MoodyBeatsNoCopyRight_Analysis.ipynb

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  {
   "cell_type": "code",
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     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jingle Punks</td>\n",
       "      <td>Jingle Punks - Skull Fire</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>6234</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OtRQeYvrIU0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Lord Of The Rings</td>\n",
       "      <td>Lord Of The Rings - Hobbit Theme</td>\n",
       "      <td>136</td>\n",
       "      <td>11</td>\n",
       "      <td>31300</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OtRQeYvrIU0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Jo Cohen &amp; Sex Whales</td>\n",
       "      <td>Jo Cohen &amp; Sex Whales - Run Away (feat. Lusil)</td>\n",
       "      <td>136</td>\n",
       "      <td>11</td>\n",
       "      <td>31300</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=wHHSN6tdeZI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Klave</td>\n",
       "      <td>Klave - Realer Than Love (feat. Francis)</td>\n",
       "      <td>367</td>\n",
       "      <td>28</td>\n",
       "      <td>50600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=MZ5bl5ipjKs</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Sad Piano Ambient</td>\n",
       "      <td>Sad Piano Ambient - FREE Background Music</td>\n",
       "      <td>273</td>\n",
       "      <td>13</td>\n",
       "      <td>46500</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=HI7egq3SnIA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Whales &amp; Ggnoaa</td>\n",
       "      <td>Whales &amp; Ggnoaa - Paranoia</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>2641</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=y_oYnDqYPtw</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>REGGAE MUSIC</td>\n",
       "      <td>REGGAE MUSIC - Hip Hop Upbeat Anticipation</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1750</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=AqD56kpet-E</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Otis McDonald</td>\n",
       "      <td>Otis McDonald - TREAT ME THIS WAY</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>993</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=SP8pbfIhjtQ</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>FEELING GOOD</td>\n",
       "      <td>FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>3376</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=6IxT8_8T4P4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Epic Hip Hop</td>\n",
       "      <td>Epic Hip Hop - Cool Cinematic &amp; Gaming Backgro...</td>\n",
       "      <td>124</td>\n",
       "      <td>5</td>\n",
       "      <td>3490</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=t0YBFBDM4Cg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Manana es Mejor</td>\n",
       "      <td>Manana es Mejor - Flow Latino - Hip Hop Instru...</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>4608</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=YI13UPagCa8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Goblins From Mars</td>\n",
       "      <td>Goblins From Mars - Enough</td>\n",
       "      <td>698</td>\n",
       "      <td>42</td>\n",
       "      <td>102000</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=A5GOUQ9l66g</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Goblins From Mars</td>\n",
       "      <td>Goblins From Mars - Somewhere</td>\n",
       "      <td>187</td>\n",
       "      <td>5</td>\n",
       "      <td>43600</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=2JcH7X8JtNY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Desmeon</td>\n",
       "      <td>Desmeon - Undone</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>43300</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=0E6KXgWuaHo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>Major Lazer - Christmas Trees (feat. Protoje)</td>\n",
       "      <td>107</td>\n",
       "      <td>3</td>\n",
       "      <td>36000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZgTpZ7YlHKc</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZgTpZ7YlHKc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Kranky</td>\n",
       "      <td>Kranky - stars of the lid 'december hunting fo...</td>\n",
       "      <td>769</td>\n",
       "      <td>14</td>\n",
       "      <td>37200</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=5fRk1PgBbR0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>NCFR</td>\n",
       "      <td>NCFR - Connections</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>754</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=gQQ46faP9R4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>NCFR</td>\n",
       "      <td>NCFR - Adventures A-himitsu</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>6793</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=MkNeIUgNPQ8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Clarx</td>\n",
       "      <td>Clarx - Bones</td>\n",
       "      <td>2204</td>\n",
       "      <td>49</td>\n",
       "      <td>95200</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=8Tu0lcl75yg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Waysons</td>\n",
       "      <td>Waysons - Eternal Minds</td>\n",
       "      <td>13500</td>\n",
       "      <td>286</td>\n",
       "      <td>1400000</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZhECyz85FMc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Distrion &amp; Electro-Light</td>\n",
       "      <td>Distrion &amp; Electro-Light - Drakkar</td>\n",
       "      <td>539</td>\n",
       "      <td>14</td>\n",
       "      <td>28400</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=YJTae5ScvQA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Slokix</td>\n",
       "      <td>Slokix - Big Smoke</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>5097</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=9kzY4JgfOUE</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>LiQWYD</td>\n",
       "      <td>LiQWYD - Take It Easy</td>\n",
       "      <td>105</td>\n",
       "      <td>5</td>\n",
       "      <td>5750</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=nrIWx67pGXA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>LiQWYD</td>\n",
       "      <td>LiQWYD - With You</td>\n",
       "      <td>125</td>\n",
       "      <td>8</td>\n",
       "      <td>4821</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=a8MrgGTdkeI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Clouds</td>\n",
       "      <td>1880</td>\n",
       "      <td>148</td>\n",
       "      <td>20786</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=CmG7wrhaKko</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Artegon</td>\n",
       "      <td>Artegon - Bad Bounce</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>2145</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=s97CXEK_H4k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>DM Galaxy</td>\n",
       "      <td>DM Galaxy - Etiquette</td>\n",
       "      <td>4742</td>\n",
       "      <td>351</td>\n",
       "      <td>158000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZD_Urg9fOs0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>AShamaluevMusic</td>\n",
       "      <td>AShamaluevMusic - Sad Emotional Piano and Nost...</td>\n",
       "      <td>273</td>\n",
       "      <td>2</td>\n",
       "      <td>47200</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=Whse3rKLRC0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>AShamaluevMusic</td>\n",
       "      <td>AShamuluevMusic - Beautiful Dawn</td>\n",
       "      <td>329</td>\n",
       "      <td>15</td>\n",
       "      <td>60900</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=51JF2421VWo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ship Wrek</td>\n",
       "      <td>Ship Wrek - Pain</td>\n",
       "      <td>154</td>\n",
       "      <td>7539</td>\n",
       "      <td>7830000</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=UDEpRK8WL_I</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>Krys Talk</td>\n",
       "      <td>Krys Talk - Fly Away</td>\n",
       "      <td>1358</td>\n",
       "      <td>83</td>\n",
       "      <td>75700</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=LfDfb-87F_s</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Blure &amp; Skyvoice</td>\n",
       "      <td>Blure &amp; Skyvoice - Faith DM Galaxy Remix</td>\n",
       "      <td>1028</td>\n",
       "      <td>62</td>\n",
       "      <td>37600</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=NiSebX6N7LQ</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Breno</td>\n",
       "      <td>Breno - The Fall</td>\n",
       "      <td>1062</td>\n",
       "      <td>67</td>\n",
       "      <td>79500</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=Y6BPfZ94C3k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Typical</td>\n",
       "      <td>Typical - Heroes</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>2743</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=LQ1D_GCvL2E</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Janji</td>\n",
       "      <td>Janji ft. Johnning - Heroes Tonight</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>2043</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=3nQNiWdeH2Q</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>Daenine</td>\n",
       "      <td>Daenine ft. GoldAN - Target Finder</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1345</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=GEvgku31N_M</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Raven &amp; Kreyn</td>\n",
       "      <td>Raven &amp; Kreyn - In The Air</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1345</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=63kmMcHBQlA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>Wowa</td>\n",
       "      <td>Wowa - Piratos</td>\n",
       "      <td>199</td>\n",
       "      <td>13</td>\n",
       "      <td>32729</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=qOCEAll2m8k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>Romen Jewels</td>\n",
       "      <td>Romen Jewels - In The City</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>1706</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=2prNA7zahZs</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>K.M.Beats</td>\n",
       "      <td>K.M.Beats - Sad Trap Beat</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>189</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=ryRfErVDGCk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>Bro Safari &amp; Space Laces</td>\n",
       "      <td>Bro Safari &amp; Space Laces - Fang Banger</td>\n",
       "      <td>7867</td>\n",
       "      <td>610</td>\n",
       "      <td>332471</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=RLLJYpk_KDE</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>Donny Hathaway</td>\n",
       "      <td>Donny Hathaway - The Ghetto</td>\n",
       "      <td>8871</td>\n",
       "      <td>553</td>\n",
       "      <td>408795</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OqZ2JBVXgpA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>Matt Byron</td>\n",
       "      <td>Matt Byron - Sleep and Dream of Monsters</td>\n",
       "      <td>1058</td>\n",
       "      <td>271</td>\n",
