  7997276                 Brightside (acoustic)   \n",
       "\n",
       "                                               Lyrics          Artist  \\\n",
       "0   12 ContributorsAin’t Nobody’s Problem Lyrics[C...  ​The Lumineers   \n",
       "1   5 Contributors​a little sound LyricsCozy up by...  ​The Lumineers   \n",
       "2   12 ContributorsTranslationsPortuguêsA.M. RADIO...  ​The Lumineers   \n",
       "3   3 ContributorsA.m. radio (acoustic) Lyrics[Ver...  ​The Lumineers   \n",
       "4   39 ContributorsTranslationsPortuguêsAngela Lyr...  ​The Lumineers   \n",
       "5   1 ContributorAngela (Live) Lyrics[Verse 1]\\nWh...  ​The Lumineers   \n",
       "6   1 ContributorAngela Seed (For Fra) Lyrics[Vers...  ​The Lumineers   \n",
       "7     9 ContributorsThis song is an instrumentalEmbed  ​The Lumineers   \n",
       "8   31 ContributorsTranslationsPortuguêsBig Parade...  ​The Lumineers   \n",
       "9   1 ContributorBig parade - friends chapel sessi...  ​The Lumineers   \n",
       "10  9 ContributorsTranslationsPortuguêsBIG SHOT Ly...  ​The Lumineers   \n",
       "11  11 ContributorsTranslationsThe Lumineers - BIR...  ​The Lumineers   \n",
       "12  5 ContributorsBlue Christmas Lyrics[Verse 1]\\n...  ​The Lumineers   \n",
       "13  11 ContributorsBoots of Spanish Leather Lyrics...  ​The Lumineers   \n",
       "14  15 ContributorsTranslationsPortuguêsBRIGHTSIDE...  ​The Lumineers   \n",
       "15  3 ContributorsBrightside (acoustic) Lyrics[Ver...  ​The Lumineers   \n",
       "\n",
       "   Annotation Count Pyongs Count  \n",
       "0                 9            4  \n",
       "1                 0         None  \n",
       "2                 2            1  \n",
       "3                 0         None  \n",
       "4                 8           25  \n",
       "5                 0         None  \n",
       "6                 0         None  \n",
       "7                 0         None  \n",
       "8                14            9  \n",
       "9                 1         None  \n",
       "10                0         None  \n",
       "11                2         None  \n",
       "12                0         None  \n",
       "13                1         None  \n",
       "14                5            2  \n",
       "15                0         None  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_artist_title.columns = ['ID','Title', 'Lyrics', 'Artist', 'Annotation Count', 'Pyongs Count']\n",
    "df_artist_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_artist_title.to_excel(LyricGeniusExl +\n",
    "                               ' ' +\n",
    "                               str(datetime.datetime.now())[:16].replace(':','-') + \n",
    "                               ' The Lumineers Most Popular Song based on Title.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Collect Data from Different Albums - Harry Styles\n",
    "\n",
    "Collect data from Harry Styles' discography. Collect all the songs from the ff album :\n",
    "\n",
    "    1) Fine Line\n",
    "    2) Harry's House\n",
    "    \n",
    "    \n",
    " Create separate variables for each album\n",
    " \n",
    "    1) fine_line - Fine Line\n",
    "    2) harrys_house - Harry's House"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for \"Fine Line\" by Harry Styles...\n"
     ]
    }
   ],
   "source": [
    "# Collect album info\n",
    "fine_line = genius.search_album(\"Fine Line\",\"Harry Styles\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching for \"harrys_house\" by Harry Styles...\n"
     ]
    }
   ],
   "source": [
    "# Collect album info\n",
    "harrys_house = genius.search_album(\"harrys_house\",\"Harry Styles\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save the data collected above as json\n",
    "\n",
    "Save the dataset in json format both harrys_house and fine_line.\n",
    "\n",
    "Clue, you can use the save_lyrics function.\n",
    "\n",
    "\n",
    "## Fine Line Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrote Lyrics_FineLine.json.\n"
     ]
    }
   ],
   "source": [
    "fine_line.save_lyrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Harrys House Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrote Lyrics_HarrysHouse.json.\n"
     ]
    }
   ],
   "source": [
    "harrys_house.save_lyrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Openning Json Dataset\n",
    "\n",
    "Open the json file saved (both for Fine Line and Harry's House), use the ff variable names:\n",
    "\n",
    "    fine_line_data : Fine Line\n",
    "    harrys_house_data : Harry's House"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#package for reading json files\n",
    "import json\n",
    "from pandas import json_normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To load Json Data - do not delete this cell block\n",
    "fine_line_data = datafl = json.load(open('./Lyrics_FineLine.json'))\n",
    "harrys_house_data = datahh = json.load(open('./Lyrics_HarrysHouse.json'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Json to DataFrame\n",
    "\n",
    "After opening the json file, load it in a dataframe. Json files are usually nested so you have to `Normalize` the json files first. Luckily, pandas has a function called `json_normalize` to do this efficiently. Use the ff variable names respectively:\n",
    "\n",
    "    df_fine_line : for the Fine Line album loaded from json\n",
    "    df_harrys_house : for the Harry's House album loaded from json    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Open the file using json_normalize\n",
    "df_fine_line = json_normalize(datafl, 'tracks')\n",
