music-recommender-system.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Music recommender system\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing required libraries\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import List, Dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs = pd.read_csv('songdata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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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>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>link</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABBA</td>\n",
       "      <td>Ahe's My Kind Of Girl</td>\n",
       "      <td>/a/abba/ahes+my+kind+of+girl_20598417.html</td>\n",
       "      <td>Look at her face, it's a wonderful face  \\nAnd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABBA</td>\n",
       "      <td>Andante, Andante</td>\n",
       "      <td>/a/abba/andante+andante_20002708.html</td>\n",
       "      <td>Take it easy with me, please  \\nTouch me gentl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ABBA</td>\n",
       "      <td>As Good As New</td>\n",
       "      <td>/a/abba/as+good+as+new_20003033.html</td>\n",
       "      <td>I'll never know why I had to go  \\nWhy I had t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ABBA</td>\n",
       "      <td>Bang</td>\n",
       "      <td>/a/abba/bang_20598415.html</td>\n",
       "      <td>Making somebody happy is a question of give an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABBA</td>\n",
       "      <td>Bang-A-Boomerang</td>\n",
       "      <td>/a/abba/bang+a+boomerang_20002668.html</td>\n",
       "      <td>Making somebody happy is a question of give an...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  artist                   song                                        link  \\\n",
       "0   ABBA  Ahe's My Kind Of Girl  /a/abba/ahes+my+kind+of+girl_20598417.html   \n",
       "1   ABBA       Andante, Andante       /a/abba/andante+andante_20002708.html   \n",
       "2   ABBA         As Good As New        /a/abba/as+good+as+new_20003033.html   \n",
       "3   ABBA                   Bang                  /a/abba/bang_20598415.html   \n",
       "4   ABBA       Bang-A-Boomerang      /a/abba/bang+a+boomerang_20002668.html   \n",
       "\n",
       "                                                text  \n",
       "0  Look at her face, it's a wonderful face  \\nAnd...  \n",
       "1  Take it easy with me, please  \\nTouch me gentl...  \n",
       "2  I'll never know why I had to go  \\nWhy I had t...  \n",
       "3  Making somebody happy is a question of give an...  \n",
       "4  Making somebody happy is a question of give an...  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset being Big , we have taken random 1000 songs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs = songs.sample(n=1000).drop('link', axis=1).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs['text'] = songs['text'].str.replace(r'\\n', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf = TfidfVectorizer(analyzer='word', stop_words='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "lyrics_matrix = tfidf.fit_transform(songs['text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "cosine_similarities = cosine_similarity(lyrics_matrix) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we get the similarities, we'll store in a dictionary the names of the 50  most similar songs for each song in our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarities = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(cosine_similarities)):\n",
    "    similar_indices = cosine_similarities[i].argsort()[:-50:-1] \n",
    "\n",
    "    similarities[songs['song'].iloc[i]] = [(cosine_similarities[i][x], songs['song'][x], songs['artist'][x]) for x in similar_indices][1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use that similarity scores to access the most similar items and give a recommendation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ContentBasedRecommender:\n",
    "    def __init__(self, matrix):\n",
    "        self.matrix_similar = matrix\n",
    "\n",
    "    def _print_message(self, song, recom_song):\n",
    "        rec_items = len(recom_song)\n",
    "        \n",
    "        print(f'The {rec_items} recommended songs for {song} are:')\n",
    "        for i in range(rec_items):\n",
    "            print(f\"Number {i+1}:\")\n",
    "            print(f\"{recom_song[i][1]} by {recom_song[i][2]} with {round(recom_song[i][0], 3)} similarity score\") \n",
    "            print(\"--------------------\")\n",
    "        \n",
    "    def recommend(self, recommendation):\n",
    "        song = recommendation['song']\n",
    "        number_songs = recommendation['number_songs']\n",