       "      <td>23521</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=-kgPMzuiWFc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>Axwell Ingrosso</td>\n",
       "      <td>Axwell Ingrosso - More Than You Know</td>\n",
       "      <td>69924</td>\n",
       "      <td>136</td>\n",
       "      <td>5051214</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=GsF05B8TFWg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>BEAUZ &amp; Momo</td>\n",
       "      <td>BEAUZ &amp; Momo - Won't Look Back</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>129</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=HbYXIMFDoRg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>Martin Garrix</td>\n",
       "      <td>Martin Garrix - Proxy</td>\n",
       "      <td>178944</td>\n",
       "      <td>8838</td>\n",
       "      <td>9601851</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=NWB6-PJw4Mk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>Virtual Riot</td>\n",
       "      <td>Virtual Riot - Mitten Is Angry</td>\n",
       "      <td>12551</td>\n",
       "      <td>855</td>\n",
       "      <td>588755</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=6qPYAI5iYvI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>Russ</td>\n",
       "      <td>Russ - I Dont Know How To Stop Being Turnt Lik...</td>\n",
       "      <td>25467</td>\n",
       "      <td>105</td>\n",
       "      <td>1799805</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=79_pPzp4tJU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>Vexento</td>\n",
       "      <td>Vexento - We Are One</td>\n",
       "      <td>5657</td>\n",
       "      <td>400</td>\n",
       "      <td>337000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=Ssvu2yncgWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Good Vibes</td>\n",
       "      <td>5889</td>\n",
       "      <td>2000</td>\n",
       "      <td>40212</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=0ODLEQKT6xY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>Jarico</td>\n",
       "      <td>Jarico - Island</td>\n",
       "      <td>1365</td>\n",
       "      <td>58</td>\n",
       "      <td>62550</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=gZlDn4EmTvo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>FortyThr33</td>\n",
       "      <td>FortyThr33 - Bay Breeze</td>\n",
       "      <td>6838</td>\n",
       "      <td>3099</td>\n",
       "      <td>210950</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=XER8Zg0ExKU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>Reatch</td>\n",
       "      <td>Reatch - Funk City</td>\n",
       "      <td>2080</td>\n",
       "      <td>814</td>\n",
       "      <td>57681</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=J5JZNdb50B8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>A Himatsu</td>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2353</td>\n",
       "      <td>82</td>\n",
       "      <td>135881</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=6WQjgHuUDWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Island</td>\n",
       "      <td>25151</td>\n",
       "      <td>224</td>\n",
       "      <td>223771</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=0fLMSubepkY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID                    artist  \\\n",
       "0        1     Brandon Jonak & Pep.B   \n",
       "1        2              Jingle Punks   \n",
       "2        3         Lord Of The Rings   \n",
       "3        4     Jo Cohen & Sex Whales   \n",
       "4        5                     Klave   \n",
       "5        6         Sad Piano Ambient   \n",
       "6        7           Whales & Ggnoaa   \n",
       "7        8              REGGAE MUSIC   \n",
       "8        9             Otis McDonald   \n",
       "9       10               TASTE HONEY   \n",
       "10      11              FEELING GOOD   \n",
       "11      12              Epic Hip Hop   \n",
       "12      13           Manana es Mejor   \n",
       "13      14         Goblins From Mars   \n",
       "14      15         Goblins From Mars   \n",
       "15      16                   Desmeon   \n",
       "16      17                     Anevo   \n",
       "17      18               Major Lazer   \n",
       "18      19                    Kranky   \n",
       "19      20                      NCFR   \n",
       "20      21                      NCFR   \n",
       "21      22                     Clarx   \n",
       "22      23                   Waysons   \n",
       "23      24  Distrion & Electro-Light   \n",
       "24      25                    Slokix   \n",
       "25      26                    LiQWYD   \n",
       "26      27                    LiQWYD   \n",
       "27      28                       MBB   \n",
       "28      29                   Artegon   \n",
       "29      30                  Tranquil   \n",
       "..     ...                       ...   \n",
       "38      39                 DM Galaxy   \n",
       "39      40           AShamaluevMusic   \n",
       "40      41           AShamaluevMusic   \n",
       "41      42                 Ship Wrek   \n",
       "42      43                 Krys Talk   \n",
       "43      44          Blure & Skyvoice   \n",
       "44      45                     Breno   \n",
       "45      46                   Typical   \n",
       "46      47                     Janji   \n",
       "47      48                   Daenine   \n",
       "48      49             Raven & Kreyn   \n",
       "49      50                 Jim Yosef   \n",
       "50      51                      Wowa   \n",
       "51      52              Romen Jewels   \n",
       "52      53                 K.M.Beats   \n",
       "53      54  Bro Safari & Space Laces   \n",
       "54      55            Donny Hathaway   \n",
       "55      56                Matt Byron   \n",
       "56      57           Axwell Ingrosso   \n",
       "57      58              BEAUZ & Momo   \n",
       "58      59             Martin Garrix   \n",
       "59      60              Virtual Riot   \n",
       "60      61                      Russ   \n",
       "61      62                   Vexento   \n",
       "62      63                       MBB   \n",
       "63      64                    Jarico   \n",
       "64      65                FortyThr33   \n",
       "65      66                    Reatch   \n",
       "66      67                 A Himatsu   \n",
       "67      68                       MBB   \n",
       "\n",
       "                                                 song   likes  comments  \\\n",
       "0               Brandon Jonak & Pep.B - Where Do I Go     379        41   \n",
       "1                           Jingle Punks - Skull Fire      42         2   \n",
       "2                    Lord Of The Rings - Hobbit Theme     136        11   \n",
       "3      Jo Cohen & Sex Whales - Run Away (feat. Lusil)     136        11   \n",
       "4            Klave - Realer Than Love (feat. Francis)     367        28   \n",
       "5           Sad Piano Ambient - FREE Background Music     273        13   \n",
       "6                          Whales & Ggnoaa - Paranoia      21         1   \n",
       "7          REGGAE MUSIC - Hip Hop Upbeat Anticipation      16         2   \n",
       "8                   Otis McDonald - TREAT ME THIS WAY      13         1   \n",
       "9            TASTE HONEY - CHILL HIP HOP INSTRUMENTAL     120         7   \n",
       "10   FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL      88         6   \n",
       "11  Epic Hip Hop - Cool Cinematic & Gaming Backgro...     124         5   \n",
       "12  Manana es Mejor - Flow Latino - Hip Hop Instru...      77         4   \n",
       "13                         Goblins From Mars - Enough     698        42   \n",
       "14                      Goblins From Mars - Somewhere     187         5   \n",
       "15                                   Desmeon - Undone     149         2   \n",
       "16                       Anevo - Waiting On Your Call     154         0   \n",
       "17      Major Lazer - Christmas Trees (feat. Protoje)     107         3   \n",
       "18  Kranky - stars of the lid 'december hunting fo...     769        14   \n",
       "19                                 NCFR - Connections       1         0   \n",
       "20                        NCFR - Adventures A-himitsu      60         0   \n",
       "21                                      Clarx - Bones    2204        49   \n",
       "22                            Waysons - Eternal Minds   13500       286   \n",
       "23                 Distrion & Electro-Light - Drakkar     539        14   \n",
       "24                                 Slokix - Big Smoke      68        11   \n",
       "25                              LiQWYD - Take It Easy     105         5   \n",
       "26                                  LiQWYD - With You     125         8   \n",
       "27                                       MBB - Clouds    1880       148   \n",
       "28                               Artegon - Bad Bounce      23         3   \n",
       "29                      Tranquil - Past the High Road      15         0   \n",
       "..                                                ...     ...       ...   \n",
       "38                              DM Galaxy - Etiquette    4742       351   \n",
       "39  AShamaluevMusic - Sad Emotional Piano and Nost...     273         2   \n",
       "40                   AShamuluevMusic - Beautiful Dawn     329        15   \n",
       "41                                   Ship Wrek - Pain     154      7539   \n",
       "42                               Krys Talk - Fly Away    1358        83   \n",
       "43           Blure & Skyvoice - Faith DM Galaxy Remix    1028        62   \n",
       "44                                   Breno - The Fall    1062        67   \n",
       "45                                   Typical - Heroes      40         0   \n",
       "46                Janji ft. Johnning - Heroes Tonight      28         1   \n",
       "47                 Daenine ft. GoldAN - Target Finder      14         1   \n",
       "48                         Raven & Kreyn - In The Air      14         1   \n",
       "49         Jim Yosef (feat. Anna Yvette) - Can't Wait      32         0   \n",
       "50                                     Wowa - Piratos     199        13   \n",
       "51                         Romen Jewels - In The City      50         1   \n",
       "52                          K.M.Beats - Sad Trap Beat       8         1   \n",
       "53             Bro Safari & Space Laces - Fang Banger    7867       610   \n",
       "54                        Donny Hathaway - The Ghetto    8871       553   \n",
       "55           Matt Byron - Sleep and Dream of Monsters    1058       271   \n",
       "56               Axwell Ingrosso - More Than You Know   69924       136   \n",
       "57                     BEAUZ & Momo - Won't Look Back       9         0   \n",
       "58                              Martin Garrix - Proxy  178944      8838   \n",
       "59                     Virtual Riot - Mitten Is Angry   12551       855   \n",
       "60  Russ - I Dont Know How To Stop Being Turnt Lik...   25467       105   \n",
       "61                               Vexento - We Are One    5657       400   \n",
       "62                                   MBB - Good Vibes    5889      2000   \n",
       "63                                    Jarico - Island    1365        58   \n",
       "64                            FortyThr33 - Bay Breeze    6838      3099   \n",