    "df_harrys_house = json_normalize(datahh, 'tracks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining the Two Datasets\n",
    "Combine the dataframes created above, namely \n",
    "    \n",
    "    df_fine_line\n",
    "    df_harrys_house\n",
    "    \n",
    "    \n",
    "Use the variable name df_harry_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_harry_combined = pd.concat([df_fine_line,df_harrys_house], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
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       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>song</td>\n",
       "      <td>3</td>\n",
       "      <td>/songs/7910627</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Late Night Talking by Harry Styles</td>\n",
       "      <td>https://images.genius.com/1f3b512dbdb9d39c9759...</td>\n",
       "      <td>https://images.genius.com/1f3b512dbdb9d39c9759...</td>\n",
       "      <td>7910627</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>86 ContributorsTranslationsTürkçeEspañolPortug...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3</td>\n",
       "      <td>song</td>\n",
       "      <td>6</td>\n",
       "      <td>/songs/8017370</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Grapejuice by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017370</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>57 ContributorsTranslationsItalianoTürkçeEspañ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4</td>\n",
       "      <td>song</td>\n",
       "      <td>8</td>\n",
       "      <td>/songs/7844309</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>As It Was by Harry Styles</td>\n",
       "      <td>https://images.genius.com/1f3b512dbdb9d39c9759...</td>\n",
       "      <td>https://images.genius.com/1f3b512dbdb9d39c9759...</td>\n",
       "      <td>7844309</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>210 ContributorsTranslationsTürkçeEspañolPortu...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>song</td>\n",
       "      <td>8</td>\n",
       "      <td>/songs/8017371</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Daylight by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017371</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>61 ContributorsTranslationsTürkçeEspañolPortug...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td>song</td>\n",
       "      <td>9</td>\n",
       "      <td>/songs/8017372</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Little Freak by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017372</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>76 ContributorsTranslationsTürkçeEspañolPortug...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7</td>\n",
       "      <td>song</td>\n",
       "      <td>7</td>\n",
       "      <td>/songs/8017385</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Matilda by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017385</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>103 ContributorsTranslationsTürkçeEspañolPortu...</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>8</td>\n",
       "      <td>song</td>\n",
       "      <td>6</td>\n",
       "      <td>/songs/8017386</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Cinema by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017386</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>64 ContributorsTranslationsTürkçeEspañolPortug...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>9</td>\n",
       "      <td>song</td>\n",
       "      <td>4</td>\n",
       "      <td>/songs/8017374</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Daydreaming by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017374</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>48 ContributorsTranslationsHarry Styles - Dayd...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10</td>\n",
       "      <td>song</td>\n",
       "      <td>11</td>\n",
       "      <td>/songs/8017375</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Keep Driving by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017375</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>76 ContributorsTranslationsHarry Styles - Keep...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11</td>\n",
       "      <td>song</td>\n",
       "      <td>6</td>\n",
       "      <td>/songs/8017376</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Satellite by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017376</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>68 ContributorsTranslationsBahasa MelayuTürkçe...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>12</td>\n",
       "      <td>song</td>\n",
       "      <td>6</td>\n",
       "      <td>/songs/7910590</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Boyfriends by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>7910590</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>78 ContributorsTranslationsTürkçeEspañolEnglis...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>13</td>\n",
       "      <td>song</td>\n",
       "      <td>7</td>\n",
       "      <td>/songs/8017377</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Love Of My Life by Harry Styles</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>https://images.genius.com/d98059a0f2afd10b04b9...</td>\n",
       "      <td>8017377</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://images.genius.com/2891eded074c12bfba2e...</td>\n",
       "      <td>h</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Harry-styles</td>\n",