    "        recom_song = self.matrix_similar[song][:number_songs]\n",
    "        self._print_message(song=song, recom_song=recom_song)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "recommedations = ContentBasedRecommender(similarities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\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>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Diana Ross</td>\n",
       "      <td>Love Or Loneliness</td>\n",
       "      <td>(r. parker, jr.)  Had a nice time  I enjoyed t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kirk Franklin</td>\n",
       "      <td>Sweet Spirit</td>\n",
       "      <td>[Verse:]  No more tears  And no more fears  Ev...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>David Guetta</td>\n",
       "      <td>Gettin' Over You</td>\n",
       "      <td>All the things I know right now  If I only kne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Counting Crows</td>\n",
       "      <td>Dislocation</td>\n",
       "      <td>[Verse:]  I was an idiot in Utero, somehow mis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Steve Miller Band</td>\n",
       "      <td>Key To The Highway</td>\n",
       "      <td>I've got the key to the highway  I am bound to...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spandau Ballet</td>\n",
       "      <td>Cross The Line</td>\n",
       "      <td>We have no way to see eye to eye  Through all ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Pet Shop Boys</td>\n",
       "      <td>I Want A Lover</td>\n",
       "      <td>At this time of night, when the crowds have pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Whitney Houston</td>\n",
       "      <td>The Star Spangled Banner</td>\n",
       "      <td>Oh, say can you see by the dawn's early light ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bee Gees</td>\n",
       "      <td>Here I Am</td>\n",
       "      <td>I know that you want a man  To love you like n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Bowie</td>\n",
       "      <td>It's Hard To Be A Saint In The City</td>\n",
       "      <td>I had skin like leather and the diamond-hard l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Linda Ronstadt</td>\n",
       "      <td>I'm A Fool To Want You</td>\n",
       "      <td>I'm a fool to want you  I'm a fool to want you...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alice In Chains</td>\n",
       "      <td>Whatcha Gonna Do</td>\n",
       "      <td>Hey now baby whatcha gonna do when I go?  Hey ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Neil Diamond</td>\n",
       "      <td>Gitchy Goomy</td>\n",
       "      <td>Gitchy goomy, gitchy gaddy, sit you laddie dow...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Roy Orbison</td>\n",
       "      <td>I've Been Loving You Too Long</td>\n",
       "      <td>I've been loving you a little too long  To sto...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Linda Ronstadt</td>\n",
       "      <td>Falling Down</td>\n",
       "      <td>I'm falling down  I need to sleep  Come a long...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jackson Browne</td>\n",
       "      <td>I'll Do Anything</td>\n",
       "      <td>You hold a life there in your hands  You proba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>New Order</td>\n",
       "      <td>Every Little Counts</td>\n",
       "      <td>Every second counts  When I am with you  I thi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kris Kristofferson</td>\n",
       "      <td>Lights Of Magdala</td>\n",
       "      <td>Oh, the lights of magdala flicker  Dimly on th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ariel Rivera</td>\n",
       "      <td>Wala Kang Katulad</td>\n",
       "      <td>Mula ng kita'y makilala  Walang ibang naaalala...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Britney Spears</td>\n",
       "      <td>Hot As Ice</td>\n",
       "      <td>Ah, yeah  Yeah, yeah, yeah  Yeah, yeah, yeah, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Radiohead</td>\n",
       "      <td>Decks Dark</td>\n",
       "      <td>[Chorus]  And in your life, there comes a dark...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Phil Collins</td>\n",
       "      <td>If Leaving Me Is Easy</td>\n",
       "      <td>I read all the letters, I read each word that ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>U2</td>\n",
       "      <td>All Because Of You</td>\n",
       "      <td>I was born a child of grace  Nothing else abou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Offspring</td>\n",
       "      <td>Out On Patrol</td>\n",
       "      <td>Look at my soldier boy now  With that big gun ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cyndi Lauper</td>\n",
       "      <td>Can't Blame Me</td>\n",