       "65                                 Reatch - Funk City    2080       814   \n",
       "66                            A Himatsu - Lost Within    2353        82   \n",
       "67                                       MBB - Island   25151       224   \n",
       "\n",
       "    total_plays             mood                                  youtube_url  \\\n",
       "0         72600          In-Love  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "1          6234            Happy  https://www.youtube.com/watch?v=OtRQeYvrIU0   \n",
       "2         31300            Happy  https://www.youtube.com/watch?v=OtRQeYvrIU0   \n",
       "3         31300            Happy  https://www.youtube.com/watch?v=wHHSN6tdeZI   \n",
       "4         50600          In-Love  https://www.youtube.com/watch?v=MZ5bl5ipjKs   \n",
       "5         46500              Sad  https://www.youtube.com/watch?v=HI7egq3SnIA   \n",
       "6          2641  Confident-sassy  https://www.youtube.com/watch?v=y_oYnDqYPtw   \n",
       "7          1750  Confident-sassy  https://www.youtube.com/watch?v=AqD56kpet-E   \n",
       "8           993  Confident-sassy  https://www.youtube.com/watch?v=SP8pbfIhjtQ   \n",
       "9          4316          In-Love  https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "10         3376         Peaceful  https://www.youtube.com/watch?v=6IxT8_8T4P4   \n",
       "11         3490  Confident-sassy  https://www.youtube.com/watch?v=t0YBFBDM4Cg   \n",
       "12         4608  Confident-sassy  https://www.youtube.com/watch?v=YI13UPagCa8   \n",
       "13       102000  Confident-sassy  https://www.youtube.com/watch?v=A5GOUQ9l66g   \n",
       "14        43600            Angry  https://www.youtube.com/watch?v=2JcH7X8JtNY   \n",
       "15        43300              Sad  https://www.youtube.com/watch?v=0E6KXgWuaHo   \n",
       "16        39600          In-Love  https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "17        36000            Happy  https://www.youtube.com/watch?v=ZgTpZ7YlHKc   \n",
       "18        37200         Peaceful  https://www.youtube.com/watch?v=5fRk1PgBbR0   \n",
       "19          754            Happy  https://www.youtube.com/watch?v=gQQ46faP9R4   \n",
       "20         6793            Happy  https://www.youtube.com/watch?v=MkNeIUgNPQ8   \n",
       "21        95200            Angry  https://www.youtube.com/watch?v=8Tu0lcl75yg   \n",
       "22      1400000  Confident-sassy  https://www.youtube.com/watch?v=ZhECyz85FMc   \n",
       "23        28400            Happy  https://www.youtube.com/watch?v=YJTae5ScvQA   \n",
       "24         5097  Confident-sassy  https://www.youtube.com/watch?v=9kzY4JgfOUE   \n",
       "25         5750         Peaceful  https://www.youtube.com/watch?v=nrIWx67pGXA   \n",
       "26         4821            Happy  https://www.youtube.com/watch?v=a8MrgGTdkeI   \n",
       "27        20786            Happy  https://www.youtube.com/watch?v=CmG7wrhaKko   \n",
       "28         2145            Angry  https://www.youtube.com/watch?v=s97CXEK_H4k   \n",
       "29         1629      Heartbroken  https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "..          ...              ...                                          ...   \n",
       "38       158000            Happy  https://www.youtube.com/watch?v=ZD_Urg9fOs0   \n",
       "39        47200              Sad  https://www.youtube.com/watch?v=Whse3rKLRC0   \n",
       "40        60900              Sad  https://www.youtube.com/watch?v=51JF2421VWo   \n",
       "41      7830000      Heartbroken  https://www.youtube.com/watch?v=UDEpRK8WL_I   \n",
       "42        75700  Confident-sassy  https://www.youtube.com/watch?v=LfDfb-87F_s   \n",
       "43        37600         Peaceful  https://www.youtube.com/watch?v=NiSebX6N7LQ   \n",
       "44        79500            Happy  https://www.youtube.com/watch?v=Y6BPfZ94C3k   \n",
       "45         2743  Confident-sassy  https://www.youtube.com/watch?v=LQ1D_GCvL2E   \n",
       "46         2043  Confident-sassy  https://www.youtube.com/watch?v=3nQNiWdeH2Q   \n",
       "47         1345            Angry  https://www.youtube.com/watch?v=GEvgku31N_M   \n",
       "48         1345  Confident-sassy  https://www.youtube.com/watch?v=63kmMcHBQlA   \n",
       "49         2287          In-Love   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "50        32729            Angry  https://www.youtube.com/watch?v=qOCEAll2m8k   \n",
       "51         1706  Confident-sassy  https://www.youtube.com/watch?v=2prNA7zahZs   \n",
       "52          189              Sad  https://www.youtube.com/watch?v=ryRfErVDGCk   \n",
       "53       332471            Angry  https://www.youtube.com/watch?v=RLLJYpk_KDE   \n",
       "54       408795            Happy  https://www.youtube.com/watch?v=OqZ2JBVXgpA   \n",
       "55        23521            Angry  https://www.youtube.com/watch?v=-kgPMzuiWFc   \n",
       "56      5051214            Happy  https://www.youtube.com/watch?v=GsF05B8TFWg   \n",
       "57          129            Happy  https://www.youtube.com/watch?v=HbYXIMFDoRg   \n",
       "58      9601851            Happy  https://www.youtube.com/watch?v=NWB6-PJw4Mk   \n",
       "59       588755            Happy  https://www.youtube.com/watch?v=6qPYAI5iYvI   \n",
       "60      1799805  Confident-sassy  https://www.youtube.com/watch?v=79_pPzp4tJU   \n",
       "61       337000            Happy  https://www.youtube.com/watch?v=Ssvu2yncgWU   \n",
       "62        40212            Happy  https://www.youtube.com/watch?v=0ODLEQKT6xY   \n",
       "63        62550         Peaceful  https://www.youtube.com/watch?v=gZlDn4EmTvo   \n",
       "64       210950            Happy  https://www.youtube.com/watch?v=XER8Zg0ExKU   \n",
       "65        57681  Confident-sassy  https://www.youtube.com/watch?v=J5JZNdb50B8   \n",
       "66       135881              Sad  https://www.youtube.com/watch?v=6WQjgHuUDWU   \n",
       "67       223771            Happy  https://www.youtube.com/watch?v=0fLMSubepkY   \n",
       "\n",
       "                                           embed_code  \n",
       "0   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "1   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "2   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "3   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
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       "6   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "7   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "8   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "9   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "10  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "11  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "12  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "13  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "14  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "15  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "16  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "17        https://www.youtube.com/watch?v=ZgTpZ7YlHKc  \n",
       "18  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "19  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
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       "21  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "22  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "23  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "24  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "25  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "26  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "27  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "28  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "29  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "..                                                ...  \n",
       "38  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "39  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "40  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "41  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "42  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "43  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "44  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "45  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "46  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "47  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "48  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "49  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "50  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "51  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "52  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "53  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "54  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "55  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "56  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "57  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "58  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "59  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "60  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "61  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "62  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "63  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "64  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "65  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "66  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "67  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "\n",
       "[68 rows x 9 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "artists = pd.read_csv('artists.csv')\n",
    "\n",
    "artists.head(68)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Happy              22\n",
       "Confident-sassy    17\n",
       "Peaceful            8\n",
       "Angry               7\n",
       "Sad                 6\n",
       "In-Love             5\n",
       "Heartbroken         3\n",
       "Name: mood, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists['mood'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     False\n",
       "1     False\n",
       "2     False\n",
       "3     False\n",
       "4     False\n",
       "5     False\n",
       "6     False\n",
       "7     False\n",
       "8     False\n",
       "9     False\n",
       "10    False\n",
       "11    False\n",
       "12    False\n",
       "13    False\n",
       "14    False\n",
       "15    False\n",
       "16    False\n",
       "17    False\n",
       "18    False\n",
       "19    False\n",
       "20    False\n",
       "21    False\n",
       "22    False\n",
       "23    False\n",
       "24    False\n",
       "25    False\n",
       "26    False\n",
       "27    False\n",
       "28    False\n",
       "29    False\n",
       "      ...  \n",
       "38    False\n",
       "39    False\n",
       "40    False\n",
       "41    False\n",
       "42    False\n",
       "43    False\n",
       "44    False\n",
       "45    False\n",
       "46    False\n",
       "47    False\n",
       "48    False\n",
       "49    False\n",
       "50    False\n",
       "51    False\n",
       "52    False\n",
       "53    False\n",
       "54    False\n",
       "55    False\n",
       "56    False\n",
       "57    False\n",
       "58    False\n",
       "59    False\n",
       "60    False\n",
       "61    False\n",
       "62    False\n",
       "63    False\n",
       "64    False\n",
       "65    False\n",
       "66    False\n",
       "67    False\n",