       "      <td>https://genius.com/artists/Harry-styles</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>77 ContributorsTranslationsTürkçeEspañolPortug...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    number song._type  song.annotation_count   song.api_path  \\\n",
       "0        1       song                      9  /songs/5037340   \n",
       "1        2       song                      4  /songs/5007939   \n",
       "2        3       song                      4  /songs/5037350   \n",
       "3        4       song                      3  /songs/4935579   \n",
       "4        5       song                      7  /songs/5037815   \n",
       "5        6       song                     12  /songs/5037838   \n",
       "6        7       song                      7  /songs/5037848   \n",
       "7        8       song                      5  /songs/5037850   \n",
       "8        9       song                     13  /songs/5037339   \n",
       "9       10       song                     10  /songs/5037314   \n",
       "10      11       song                      4  /songs/5037851   \n",
       "11      12       song                     11  /songs/5037853   \n",
       "12       1       song                      5  /songs/8017369   \n",
       "13       2       song                      3  /songs/7910627   \n",
       "14       3       song                      6  /songs/8017370   \n",
       "15       4       song                      8  /songs/7844309   \n",
       "16       5       song                      8  /songs/8017371   \n",
       "17       6       song                      9  /songs/8017372   \n",
       "18       7       song                      7  /songs/8017385   \n",
       "19       8       song                      6  /songs/8017386   \n",
       "20       9       song                      4  /songs/8017374   \n",
       "21      10       song                     11  /songs/8017375   \n",
       "22      11       song                      6  /songs/8017376   \n",
       "23      12       song                      6  /songs/7910590   \n",
       "24      13       song                      7  /songs/8017377   \n",
       "\n",
       "   song.artist_names                               song.full_title  \\\n",
       "0       Harry Styles                        Golden by Harry Styles   \n",
       "1       Harry Styles              Watermelon Sugar by Harry Styles   \n",
       "2       Harry Styles                     Adore You by Harry Styles   \n",
       "3       Harry Styles                     Lights Up by Harry Styles   \n",
       "4       Harry Styles                        Cherry by Harry Styles   \n",
       "5       Harry Styles                       Falling by Harry Styles   \n",
       "6       Harry Styles               To Be So Lonely by Harry Styles   \n",
       "7       Harry Styles                           She by Harry Styles   \n",
       "8       Harry Styles             Sunflower, Vol. 6 by Harry Styles   \n",
       "9       Harry Styles                   Canyon Moon by Harry Styles   \n",
       "10      Harry Styles    Treat People With Kindness by Harry Styles   \n",
       "11      Harry Styles                     Fine Line by Harry Styles   \n",
       "12      Harry Styles  Music for a Sushi Restaurant by Harry Styles   \n",
       "13      Harry Styles            Late Night Talking by Harry Styles   \n",
       "14      Harry Styles                    Grapejuice by Harry Styles   \n",
       "15      Harry Styles                     As It Was by Harry Styles   \n",
       "16      Harry Styles                      Daylight by Harry Styles   \n",
       "17      Harry Styles                  Little Freak by Harry Styles   \n",
       "18      Harry Styles                       Matilda by Harry Styles   \n",
       "19      Harry Styles                        Cinema by Harry Styles   \n",
       "20      Harry Styles                   Daydreaming by Harry Styles   \n",
       "21      Harry Styles                  Keep Driving by Harry Styles   \n",
       "22      Harry Styles                     Satellite by Harry Styles   \n",
       "23      Harry Styles                    Boyfriends by Harry Styles   \n",
       "24      Harry Styles               Love Of My Life by Harry Styles   \n",
       "\n",
       "                      song.header_image_thumbnail_url  \\\n",
       "0   https://images.genius.com/fdaf3c9b5f86c107f9ab...   \n",
       "1   https://images.genius.com/55a8f43c165fe3dd6db9...   \n",
       "2   https://images.genius.com/fdaf3c9b5f86c107f9ab...   \n",
       "3   https://images.genius.com/fdaf3c9b5f86c107f9ab...   \n",
       "4   https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "5   https://images.genius.com/7eaae87a75effd425aa5...   \n",
       "6   https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "7   https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "8   https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "9   https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "10  https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "11  https://images.genius.com/7dc4b02c61e7d90da5ed...   \n",
       "12  https://images.genius.com/6efa4080fee1bea2c65c...   \n",
       "13  https://images.genius.com/1f3b512dbdb9d39c9759...   \n",
       "14  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "15  https://images.genius.com/1f3b512dbdb9d39c9759...   \n",