       "      <td>Baby I want the  Love you been savin'  Tell me...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>Hello Good Morning</td>\n",
       "      <td>[Rick Ross]Hello Good morning tell me what the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bob Dylan</td>\n",
       "      <td>I Wanna Be Your Lover</td>\n",
       "      <td>Well, the rainman comes with his magic wand  A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Elvis Presley</td>\n",
       "      <td>He'll Have To Go</td>\n",
       "      <td>Put your sweet lips a little closer to the pho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jennifer Lopez</td>\n",
       "      <td>Louboutins</td>\n",
       "      <td>Taking back my love (7X)    You said you'd cha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Spandau Ballet</td>\n",
       "      <td>Big Feeling</td>\n",
       "      <td>Big feeling  Come next September I'll be out u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>Deep Purple</td>\n",
       "      <td>Bloodsucker</td>\n",
       "      <td>Gotta black breast Chinese eyes  Got an Englis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>Modern Talking</td>\n",
       "      <td>America</td>\n",
       "      <td>On Monday morning, ocean rain was falling  And...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>Procol Harum</td>\n",
       "      <td>So Far Behind</td>\n",
       "      <td>Your convent-cloistered, cluttered mind  [call...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>Billie Holiday</td>\n",
       "      <td>If My Heart Could Only Talk</td>\n",
       "      <td>If my heart could only talk  Heaven would be m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>Bread</td>\n",
       "      <td>Games Of Magic</td>\n",
       "      <td>First time it's rained since I came to the cit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>Rush</td>\n",
       "      <td>Best I Can</td>\n",
       "      <td>I've got a livin' that's rough, a future that'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>Pharrell Williams</td>\n",
       "      <td>How Does It Feel?</td>\n",
       "      <td>Wooo wooo! [in background]  Yessur! aha  New S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>Reba Mcentire</td>\n",
       "      <td>I Know I'll Have A Better Day Tomorrow</td>\n",
       "      <td>Well I can't make it through this world by mys...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>The White Stripes</td>\n",
       "      <td>Astro</td>\n",
       "      <td>One two three four    Maybe Jasper does the as...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Dolly Parton</td>\n",
       "      <td>Blowin' In The Wind</td>\n",
       "      <td>How many roads must a man walk down  Before yo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>Air Supply</td>\n",
       "      <td>Heart Of The Rose</td>\n",
       "      <td>(graham russell)  A long time ago, from the va...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>Carly Simon</td>\n",
       "      <td>Half A Chance</td>\n",
       "      <td>You said we'd light the firmament  You said ou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>Bon Jovi</td>\n",
       "      <td>Helter Skelter</td>\n",
       "      <td>When you get to the bottom  You go back to the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>Alison Krauss</td>\n",
       "      <td>Simple Love</td>\n",
       "      <td>Little yellow house sittin' on a hill  That is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Hold On</td>\n",
       "      <td>Justice to the left of you  Justice to the rig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>Modern Talking</td>\n",
       "      <td>Lonely Tears In Chinatown</td>\n",
       "      <td>A broken heart, a pillow filled with tears  It...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>Bonnie Raitt</td>\n",
       "      <td>Cry Like A Rainstorm</td>\n",
       "      <td>Life isn't easy  Love never lasts  You just ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>Migos</td>\n",
       "      <td>Bando</td>\n",
       "      <td>Trapping out the house with the boards on the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>John Mellencamp</td>\n",
       "      <td>Days Of Farewall</td>\n",
       "      <td>Be careful How you walk  These days are evil L...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Dolly Parton</td>\n",
       "      <td>Holding Everything</td>\n",
       "      <td>My heart beats, wild and deep  Every thought i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Billie Holiday</td>\n",
       "      <td>Baby, I Don't Cry Over You</td>\n",
       "      <td>Had my lunch all alone  Waited for you to phon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>Bee Gees</td>\n",
       "      <td>First Of May</td>\n",