       "Name: mood, Length: 68, dtype: bool"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists['mood'].isin(['In-love'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jingle Punks</td>\n",
       "      <td>Jingle Punks - Skull Fire</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>6234</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OtRQeYvrIU0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Lord Of The Rings</td>\n",
       "      <td>Lord Of The Rings - Hobbit Theme</td>\n",
       "      <td>136</td>\n",
       "      <td>11</td>\n",
       "      <td>31300</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OtRQeYvrIU0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Jo Cohen &amp; Sex Whales</td>\n",
       "      <td>Jo Cohen &amp; Sex Whales - Run Away (feat. Lusil)</td>\n",
       "      <td>136</td>\n",
       "      <td>11</td>\n",
       "      <td>31300</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=wHHSN6tdeZI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>Major Lazer - Christmas Trees (feat. Protoje)</td>\n",
       "      <td>107</td>\n",
       "      <td>3</td>\n",
       "      <td>36000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZgTpZ7YlHKc</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZgTpZ7YlHKc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>NCFR</td>\n",
       "      <td>NCFR - Connections</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>754</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=gQQ46faP9R4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>NCFR</td>\n",
       "      <td>NCFR - Adventures A-himitsu</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>6793</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=MkNeIUgNPQ8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Distrion &amp; Electro-Light</td>\n",
       "      <td>Distrion &amp; Electro-Light - Drakkar</td>\n",
       "      <td>539</td>\n",
       "      <td>14</td>\n",
       "      <td>28400</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=YJTae5ScvQA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>LiQWYD</td>\n",
       "      <td>LiQWYD - With You</td>\n",
       "      <td>125</td>\n",
       "      <td>8</td>\n",
       "      <td>4821</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=a8MrgGTdkeI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Clouds</td>\n",
       "      <td>1880</td>\n",
       "      <td>148</td>\n",
       "      <td>20786</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=CmG7wrhaKko</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>EQuinonez</td>\n",
       "      <td>EQuinonez - Moshi Moshi</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>833</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=-x-0de8e4PI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Mona Wonderlick</td>\n",
       "      <td>Mona Wonderlick - Keep On</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>725</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=gIZatXc_jGo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>DM Galaxy</td>\n",
       "      <td>DM Galaxy - Etiquette</td>\n",
       "      <td>4742</td>\n",
       "      <td>351</td>\n",
       "      <td>158000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZD_Urg9fOs0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Breno</td>\n",
       "      <td>Breno - The Fall</td>\n",
       "      <td>1062</td>\n",
       "      <td>67</td>\n",
       "      <td>79500</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=Y6BPfZ94C3k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>Donny Hathaway</td>\n",
       "      <td>Donny Hathaway - The Ghetto</td>\n",
       "      <td>8871</td>\n",
       "      <td>553</td>\n",
       "      <td>408795</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=OqZ2JBVXgpA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>Axwell Ingrosso</td>\n",
       "      <td>Axwell Ingrosso - More Than You Know</td>\n",
       "      <td>69924</td>\n",
       "      <td>136</td>\n",
       "      <td>5051214</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=GsF05B8TFWg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>BEAUZ &amp; Momo</td>\n",
       "      <td>BEAUZ &amp; Momo - Won't Look Back</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>129</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=HbYXIMFDoRg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>Martin Garrix</td>\n",
       "      <td>Martin Garrix - Proxy</td>\n",
       "      <td>178944</td>\n",
       "      <td>8838</td>\n",
       "      <td>9601851</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=NWB6-PJw4Mk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>Virtual Riot</td>\n",
       "      <td>Virtual Riot - Mitten Is Angry</td>\n",
       "      <td>12551</td>\n",
       "      <td>855</td>\n",
       "      <td>588755</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=6qPYAI5iYvI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>Vexento</td>\n",
       "      <td>Vexento - We Are One</td>\n",
       "      <td>5657</td>\n",
       "      <td>400</td>\n",
       "      <td>337000</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=Ssvu2yncgWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Good Vibes</td>\n",
       "      <td>5889</td>\n",
       "      <td>2000</td>\n",
       "      <td>40212</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=0ODLEQKT6xY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>FortyThr33</td>\n",
       "      <td>FortyThr33 - Bay Breeze</td>\n",
       "      <td>6838</td>\n",
       "      <td>3099</td>\n",
       "      <td>210950</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=XER8Zg0ExKU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>MBB</td>\n",
       "      <td>MBB - Island</td>\n",
       "      <td>25151</td>\n",
       "      <td>224</td>\n",
       "      <td>223771</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://www.youtube.com/watch?v=0fLMSubepkY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID                    artist  \\\n",
       "1        2              Jingle Punks   \n",
       "2        3         Lord Of The Rings   \n",
       "3        4     Jo Cohen & Sex Whales   \n",
       "17      18               Major Lazer   \n",
       "19      20                      NCFR   \n",
       "20      21                      NCFR   \n",
       "23      24  Distrion & Electro-Light   \n",
       "26      27                    LiQWYD   \n",
       "27      28                       MBB   \n",
       "33      34                 EQuinonez   \n",
       "34      35           Mona Wonderlick   \n",
       "38      39                 DM Galaxy   \n",
       "44      45                     Breno   \n",
       "54      55            Donny Hathaway   \n",
       "56      57           Axwell Ingrosso   \n",
       "57      58              BEAUZ & Momo   \n",
       "58      59             Martin Garrix   \n",
       "59      60              Virtual Riot   \n",
       "61      62                   Vexento   \n",
       "62      63                       MBB   \n",
       "64      65                FortyThr33   \n",
       "67      68                       MBB   \n",
       "\n",
       "                                              song   likes  comments  \\\n",
       "1                        Jingle Punks - Skull Fire      42         2   \n",
       "2                 Lord Of The Rings - Hobbit Theme     136        11   \n",
       "3   Jo Cohen & Sex Whales - Run Away (feat. Lusil)     136        11   \n",
       "17   Major Lazer - Christmas Trees (feat. Protoje)     107         3   \n",
       "19                              NCFR - Connections       1         0   \n",
       "20                     NCFR - Adventures A-himitsu      60         0   \n",
       "23              Distrion & Electro-Light - Drakkar     539        14   \n",
       "26                               LiQWYD - With You     125         8   \n",
       "27                                    MBB - Clouds    1880       148   \n",
       "33                         EQuinonez - Moshi Moshi      21         1   \n",
       "34                       Mona Wonderlick - Keep On       6         0   \n",
       "38                           DM Galaxy - Etiquette    4742       351   \n",
       "44                                Breno - The Fall    1062        67   \n",
       "54                     Donny Hathaway - The Ghetto    8871       553   \n",
       "56            Axwell Ingrosso - More Than You Know   69924       136   \n",
       "57                  BEAUZ & Momo - Won't Look Back       9         0   \n",
       "58                           Martin Garrix - Proxy  178944      8838   \n",
       "59                  Virtual Riot - Mitten Is Angry   12551       855   \n",
       "61                            Vexento - We Are One    5657       400   \n",
       "62                                MBB - Good Vibes    5889      2000   \n",
       "64                         FortyThr33 - Bay Breeze    6838      3099   \n",
       "67                                    MBB - Island   25151       224   \n",
       "\n",
       "    total_plays   mood                                  youtube_url  \\\n",
       "1          6234  Happy  https://www.youtube.com/watch?v=OtRQeYvrIU0   \n",
       "2         31300  Happy  https://www.youtube.com/watch?v=OtRQeYvrIU0   \n",
       "3         31300  Happy  https://www.youtube.com/watch?v=wHHSN6tdeZI   \n",
       "17        36000  Happy  https://www.youtube.com/watch?v=ZgTpZ7YlHKc   \n",
       "19          754  Happy  https://www.youtube.com/watch?v=gQQ46faP9R4   \n",
       "20         6793  Happy  https://www.youtube.com/watch?v=MkNeIUgNPQ8   \n",
       "23        28400  Happy  https://www.youtube.com/watch?v=YJTae5ScvQA   \n",
       "26         4821  Happy  https://www.youtube.com/watch?v=a8MrgGTdkeI   \n",
       "27        20786  Happy  https://www.youtube.com/watch?v=CmG7wrhaKko   \n",
       "33          833  Happy  https://www.youtube.com/watch?v=-x-0de8e4PI   \n",
       "34          725  Happy  https://www.youtube.com/watch?v=gIZatXc_jGo   \n",
       "38       158000  Happy  https://www.youtube.com/watch?v=ZD_Urg9fOs0   \n",
       "44        79500  Happy  https://www.youtube.com/watch?v=Y6BPfZ94C3k   \n",
       "54       408795  Happy  https://www.youtube.com/watch?v=OqZ2JBVXgpA   \n",
       "56      5051214  Happy  https://www.youtube.com/watch?v=GsF05B8TFWg   \n",
       "57          129  Happy  https://www.youtube.com/watch?v=HbYXIMFDoRg   \n",
       "58      9601851  Happy  https://www.youtube.com/watch?v=NWB6-PJw4Mk   \n",
       "59       588755  Happy  https://www.youtube.com/watch?v=6qPYAI5iYvI   \n",
       "61       337000  Happy  https://www.youtube.com/watch?v=Ssvu2yncgWU   \n",
       "62        40212  Happy  https://www.youtube.com/watch?v=0ODLEQKT6xY   \n",
       "64       210950  Happy  https://www.youtube.com/watch?v=XER8Zg0ExKU   \n",
       "67       223771  Happy  https://www.youtube.com/watch?v=0fLMSubepkY   \n",
       "\n",
       "                                           embed_code  \n",
       "1   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "2   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "3   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "17        https://www.youtube.com/watch?v=ZgTpZ7YlHKc  \n",