       "16  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "17  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "18  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "19  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "20  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "21  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "22  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "23  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "24  https://images.genius.com/d98059a0f2afd10b04b9...   \n",
       "\n",
       "                                song.header_image_url  song.id  \\\n",
       "0   https://images.genius.com/fdaf3c9b5f86c107f9ab...  5037340   \n",
       "1   https://images.genius.com/55a8f43c165fe3dd6db9...  5007939   \n",
       "2   https://images.genius.com/fdaf3c9b5f86c107f9ab...  5037350   \n",
       "3   https://images.genius.com/fdaf3c9b5f86c107f9ab...  4935579   \n",
       "4   https://images.genius.com/7dc4b02c61e7d90da5ed...  5037815   \n",
       "5   https://images.genius.com/7eaae87a75effd425aa5...  5037838   \n",
       "6   https://images.genius.com/7dc4b02c61e7d90da5ed...  5037848   \n",
       "7   https://images.genius.com/7dc4b02c61e7d90da5ed...  5037850   \n",
       "8   https://images.genius.com/7dc4b02c61e7d90da5ed...  5037339   \n",
       "9   https://images.genius.com/7dc4b02c61e7d90da5ed...  5037314   \n",
       "10  https://images.genius.com/7dc4b02c61e7d90da5ed...  5037851   \n",
       "11  https://images.genius.com/7dc4b02c61e7d90da5ed...  5037853   \n",
       "12  https://images.genius.com/6efa4080fee1bea2c65c...  8017369   \n",
       "13  https://images.genius.com/1f3b512dbdb9d39c9759...  7910627   \n",
       "14  https://images.genius.com/d98059a0f2afd10b04b9...  8017370   \n",
       "15  https://images.genius.com/1f3b512dbdb9d39c9759...  7844309   \n",
       "16  https://images.genius.com/d98059a0f2afd10b04b9...  8017371   \n",
       "17  https://images.genius.com/d98059a0f2afd10b04b9...  8017372   \n",
       "18  https://images.genius.com/d98059a0f2afd10b04b9...  8017385   \n",
       "19  https://images.genius.com/d98059a0f2afd10b04b9...  8017386   \n",
       "20  https://images.genius.com/d98059a0f2afd10b04b9...  8017374   \n",
       "21  https://images.genius.com/d98059a0f2afd10b04b9...  8017375   \n",
       "22  https://images.genius.com/d98059a0f2afd10b04b9...  8017376   \n",
       "23  https://images.genius.com/d98059a0f2afd10b04b9...  7910590   \n",
       "24  https://images.genius.com/d98059a0f2afd10b04b9...  8017377   \n",
       "\n",
       "    song.instrumental  ...                      song.primary_artist.image_url  \\\n",
       "0               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "1               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "2               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "3               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "4               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "5               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "6               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "7               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "8               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "9               False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "10              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "11              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "12              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "13              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "14              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "15              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "16              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "17              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "18              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "19              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "20              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "21              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "22              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "23              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "24              False  ...  https://images.genius.com/2891eded074c12bfba2e...   \n",
       "\n",
       "   song.primary_artist.index_character  song.primary_artist.is_meme_verified  \\\n",
       "0                                    h                                 False   \n",
       "1                                    h                                 False   \n",
       "2                                    h                                 False   \n",
       "3                                    h                                 False   \n",
       "4                                    h                                 False   \n",
       "5                                    h                                 False   \n",
       "6                                    h                                 False   \n",
       "7                                    h                                 False   \n",
       "8                                    h                                 False   \n",
       "9                                    h                                 False   \n",
       "10                                   h                                 False   \n",
       "11                                   h                                 False   \n",
       "12                                   h                                 False   \n",
       "13                                   h                                 False   \n",