       "      <td>When I was small, and Christmas trees were tal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>Iron Maiden</td>\n",
       "      <td>Judgement Day</td>\n",
       "      <td>There are no marks upon a man  That can say he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>Phil Collins</td>\n",
       "      <td>It's In Your Eyes</td>\n",
       "      <td>It's in your eyes,  The love you hide away.  Y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Within Temptation</td>\n",
       "      <td>Iron</td>\n",
       "      <td>Left in the darkness  Here on your own  Woke u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Joni Mitchell</td>\n",
       "      <td>Talk To Me</td>\n",
       "      <td>There was a moon and a street lamp  I didn't k...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Utada Hikaru</td>\n",
       "      <td>Time Will Tell</td>\n",
       "      <td>Naitatte nanimo kawaranai tte iwareru kedo  Da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Housemartins</td>\n",
       "      <td>Anxious</td>\n",
       "      <td>I was walking by the river, I was asking mysel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Eagles</td>\n",
       "      <td>It's Your World Now</td>\n",
       "      <td>A perfect day, the sun is sinkin' low  As even...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Queensryche</td>\n",
       "      <td>Blood</td>\n",
       "      <td>Thank you for the lies, the lies you sold us  ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 artist                                    song  \\\n",
       "0            Diana Ross                      Love Or Loneliness   \n",
       "1         Kirk Franklin                            Sweet Spirit   \n",
       "2          David Guetta                        Gettin' Over You   \n",
       "3        Counting Crows                             Dislocation   \n",
       "4     Steve Miller Band                      Key To The Highway   \n",
       "5        Spandau Ballet                          Cross The Line   \n",
       "6         Pet Shop Boys                          I Want A Lover   \n",
       "7       Whitney Houston                The Star Spangled Banner   \n",
       "8              Bee Gees                               Here I Am   \n",
       "9           David Bowie     It's Hard To Be A Saint In The City   \n",
       "10       Linda Ronstadt                  I'm A Fool To Want You   \n",
       "11      Alice In Chains                        Whatcha Gonna Do   \n",
       "12         Neil Diamond                            Gitchy Goomy   \n",
       "13          Roy Orbison           I've Been Loving You Too Long   \n",
       "14       Linda Ronstadt                            Falling Down   \n",
       "15       Jackson Browne                        I'll Do Anything   \n",
       "16            New Order                     Every Little Counts   \n",
       "17   Kris Kristofferson                       Lights Of Magdala   \n",
       "18         Ariel Rivera                       Wala Kang Katulad   \n",
       "19       Britney Spears                              Hot As Ice   \n",
       "20            Radiohead                              Decks Dark   \n",
       "21         Phil Collins                   If Leaving Me Is Easy   \n",
       "22                   U2                      All Because Of You   \n",
       "23            Offspring                           Out On Patrol   \n",
       "24         Cyndi Lauper                          Can't Blame Me   \n",
       "25          Nicki Minaj                      Hello Good Morning   \n",
       "26            Bob Dylan                   I Wanna Be Your Lover   \n",
       "27        Elvis Presley                        He'll Have To Go   \n",
       "28       Jennifer Lopez                              Louboutins   \n",
       "29       Spandau Ballet                             Big Feeling   \n",
       "..                  ...                                     ...   \n",
       "970         Deep Purple                             Bloodsucker   \n",
       "971      Modern Talking                                 America   \n",
       "972        Procol Harum                           So Far Behind   \n",
       "973      Billie Holiday             If My Heart Could Only Talk   \n",
       "974               Bread                          Games Of Magic   \n",
       "975                Rush                              Best I Can   \n",
       "976   Pharrell Williams                       How Does It Feel?   \n",
       "977       Reba Mcentire  I Know I'll Have A Better Day Tomorrow   \n",
       "978   The White Stripes                                   Astro   \n",
       "979        Dolly Parton                     Blowin' In The Wind   \n",