       "19  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "20  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "23  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "26  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "27  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "33  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "34  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "38  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "44  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "54  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "56  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "57  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "58  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "59  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "61  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "62  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "64  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "67  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy = artists[artists['mood'] == 'Happy']\n",
    "happy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Whales &amp; Ggnoaa</td>\n",
       "      <td>Whales &amp; Ggnoaa - Paranoia</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>2641</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=y_oYnDqYPtw</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>REGGAE MUSIC</td>\n",
       "      <td>REGGAE MUSIC - Hip Hop Upbeat Anticipation</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1750</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=AqD56kpet-E</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Otis McDonald</td>\n",
       "      <td>Otis McDonald - TREAT ME THIS WAY</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>993</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=SP8pbfIhjtQ</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Epic Hip Hop</td>\n",
       "      <td>Epic Hip Hop - Cool Cinematic &amp; Gaming Backgro...</td>\n",
       "      <td>124</td>\n",
       "      <td>5</td>\n",
       "      <td>3490</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=t0YBFBDM4Cg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Manana es Mejor</td>\n",
       "      <td>Manana es Mejor - Flow Latino - Hip Hop Instru...</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>4608</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=YI13UPagCa8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Goblins From Mars</td>\n",
       "      <td>Goblins From Mars - Enough</td>\n",
       "      <td>698</td>\n",
       "      <td>42</td>\n",
       "      <td>102000</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=A5GOUQ9l66g</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Waysons</td>\n",
       "      <td>Waysons - Eternal Minds</td>\n",
       "      <td>13500</td>\n",
       "      <td>286</td>\n",
       "      <td>1400000</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=ZhECyz85FMc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Slokix</td>\n",
       "      <td>Slokix - Big Smoke</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>5097</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=9kzY4JgfOUE</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Abstract Corporate</td>\n",
       "      <td>Abstract Corporate - Gribsound</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>855</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=C_Vl_CfVx_s</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Noise Badger</td>\n",
       "      <td>Noise Badger - Explore</td>\n",
       "      <td>38</td>\n",
       "      <td>8</td>\n",
       "      <td>1549</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=XvVPYeCAycE</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>Krys Talk</td>\n",
       "      <td>Krys Talk - Fly Away</td>\n",
       "      <td>1358</td>\n",
       "      <td>83</td>\n",
       "      <td>75700</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=LfDfb-87F_s</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Typical</td>\n",
       "      <td>Typical - Heroes</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>2743</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=LQ1D_GCvL2E</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Janji</td>\n",
       "      <td>Janji ft. Johnning - Heroes Tonight</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>2043</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=3nQNiWdeH2Q</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Raven &amp; Kreyn</td>\n",
       "      <td>Raven &amp; Kreyn - In The Air</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1345</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=63kmMcHBQlA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>Romen Jewels</td>\n",
       "      <td>Romen Jewels - In The City</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>1706</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=2prNA7zahZs</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>Russ</td>\n",
       "      <td>Russ - I Dont Know How To Stop Being Turnt Lik...</td>\n",
       "      <td>25467</td>\n",
       "      <td>105</td>\n",
       "      <td>1799805</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=79_pPzp4tJU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>Reatch</td>\n",
       "      <td>Reatch - Funk City</td>\n",
       "      <td>2080</td>\n",
       "      <td>814</td>\n",
       "      <td>57681</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=J5JZNdb50B8</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID              artist  \\\n",
       "6        7     Whales & Ggnoaa   \n",
       "7        8        REGGAE MUSIC   \n",
       "8        9       Otis McDonald   \n",
       "11      12        Epic Hip Hop   \n",
       "12      13     Manana es Mejor   \n",
       "13      14   Goblins From Mars   \n",
       "22      23             Waysons   \n",
       "24      25              Slokix   \n",
       "32      33  Abstract Corporate   \n",
       "36      37        Noise Badger   \n",
       "42      43           Krys Talk   \n",
       "45      46             Typical   \n",
       "46      47               Janji   \n",
       "48      49       Raven & Kreyn   \n",
       "51      52        Romen Jewels   \n",
       "60      61                Russ   \n",
       "65      66              Reatch   \n",
       "\n",
       "                                                 song  likes  comments  \\\n",
       "6                          Whales & Ggnoaa - Paranoia     21         1   \n",
       "7          REGGAE MUSIC - Hip Hop Upbeat Anticipation     16         2   \n",
       "8                   Otis McDonald - TREAT ME THIS WAY     13         1   \n",
       "11  Epic Hip Hop - Cool Cinematic & Gaming Backgro...    124         5   \n",
       "12  Manana es Mejor - Flow Latino - Hip Hop Instru...     77         4   \n",
       "13                         Goblins From Mars - Enough    698        42   \n",
       "22                            Waysons - Eternal Minds  13500       286   \n",
       "24                                 Slokix - Big Smoke     68        11   \n",
       "32                     Abstract Corporate - Gribsound     18         0   \n",
       "36                             Noise Badger - Explore     38         8   \n",
       "42                               Krys Talk - Fly Away   1358        83   \n",
       "45                                   Typical - Heroes     40         0   \n",
       "46                Janji ft. Johnning - Heroes Tonight     28         1   \n",
       "48                         Raven & Kreyn - In The Air     14         1   \n",
       "51                         Romen Jewels - In The City     50         1   \n",
       "60  Russ - I Dont Know How To Stop Being Turnt Lik...  25467       105   \n",
       "65                                 Reatch - Funk City   2080       814   \n",
       "\n",
       "    total_plays             mood                                  youtube_url  \\\n",
       "6          2641  Confident-sassy  https://www.youtube.com/watch?v=y_oYnDqYPtw   \n",
       "7          1750  Confident-sassy  https://www.youtube.com/watch?v=AqD56kpet-E   \n",
       "8           993  Confident-sassy  https://www.youtube.com/watch?v=SP8pbfIhjtQ   \n",
       "11         3490  Confident-sassy  https://www.youtube.com/watch?v=t0YBFBDM4Cg   \n",
       "12         4608  Confident-sassy  https://www.youtube.com/watch?v=YI13UPagCa8   \n",
       "13       102000  Confident-sassy  https://www.youtube.com/watch?v=A5GOUQ9l66g   \n",
       "22      1400000  Confident-sassy  https://www.youtube.com/watch?v=ZhECyz85FMc   \n",
       "24         5097  Confident-sassy  https://www.youtube.com/watch?v=9kzY4JgfOUE   \n",
       "32          855  Confident-sassy  https://www.youtube.com/watch?v=C_Vl_CfVx_s   \n",
       "36         1549  Confident-sassy  https://www.youtube.com/watch?v=XvVPYeCAycE   \n",
       "42        75700  Confident-sassy  https://www.youtube.com/watch?v=LfDfb-87F_s   \n",
       "45         2743  Confident-sassy  https://www.youtube.com/watch?v=LQ1D_GCvL2E   \n",
       "46         2043  Confident-sassy  https://www.youtube.com/watch?v=3nQNiWdeH2Q   \n",
       "48         1345  Confident-sassy  https://www.youtube.com/watch?v=63kmMcHBQlA   \n",
       "51         1706  Confident-sassy  https://www.youtube.com/watch?v=2prNA7zahZs   \n",
       "60      1799805  Confident-sassy  https://www.youtube.com/watch?v=79_pPzp4tJU   \n",
       "65        57681  Confident-sassy  https://www.youtube.com/watch?v=J5JZNdb50B8   \n",
       "\n",
       "                                           embed_code  \n",
       "6   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "7   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "8   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "11  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "12  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "13  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "22  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "24  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "32  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "36  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "42  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "45  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "46  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "48  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "51  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "60  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "65  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confident_sassy = artists[artists['mood'] == 'Confident-sassy']\n",
    "confident_sassy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "        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>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>FEELING GOOD</td>\n",
       "      <td>FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>3376</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=6IxT8_8T4P4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Kranky</td>\n",
       "      <td>Kranky - stars of the lid 'december hunting fo...</td>\n",
       "      <td>769</td>\n",
       "      <td>14</td>\n",
       "      <td>37200</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=5fRk1PgBbR0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>LiQWYD</td>\n",
       "      <td>LiQWYD - Take It Easy</td>\n",
       "      <td>105</td>\n",
       "      <td>5</td>\n",
       "      <td>5750</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=nrIWx67pGXA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Scandinavianz</td>\n",
       "      <td>Scandinavianz - Atlantis</td>\n",
       "      <td>1981</td>\n",
       "      <td>912</td>\n",