       "14                                   h                                 False   \n",
       "15                                   h                                 False   \n",
       "16                                   h                                 False   \n",
       "17                                   h                                 False   \n",
       "18                                   h                                 False   \n",
       "19                                   h                                 False   \n",
       "20                                   h                                 False   \n",
       "21                                   h                                 False   \n",
       "22                                   h                                 False   \n",
       "23                                   h                                 False   \n",
       "24                                   h                                 False   \n",
       "\n",
       "   song.primary_artist.is_verified  song.primary_artist.name  \\\n",
       "0                            False              Harry Styles   \n",
       "1                            False              Harry Styles   \n",
       "2                            False              Harry Styles   \n",
       "3                            False              Harry Styles   \n",
       "4                            False              Harry Styles   \n",
       "5                            False              Harry Styles   \n",
       "6                            False              Harry Styles   \n",
       "7                            False              Harry Styles   \n",
       "8                            False              Harry Styles   \n",
       "9                            False              Harry Styles   \n",
       "10                           False              Harry Styles   \n",
       "11                           False              Harry Styles   \n",
       "12                           False              Harry Styles   \n",
       "13                           False              Harry Styles   \n",
       "14                           False              Harry Styles   \n",
       "15                           False              Harry Styles   \n",
       "16                           False              Harry Styles   \n",
       "17                           False              Harry Styles   \n",
       "18                           False              Harry Styles   \n",
       "19                           False              Harry Styles   \n",
       "20                           False              Harry Styles   \n",
       "21                           False              Harry Styles   \n",
       "22                           False              Harry Styles   \n",
       "23                           False              Harry Styles   \n",
       "24                           False              Harry Styles   \n",
       "\n",
       "   song.primary_artist.slug                  song.primary_artist.url  \\\n",
       "0              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "1              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "2              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "3              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "4              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "5              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "6              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "7              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "8              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "9              Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "10             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "11             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "12             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "13             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "14             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "15             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "16             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "17             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "18             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "19             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "20             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "21             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "22             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "23             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "24             Harry-styles  https://genius.com/artists/Harry-styles   \n",
       "\n",
       "     song.artist                                        song.lyrics  \\\n",
       "0   Harry Styles  129 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "1   Harry Styles  164 ContributorsTranslationsDeutschTürkçeEspañ...   \n",
       "2   Harry Styles  127 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "3   Harry Styles  119 ContributorsTranslationsDeutschEspañolPort...   \n",
       "4   Harry Styles  122 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "5   Harry Styles  179 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "6   Harry Styles  82 ContributorsTranslationsTürkçePortuguêsPols...   \n",
       "7   Harry Styles  100 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "8   Harry Styles  118 ContributorsTranslationsTürkçePortuguêsPol...   \n",
       "9   Harry Styles  76 ContributorsTranslationsTürkçePortuguêsFran...   \n",