       "980          Air Supply                       Heart Of The Rose   \n",
       "981         Carly Simon                           Half A Chance   \n",
       "982            Bon Jovi                          Helter Skelter   \n",
       "983       Alison Krauss                             Simple Love   \n",
       "984                 Yes                                 Hold On   \n",
       "985      Modern Talking               Lonely Tears In Chinatown   \n",
       "986        Bonnie Raitt                    Cry Like A Rainstorm   \n",
       "987               Migos                                   Bando   \n",
       "988     John Mellencamp                        Days Of Farewall   \n",
       "989        Dolly Parton                      Holding Everything   \n",
       "990      Billie Holiday              Baby, I Don't Cry Over You   \n",
       "991            Bee Gees                            First Of May   \n",
       "992         Iron Maiden                           Judgement Day   \n",
       "993        Phil Collins                       It's In Your Eyes   \n",
       "994   Within Temptation                                    Iron   \n",
       "995       Joni Mitchell                              Talk To Me   \n",
       "996        Utada Hikaru                          Time Will Tell   \n",
       "997        Housemartins                                 Anxious   \n",
       "998              Eagles                     It's Your World Now   \n",
       "999         Queensryche                                   Blood   \n",
       "\n",
       "                                                  text  \n",
       "0    (r. parker, jr.)  Had a nice time  I enjoyed t...  \n",
       "1    [Verse:]  No more tears  And no more fears  Ev...  \n",
       "2    All the things I know right now  If I only kne...  \n",
       "3    [Verse:]  I was an idiot in Utero, somehow mis...  \n",
       "4    I've got the key to the highway  I am bound to...  \n",
       "5    We have no way to see eye to eye  Through all ...  \n",
       "6    At this time of night, when the crowds have pa...  \n",
       "7    Oh, say can you see by the dawn's early light ...  \n",
       "8    I know that you want a man  To love you like n...  \n",
       "9    I had skin like leather and the diamond-hard l...  \n",
       "10   I'm a fool to want you  I'm a fool to want you...  \n",
       "11   Hey now baby whatcha gonna do when I go?  Hey ...  \n",
       "12   Gitchy goomy, gitchy gaddy, sit you laddie dow...  \n",
       "13   I've been loving you a little too long  To sto...  \n",
       "14   I'm falling down  I need to sleep  Come a long...  \n",
       "15   You hold a life there in your hands  You proba...  \n",
       "16   Every second counts  When I am with you  I thi...  \n",
       "17   Oh, the lights of magdala flicker  Dimly on th...  \n",
       "18   Mula ng kita'y makilala  Walang ibang naaalala...  \n",
       "19   Ah, yeah  Yeah, yeah, yeah  Yeah, yeah, yeah, ...  \n",
       "20   [Chorus]  And in your life, there comes a dark...  \n",
       "21   I read all the letters, I read each word that ...  \n",
       "22   I was born a child of grace  Nothing else abou...  \n",
       "23   Look at my soldier boy now  With that big gun ...  \n",
       "24   Baby I want the  Love you been savin'  Tell me...  \n",
       "25   [Rick Ross]Hello Good morning tell me what the...  \n",
       "26   Well, the rainman comes with his magic wand  A...  \n",
       "27   Put your sweet lips a little closer to the pho...  \n",
       "28   Taking back my love (7X)    You said you'd cha...  \n",
       "29   Big feeling  Come next September I'll be out u...  \n",
       "..                                                 ...  \n",
       "970  Gotta black breast Chinese eyes  Got an Englis...  \n",
       "971  On Monday morning, ocean rain was falling  And...  \n",
       "972  Your convent-cloistered, cluttered mind  [call...  \n",
       "973  If my heart could only talk  Heaven would be m...  \n",
       "974  First time it's rained since I came to the cit...  \n",
       "975  I've got a livin' that's rough, a future that'...  \n",
       "976  Wooo wooo! [in background]  Yessur! aha  New S...  \n",
       "977  Well I can't make it through this world by mys...  \n",
       "978  One two three four    Maybe Jasper does the as...  \n",
       "979  How many roads must a man walk down  Before yo...  \n",
       "980  (graham russell)  A long time ago, from the va...  \n",
       "981  You said we'd light the firmament  You said ou...  \n",
       "982  When you get to the bottom  You go back to the...  \n",
       "983  Little yellow house sittin' on a hill  That is...  \n",
       "984  Justice to the left of you  Justice to the rig...  \n",
       "985  A broken heart, a pillow filled with tears  It...  \n",