       "      <td>14443</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=CtRZOngDavo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>SHWMM</td>\n",
       "      <td>SHWMM - A Peaceful Journey</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>502</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=-XCcrYIZF6M</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Madbello</td>\n",
       "      <td>Madbello - Floating Through Time</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1664</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=lkrVgGoEMkU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Blure &amp; Skyvoice</td>\n",
       "      <td>Blure &amp; Skyvoice - Faith DM Galaxy Remix</td>\n",
       "      <td>1028</td>\n",
       "      <td>62</td>\n",
       "      <td>37600</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=NiSebX6N7LQ</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>Jarico</td>\n",
       "      <td>Jarico - Island</td>\n",
       "      <td>1365</td>\n",
       "      <td>58</td>\n",
       "      <td>62550</td>\n",
       "      <td>Peaceful</td>\n",
       "      <td>https://www.youtube.com/watch?v=gZlDn4EmTvo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID            artist  \\\n",
       "10      11      FEELING GOOD   \n",
       "18      19            Kranky   \n",
       "25      26            LiQWYD   \n",
       "30      31     Scandinavianz   \n",
       "31      32             SHWMM   \n",
       "35      36          Madbello   \n",
       "43      44  Blure & Skyvoice   \n",
       "63      64            Jarico   \n",
       "\n",
       "                                                 song  likes  comments  \\\n",
       "10   FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL     88         6   \n",
       "18  Kranky - stars of the lid 'december hunting fo...    769        14   \n",
       "25                              LiQWYD - Take It Easy    105         5   \n",
       "30                           Scandinavianz - Atlantis   1981       912   \n",
       "31                         SHWMM - A Peaceful Journey      7         0   \n",
       "35                   Madbello - Floating Through Time      9         0   \n",
       "43           Blure & Skyvoice - Faith DM Galaxy Remix   1028        62   \n",
       "63                                    Jarico - Island   1365        58   \n",
       "\n",
       "    total_plays      mood                                  youtube_url  \\\n",
       "10         3376  Peaceful  https://www.youtube.com/watch?v=6IxT8_8T4P4   \n",
       "18        37200  Peaceful  https://www.youtube.com/watch?v=5fRk1PgBbR0   \n",
       "25         5750  Peaceful  https://www.youtube.com/watch?v=nrIWx67pGXA   \n",
       "30        14443  Peaceful  https://www.youtube.com/watch?v=CtRZOngDavo   \n",
       "31          502  Peaceful  https://www.youtube.com/watch?v=-XCcrYIZF6M   \n",
       "35         1664  Peaceful  https://www.youtube.com/watch?v=lkrVgGoEMkU   \n",
       "43        37600  Peaceful  https://www.youtube.com/watch?v=NiSebX6N7LQ   \n",
       "63        62550  Peaceful  https://www.youtube.com/watch?v=gZlDn4EmTvo   \n",
       "\n",
       "                                           embed_code  \n",
       "10  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "18  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "25  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "30  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "31  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "35  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "43  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "63  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peaceful = artists[artists['mood'] == 'Peaceful']\n",
    "peaceful"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Goblins From Mars</td>\n",
       "      <td>Goblins From Mars - Somewhere</td>\n",
       "      <td>187</td>\n",
       "      <td>5</td>\n",
       "      <td>43600</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=2JcH7X8JtNY</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Clarx</td>\n",
       "      <td>Clarx - Bones</td>\n",
       "      <td>2204</td>\n",
       "      <td>49</td>\n",
       "      <td>95200</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=8Tu0lcl75yg</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Artegon</td>\n",
       "      <td>Artegon - Bad Bounce</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>2145</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=s97CXEK_H4k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>Daenine</td>\n",
       "      <td>Daenine ft. GoldAN - Target Finder</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1345</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=GEvgku31N_M</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>Wowa</td>\n",
       "      <td>Wowa - Piratos</td>\n",
       "      <td>199</td>\n",
       "      <td>13</td>\n",
       "      <td>32729</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=qOCEAll2m8k</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>Bro Safari &amp; Space Laces</td>\n",
       "      <td>Bro Safari &amp; Space Laces - Fang Banger</td>\n",
       "      <td>7867</td>\n",
       "      <td>610</td>\n",
       "      <td>332471</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=RLLJYpk_KDE</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>Matt Byron</td>\n",
       "      <td>Matt Byron - Sleep and Dream of Monsters</td>\n",
       "      <td>1058</td>\n",
       "      <td>271</td>\n",
       "      <td>23521</td>\n",
       "      <td>Angry</td>\n",
       "      <td>https://www.youtube.com/watch?v=-kgPMzuiWFc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID                    artist  \\\n",
       "14      15         Goblins From Mars   \n",
       "21      22                     Clarx   \n",
       "28      29                   Artegon   \n",
       "47      48                   Daenine   \n",
       "50      51                      Wowa   \n",
       "53      54  Bro Safari & Space Laces   \n",
       "55      56                Matt Byron   \n",
       "\n",
       "                                        song  likes  comments  total_plays  \\\n",
       "14             Goblins From Mars - Somewhere    187         5        43600   \n",
       "21                             Clarx - Bones   2204        49        95200   \n",
       "28                      Artegon - Bad Bounce     23         3         2145   \n",
       "47        Daenine ft. GoldAN - Target Finder     14         1         1345   \n",
       "50                            Wowa - Piratos    199        13        32729   \n",
       "53    Bro Safari & Space Laces - Fang Banger   7867       610       332471   \n",
       "55  Matt Byron - Sleep and Dream of Monsters   1058       271        23521   \n",
       "\n",
       "     mood                                  youtube_url  \\\n",
       "14  Angry  https://www.youtube.com/watch?v=2JcH7X8JtNY   \n",
       "21  Angry  https://www.youtube.com/watch?v=8Tu0lcl75yg   \n",
       "28  Angry  https://www.youtube.com/watch?v=s97CXEK_H4k   \n",
       "47  Angry  https://www.youtube.com/watch?v=GEvgku31N_M   \n",
       "50  Angry  https://www.youtube.com/watch?v=qOCEAll2m8k   \n",
       "53  Angry  https://www.youtube.com/watch?v=RLLJYpk_KDE   \n",
       "55  Angry  https://www.youtube.com/watch?v=-kgPMzuiWFc   \n",
       "\n",
       "                                           embed_code  \n",
       "14  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "21  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "28  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "47  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "50  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "53  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "55  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angry = artists[artists['mood'] == 'Angry']\n",
    "angry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Sad Piano Ambient</td>\n",
       "      <td>Sad Piano Ambient - FREE Background Music</td>\n",
       "      <td>273</td>\n",
       "      <td>13</td>\n",
       "      <td>46500</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=HI7egq3SnIA</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Desmeon</td>\n",
       "      <td>Desmeon - Undone</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>43300</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=0E6KXgWuaHo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>AShamaluevMusic</td>\n",
       "      <td>AShamaluevMusic - Sad Emotional Piano and Nost...</td>\n",
       "      <td>273</td>\n",
       "      <td>2</td>\n",
       "      <td>47200</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=Whse3rKLRC0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>AShamaluevMusic</td>\n",
       "      <td>AShamuluevMusic - Beautiful Dawn</td>\n",
       "      <td>329</td>\n",
       "      <td>15</td>\n",
       "      <td>60900</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=51JF2421VWo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>K.M.Beats</td>\n",
       "      <td>K.M.Beats - Sad Trap Beat</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>189</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=ryRfErVDGCk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>A Himatsu</td>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2353</td>\n",
       "      <td>82</td>\n",
       "      <td>135881</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=6WQjgHuUDWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID             artist  \\\n",
       "5        6  Sad Piano Ambient   \n",
       "15      16            Desmeon   \n",
       "39      40    AShamaluevMusic   \n",
       "40      41    AShamaluevMusic   \n",
       "52      53          K.M.Beats   \n",
       "66      67          A Himatsu   \n",
       "\n",
       "                                                 song  likes  comments  \\\n",
       "5           Sad Piano Ambient - FREE Background Music    273        13   \n",
       "15                                   Desmeon - Undone    149         2   \n",
       "39  AShamaluevMusic - Sad Emotional Piano and Nost...    273         2   \n",
       "40                   AShamuluevMusic - Beautiful Dawn    329        15   \n",
       "52                          K.M.Beats - Sad Trap Beat      8         1   \n",
       "66                            A Himatsu - Lost Within   2353        82   \n",
       "\n",
       "    total_plays mood                                  youtube_url  \\\n",
       "5         46500  Sad  https://www.youtube.com/watch?v=HI7egq3SnIA   \n",
       "15        43300  Sad  https://www.youtube.com/watch?v=0E6KXgWuaHo   \n",
       "39        47200  Sad  https://www.youtube.com/watch?v=Whse3rKLRC0   \n",
       "40        60900  Sad  https://www.youtube.com/watch?v=51JF2421VWo   \n",
       "52          189  Sad  https://www.youtube.com/watch?v=ryRfErVDGCk   \n",
       "66       135881  Sad  https://www.youtube.com/watch?v=6WQjgHuUDWU   \n",
       "\n",
       "                                           embed_code  \n",
       "5   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "15  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "39  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "40  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "52  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "66  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sad = artists[artists['mood'] == 'Sad']\n",