       "10  Harry Styles  84 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "11  Harry Styles  121 ContributorsTranslationsTürkçePortuguêsFra...   \n",
       "12  Harry Styles  84 ContributorsTranslationsTürkçeEnglishPortug...   \n",
       "13  Harry Styles  86 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "14  Harry Styles  57 ContributorsTranslationsItalianoTürkçeEspañ...   \n",
       "15  Harry Styles  210 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "16  Harry Styles  61 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "17  Harry Styles  76 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "18  Harry Styles  103 ContributorsTranslationsTürkçeEspañolPortu...   \n",
       "19  Harry Styles  64 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "20  Harry Styles  48 ContributorsTranslationsHarry Styles - Dayd...   \n",
       "21  Harry Styles  76 ContributorsTranslationsHarry Styles - Keep...   \n",
       "22  Harry Styles  68 ContributorsTranslationsBahasa MelayuTürkçe...   \n",
       "23  Harry Styles  78 ContributorsTranslationsTürkçeEspañolEnglis...   \n",
       "24  Harry Styles  77 ContributorsTranslationsTürkçeEspañolPortug...   \n",
       "\n",
       "   song.stats.concurrents  \n",
       "0                     NaN  \n",
       "1                     NaN  \n",
       "2                     NaN  \n",
       "3                     NaN  \n",
       "4                     NaN  \n",
       "5                     NaN  \n",
       "6                     NaN  \n",
       "7                     NaN  \n",
       "8                     NaN  \n",
       "9                     NaN  \n",
       "10                    NaN  \n",
       "11                    NaN  \n",
       "12                    NaN  \n",
       "13                    NaN  \n",
       "14                    NaN  \n",
       "15                    NaN  \n",
       "16                    NaN  \n",
       "17                    NaN  \n",
       "18                    2.0  \n",
       "19                    NaN  \n",
       "20                    NaN  \n",
       "21                    NaN  \n",
       "22                    NaN  \n",
       "23                    NaN  \n",
       "24                    NaN  \n",
       "\n",
       "[25 rows x 45 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_harry_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_harry_combined.to_excel('Emmanuel Pedernal' +\n",
    "                               ' ' +\n",
    "                               str(datetime.datetime.now())[:16].replace(':','-') + \n",
    "                               ' Harry Styles Discography.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze the Data\n",
    "\n",
    "Here we calculate for the total number of UNIQUE words used by Harry per song. Provide insights about harry's discography. What songs stand out in terms of total word count? If you're Harry's data manager, how can you make use of this data? What other metrics can you analyze alongside total words to make it more valuable.\n",
    "\n",
    "Here we also show the scatterplot of Pyongs (Genius' equivalent of Heart react, which we can use as a proxy variable for interest) and Unique word count, is there any pattern that you can see? What can Harry change if he wants to improve people's interest with his songs?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Based on the data provided, the data scientist can conclude that;\n",
    "\n",
    "The more unique words the higher the likes or pyong counts. \n",
    "\n",
    "As for other insigths we can say that the songs adore you, cinema, matilda, treat the people Wi, satellite, latenight talk, To be so lonely and sunflower are the most hits for the album. \n",
    "\n",
    "i'll advise the manager to tell harry to pattern his next album or songs based on those songs the mean based on the Tone/harmony combined with a lot of unique words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_harry_combined['Total Words'] = [len(i) for i in df_harry_combined['song.lyrics'].str.split()]\n",
    "df_harry_combined['Total Unique Words'] = [len(np.unique(i)) for i in df_harry_combined['song.lyrics'].str.split()]\n",
    "df_harry_word_stats = df_harry_combined[['song.release_date_components.year','song.title','song.pyongs_count', 'Total Words', 'Total Unique Words']].sort_values(by='Total Words', ascending=False)\n",
    "df_harry_word_stats['Repetition Index'] = df_harry_word_stats['Total Unique Words']/ df_harry_word_stats['Total Words']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.title(\"Harry Styles' Total UNIQUE Words Used per Song\", fontsize=20)\n",
    "plt.bar(df_harry_word_stats['song.title'].str[:15], df_harry_word_stats['Total Words'])\n",
    "plt.axhline(df_harry_word_stats['Total Words'].mean(), color='C1', linestyle='--', label='Mean ' + str(df_harry_word_stats['Total Words'].mean()))\n",
    "plt.xticks(rotation=50)\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.title(\"Scatterplot of Unique words And Pyongs\", fontsize=20)\n",
    "\n",
    "plt.scatter(df_harry_word_stats['Total Unique Words'], \n",
    "            df_harry_word_stats['song.pyongs_count'], \n",
    "            label = 'Correlation Value = ' + str(np.corrcoef(df_harry_word_stats['Total Unique Words'],df_harry_word_stats['song.pyongs_count'])[0][1])[:5])\n",
    "\n",
    "\n",
    "\n",
    "plt.legend(fontsize=13)\n",
    "plt.xlabel('Total Unique Words')\n",
    "plt.ylabel('Total Pyongs');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Nothing Follows"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}