       "986  Life isn't easy  Love never lasts  You just ca...  \n",
       "987  Trapping out the house with the boards on the ...  \n",
       "988  Be careful How you walk  These days are evil L...  \n",
       "989  My heart beats, wild and deep  Every thought i...  \n",
       "990  Had my lunch all alone  Waited for you to phon...  \n",
       "991  When I was small, and Christmas trees were tal...  \n",
       "992  There are no marks upon a man  That can say he...  \n",
       "993  It's in your eyes,  The love you hide away.  Y...  \n",
       "994  Left in the darkness  Here on your own  Woke u...  \n",
       "995  There was a moon and a street lamp  I didn't k...  \n",
       "996  Naitatte nanimo kawaranai tte iwareru kedo  Da...  \n",
       "997  I was walking by the river, I was asking mysel...  \n",
       "998  A perfect day, the sun is sinkin' low  As even...  \n",
       "999  Thank you for the lies, the lies you sold us  ...  \n",
       "\n",
       "[1000 rows x 3 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Choose any Song from the list: Blood\n",
      "Choose number of songs you want as recommended 25\n"
     ]
    }
   ],
   "source": [
    "song_name=input(\"Choose any Song from the list: \" )\n",
    "song_number=int(input(\"Choose number of songs you want as recommended \"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "recommendation = {\n",
    "    \"song\": song_name,\n",
    "    \"number_songs\": song_number \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The 25 recommended songs for Blood are:\n",
      "Number 1:\n",
      "Nothing But The Blood by Randy Travis with 0.302 similarity score\n",
      "--------------------\n",
      "Number 2:\n",
      "Muddy, Sam And Otis by Rod Stewart with 0.285 similarity score\n",
      "--------------------\n",
      "Number 3:\n",
      "Paths Of Glory by Faith No More with 0.247 similarity score\n",
      "--------------------\n",
      "Number 4:\n",
      "Bread And Blood by Air Supply with 0.207 similarity score\n",
      "--------------------\n",
      "Number 5:\n",
      "Long Time Gone by Allman Brothers Band with 0.199 similarity score\n",
      "--------------------\n",
      "Number 6:\n",
      "Right Is Right by Chaka Khan with 0.179 similarity score\n",
      "--------------------\n",
      "Number 7:\n",
      "Days Like These by Regine Velasquez with 0.16 similarity score\n",
      "--------------------\n",
      "Number 8:\n",
      "Move On by Bruno Mars with 0.132 similarity score\n",
      "--------------------\n",
      "Number 9:\n",
      "Material World by Tracy Chapman with 0.124 similarity score\n",
      "--------------------\n",
      "Number 10:\n",
      "I Got The Right Street by Chaka Khan with 0.124 similarity score\n",
      "--------------------\n",
      "Number 11:\n",
      "I'm A Fool To Want You by Linda Ronstadt with 0.117 similarity score\n",
      "--------------------\n",
      "Number 12:\n",
      "After The Fall by Journey with 0.115 similarity score\n",
      "--------------------\n",
      "Number 13:\n",
      "Kill On Command by Overkill with 0.105 similarity score\n",
      "--------------------\n",
      "Number 14:\n",
      "Could I Ever by Planetshakers with 0.099 similarity score\n",
      "--------------------\n",
      "Number 15:\n",
      "Shine by Richard Marx with 0.098 similarity score\n",
      "--------------------\n",
      "Number 16:\n",
      "Mistaken Identity by Donna Summer with 0.096 similarity score\n",
      "--------------------\n",
      "Number 17:\n",
      "Where Is The Love (with Black Eyed Peas) by Justin Timberlake with 0.094 similarity score\n",
      "--------------------\n",
      "Number 18:\n",
      "Hard On For Love by Nick Cave with 0.092 similarity score\n",
      "--------------------\n",
      "Number 19:\n",
      "Red Eye by Devo with 0.091 similarity score\n",
      "--------------------\n",
      "Number 20:\n",
      "Raindrops by Pitbull with 0.09 similarity score\n",
      "--------------------\n",
      "Number 21:\n",
      "Whatcha Gonna Do by Alice In Chains with 0.088 similarity score\n",
      "--------------------\n",
      "Number 22:\n",
      "Swamp by Talking Heads with 0.083 similarity score\n",
      "--------------------\n",
      "Number 23:\n",
      "SIX MORE MILES by Hank Williams with 0.082 similarity score\n",
      "--------------------\n",
      "Number 24:\n",
      "My Worst Fear by Rascal Flatts with 0.081 similarity score\n",
      "--------------------\n",
      "Number 25:\n",
      "I Could Sing Of Your Love Forever by Hillsong with 0.08 similarity score\n",
      "--------------------\n"
     ]
    }
   ],
   "source": [
    "recommedations.recommend(recommendation)"
   ]
  }
 ],
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