    "sad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Klave</td>\n",
       "      <td>Klave - Realer Than Love (feat. Francis)</td>\n",
       "      <td>367</td>\n",
       "      <td>28</td>\n",
       "      <td>50600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=MZ5bl5ipjKs</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID                 artist                                        song  \\\n",
       "0        1  Brandon Jonak & Pep.B       Brandon Jonak & Pep.B - Where Do I Go   \n",
       "4        5                  Klave    Klave - Realer Than Love (feat. Francis)   \n",
       "9       10            TASTE HONEY    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL   \n",
       "16      17                  Anevo                Anevo - Waiting On Your Call   \n",
       "49      50              Jim Yosef  Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "\n",
       "    likes  comments  total_plays     mood  \\\n",
       "0     379        41        72600  In-Love   \n",
       "4     367        28        50600  In-Love   \n",
       "9     120         7         4316  In-Love   \n",
       "16    154         0        39600  In-Love   \n",
       "49     32         0         2287  In-Love   \n",
       "\n",
       "                                    youtube_url  \\\n",
       "0   https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "4   https://www.youtube.com/watch?v=MZ5bl5ipjKs   \n",
       "9   https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "16  https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "49   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "\n",
       "                                           embed_code  \n",
       "0   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "4   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "9   <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "16  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "49  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "in_love = artists[artists['mood'] == 'In-Love']\n",
    "in_love"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>CBosko</td>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>2071</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=608DgUY_yw4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ship Wrek</td>\n",
       "      <td>Ship Wrek - Pain</td>\n",
       "      <td>154</td>\n",
       "      <td>7539</td>\n",
       "      <td>7830000</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=UDEpRK8WL_I</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID     artist                           song  likes  comments  \\\n",
       "29      30   Tranquil  Tranquil - Past the High Road     15         0   \n",
       "37      38     CBosko         CBosko - See the skies     19         1   \n",
       "41      42  Ship Wrek               Ship Wrek - Pain    154      7539   \n",
       "\n",
       "    total_plays         mood                                  youtube_url  \\\n",
       "29         1629  Heartbroken  https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "37         2071  Heartbroken  https://www.youtube.com/watch?v=608DgUY_yw4   \n",
       "41      7830000  Heartbroken  https://www.youtube.com/watch?v=UDEpRK8WL_I   \n",
       "\n",
       "                                           embed_code  \n",
       "29  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "37  <iframe width=\"560\" height=\"315\" src=\"https://...  \n",
       "41  <iframe width=\"560\" height=\"315\" src=\"https://...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heartbroken = artists[artists['mood'] == 'Heartbroken']\n",
    "heartbroken"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>userID</th>\n",
       "      <th>songID</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>1520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>3100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>498</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userID  songID  weight\n",
       "0       1      30    1050\n",
       "1       1      38    1520\n",
       "2       1      10    2200\n",
       "3       1      17    3100\n",
       "4       1      50     498"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users = pd.read_csv('users.csv')\n",
    "users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
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       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>4</td>\n",
       "      <td>3151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>5</td>\n",
       "      <td>997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>25</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>26</td>\n",
       "      <td>726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B</td>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>379</td>\n",
       "      <td>41</td>\n",
       "      <td>72600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=Vrd8uDWRmx0</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>28</td>\n",
       "      <td>941</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   songID                 artist                                   song  \\\n",
       "0       1  Brandon Jonak & Pep.B  Brandon Jonak & Pep.B - Where Do I Go   \n",
       "1       1  Brandon Jonak & Pep.B  Brandon Jonak & Pep.B - Where Do I Go   \n",
       "2       1  Brandon Jonak & Pep.B  Brandon Jonak & Pep.B - Where Do I Go   \n",
       "3       1  Brandon Jonak & Pep.B  Brandon Jonak & Pep.B - Where Do I Go   \n",
       "4       1  Brandon Jonak & Pep.B  Brandon Jonak & Pep.B - Where Do I Go   \n",
       "\n",
       "   likes  comments  total_plays     mood  \\\n",
       "0    379        41        72600  In-Love   \n",
       "1    379        41        72600  In-Love   \n",
       "2    379        41        72600  In-Love   \n",
       "3    379        41        72600  In-Love   \n",
       "4    379        41        72600  In-Love   \n",
       "\n",
       "                                   youtube_url  \\\n",
       "0  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "1  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "2  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "3  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "4  https://www.youtube.com/watch?v=Vrd8uDWRmx0   \n",
       "\n",
       "                                          embed_code  userID  weight  \n",
       "0  <iframe width=\"560\" height=\"315\" src=\"https://...       4    3151  \n",
       "1  <iframe width=\"560\" height=\"315\" src=\"https://...       5     997  \n",
       "2  <iframe width=\"560\" height=\"315\" src=\"https://...      25     201  \n",
       "3  <iframe width=\"560\" height=\"315\" src=\"https://...      26     726  \n",
       "4  <iframe width=\"560\" height=\"315\" src=\"https://...      28     941  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs = pd.merge(artists, users, on='songID')\n",
    "users_and_songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_and_songs.to_csv('users_and_songs.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(143, 11)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>38</td>\n",
       "      <td>CBosko</td>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>2071</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=608DgUY_yw4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>3100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>2200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     songID       artist                                        song  likes  \\\n",
       "104      50    Jim Yosef  Jim Yosef (feat. Anna Yvette) - Can't Wait     32   \n",
       "81       38       CBosko                      CBosko - See the skies     19   \n",
       "69       30     Tranquil               Tranquil - Past the High Road     15   \n",
       "38       17        Anevo                Anevo - Waiting On Your Call    154   \n",
       "22       10  TASTE HONEY    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL    120   \n",
       "\n",
       "     comments  total_plays         mood  \\\n",
       "104         0         2287      In-Love   \n",
       "81          1         2071  Heartbroken   \n",
       "69          0         1629  Heartbroken   \n",
       "38          0        39600      In-Love   \n",
       "22          7         4316      In-Love   \n",
       "\n",
       "                                     youtube_url  \\\n",
       "104   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "81   https://www.youtube.com/watch?v=608DgUY_yw4   \n",
       "69   https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "38   https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "22   https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "\n",
       "                                            embed_code  userID  weight  \n",
       "104  <iframe width=\"560\" height=\"315\" src=\"https://...       1     498  \n",
       "81   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1520  \n",
       "69   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1050  \n",
       "38   <iframe width=\"560\" height=\"315\" src=\"https://...       1    3100  \n",
       "22   <iframe width=\"560\" height=\"315\" src=\"https://...       1    2200  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs = users_and_songs.sort_values(by='userID')\n",
    "users_and_songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_and_songs.to_csv('users_and_songs.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x120633320>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "users_and_songs['weight'].hist(bins=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     143.000000\n",
       "mean     1468.097902\n",
       "std      1697.144372\n",
       "min        59.000000\n",
       "25%       499.000000\n",
       "50%       859.000000\n",
       "75%      1495.500000\n",
       "max      7950.000000\n",
       "Name: weight, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs['weight'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>498</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>38</td>\n",
       "      <td>CBosko</td>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>2071</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=608DgUY_yw4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1520</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1050</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>3100</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>2200</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     songID       artist                                        song  likes  \\\n",
       "104      50    Jim Yosef  Jim Yosef (feat. Anna Yvette) - Can't Wait     32   \n",
       "81       38       CBosko                      CBosko - See the skies     19   \n",
       "69       30     Tranquil               Tranquil - Past the High Road     15   \n",
       "38       17        Anevo                Anevo - Waiting On Your Call    154   \n",
       "22       10  TASTE HONEY    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL    120   \n",
       "\n",
       "     comments  total_plays         mood  \\\n",
       "104         0         2287      In-Love   \n",
       "81          1         2071  Heartbroken   \n",
       "69          0         1629  Heartbroken   \n",
       "38          0        39600      In-Love   \n",
       "22          7         4316      In-Love   \n",
       "\n",
       "                                     youtube_url  \\\n",
       "104   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "81   https://www.youtube.com/watch?v=608DgUY_yw4   \n",
       "69   https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "38   https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "22   https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "\n",
       "                                            embed_code  userID  weight  \\\n",
       "104  <iframe width=\"560\" height=\"315\" src=\"https://...       1     498   \n",
       "81   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1520   \n",
       "69   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1050   \n",
       "38   <iframe width=\"560\" height=\"315\" src=\"https://...       1    3100   \n",
       "22   <iframe width=\"560\" height=\"315\" src=\"https://...       1    2200   \n",
       "\n",
       "     songRatings  \n",
       "104            5  \n",
       "81             9  \n",
       "69             9  \n",
       "38            10  \n",
       "22             9  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here I'm inferring a rating for each artist based on how many items each user listened to them using 'weight'\n",
    "\n",
    "ratings = []\n",
    "\n",
    "for row in users_and_songs['weight']:\n",
    "    if row <= 100:\n",
    "        ratings.append(1)\n",
    "    elif row <= 200:\n",
    "        ratings.append(2)\n",
    "    elif row <= 300:\n",
    "        ratings.append(3)\n",
    "    elif row <= 400:\n",
    "        ratings.append(4)\n",
    "    elif row <= 500:\n",
    "        ratings.append(5)\n",
    "    elif row <= 600:\n",
    "        ratings.append(6)\n",
    "    elif row <= 800:\n",
    "        ratings.append(7)\n",
    "    elif row <= 1000:\n",
    "        ratings.append(8)\n",
    "    elif row <= 3000:\n",
    "        ratings.append(9)\n",
    "    else:\n",
    "        ratings.append(10)\n",
    "        \n",
    "users_and_songs['songRatings'] = ratings\n",
    "users_and_songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_and_songs.to_csv('users_and_songs.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9     0.244755\n",
       "7     0.160839\n",
       "10    0.139860\n",
       "8     0.125874\n",
       "5     0.076923\n",
       "4     0.076923\n",
       "6     0.069930\n",
       "2     0.048951\n",
       "3     0.041958\n",
       "1     0.013986\n",
       "Name: songRatings, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs['songRatings'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendations based on ratings counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waysons - Eternal Minds</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          songRatings\n",
       "song                                                 \n",
       "Anevo - Waiting On Your Call                        9\n",
       "Ship Wrek - Pain                                    7\n",
       "Waysons - Eternal Minds                             7\n",
       "Brandon Jonak & Pep.B - Where Do I Go               5\n",
       "TASTE HONEY - CHILL HIP HOP INSTRUMENTAL            5"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_count = pd.DataFrame(users_and_songs.groupby('song')['songRatings'].count())\n",
    "rating_count.sort_values('songRatings', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waysons - Eternal Minds</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          songRatings\n",
       "song                                                 \n",
       "Anevo - Waiting On Your Call                        9\n",
       "Ship Wrek - Pain                                    7\n",
       "Waysons - Eternal Minds                             7\n",
       "Brandon Jonak & Pep.B - Where Do I Go               5\n",
       "TASTE HONEY - CHILL HIP HOP INSTRUMENTAL            5"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_count = pd.DataFrame(users_and_songs.groupby('song')['songRatings'].count())\n",
    "rating_count.sort_values('songRatings', ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the No Copyright dataset, the song that received the most rating counts is \"Waiting On Your Call\" by Anevo.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendation based on correlations\n",
    "We use Pearson's R correlation coefficient.  First we need to find out the average rating, and the number of ratings each book received.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jo Cohen &amp; Sex Whales - Run Away (feat. Lusil)</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AShamuluevMusic - Beautiful Dawn</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bro Safari &amp; Space Laces - Fang Banger</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MBB - Good Vibes</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Distrion &amp; Electro-Light - Drakkar</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LiQWYD - Take It Easy</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slokix - Big Smoke</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MBB - Clouds</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romen Jewels - In The City</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCFR - Adventures A-himitsu</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desmeon - Undone</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Martin Garrix - Proxy</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A Himatsu - Lost Within</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarx - Bones</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CBosko - See the skies</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MBB - Island</th>\n",
       "      <td>8.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jingle Punks - Skull Fire</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manana es Mejor - Flow Latino - Hip Hop Instrumental</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vexento - We Are One</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virtual Riot - Mitten Is Angry</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mona Wonderlick - Keep On</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lord Of The Rings - Hobbit Theme</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EQuinonez - Moshi Moshi</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FortyThr33 - Bay Breeze</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Breno - The Fall</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blure &amp; Skyvoice - Faith DM Galaxy Remix</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DM Galaxy - Etiquette</th>\n",
       "      <td>7.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Otis McDonald - TREAT ME THIS WAY</th>\n",
       "      <td>7.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K.M.Beats - Sad Trap Beat</th>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goblins From Mars - Somewhere</th>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goblins From Mars - Enough</th>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kranky - stars of the lid 'december hunting for vegetarian fuckface'</th>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Major Lazer - Christmas Trees (feat. Protoje)</th>\n",
       "      <td>7.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waysons - Eternal Minds</th>\n",
       "      <td>7.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <td>7.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Typical - Heroes</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCFR - Connections</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abstract Corporate - Gribsound</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axwell Ingrosso - More Than You Know</th>\n",
       "      <td>6.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <td>6.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noise Badger - Explore</th>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LiQWYD - With You</th>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Epic Hip Hop - Cool Cinematic &amp; Gaming Background Music Instrumental</th>\n",
       "      <td>6.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>6.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matt Byron - Sleep and Dream of Monsters</th>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jarico - Island</th>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Klave - Realer Than Love (feat. Francis)</th>\n",
       "      <td>5.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Whales &amp; Ggnoaa - Paranoia</th>\n",
       "      <td>5.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Russ - I Dont Know How To Stop Being Turnt Like This (Feat. Squire &amp; Seba)</th>\n",
       "      <td>5.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    songRatings\n",
       "song                                                           \n",
       "Jo Cohen & Sex Whales - Run Away (feat. Lusil)        10.000000\n",
       "AShamuluevMusic - Beautiful Dawn                      10.000000\n",
       "Bro Safari & Space Laces - Fang Banger                10.000000\n",
       "MBB - Good Vibes                                      10.000000\n",
       "Distrion & Electro-Light - Drakkar                    10.000000\n",
       "LiQWYD - Take It Easy                                  9.000000\n",
       "Slokix - Big Smoke                                     9.000000\n",
       "MBB - Clouds                                           9.000000\n",
       "Romen Jewels - In The City                             9.000000\n",
       "NCFR - Adventures A-himitsu                            9.000000\n",
       "Desmeon - Undone                                       8.500000\n",
       "Martin Garrix - Proxy                                  8.500000\n",
       "A Himatsu - Lost Within                                8.500000\n",
       "Clarx - Bones                                          8.500000\n",
       "CBosko - See the skies                                 8.500000\n",
       "MBB - Island                                           8.333333\n",
       "Jingle Punks - Skull Fire                              8.000000\n",
       "Manana es Mejor - Flow Latino - Hip Hop Instrum...     8.000000\n",
       "Ship Wrek - Pain                                       8.000000\n",
       "Vexento - We Are One                                   8.000000\n",
       "Virtual Riot - Mitten Is Angry                         8.000000\n",
       "Mona Wonderlick - Keep On                              8.000000\n",
       "Lord Of The Rings - Hobbit Theme                       8.000000\n",
       "EQuinonez - Moshi Moshi                                8.000000\n",
       "FortyThr33 - Bay Breeze                                8.000000\n",
       "Breno - The Fall                                       8.000000\n",
       "Blure & Skyvoice - Faith DM Galaxy Remix               8.000000\n",
       "DM Galaxy - Etiquette                                  7.666667\n",
       "Otis McDonald - TREAT ME THIS WAY                      7.666667\n",
       "K.M.Beats - Sad Trap Beat                              7.500000\n",
       "Goblins From Mars - Somewhere                          7.500000\n",
       "Goblins From Mars - Enough                             7.500000\n",
       "Kranky - stars of the lid 'december hunting for...     7.500000\n",
       "Major Lazer - Christmas Trees (feat. Protoje)          7.500000\n",
       "Waysons - Eternal Minds                                7.285714\n",
       "Brandon Jonak & Pep.B - Where Do I Go                  7.200000\n",
       "Typical - Heroes                                       7.000000\n",
       "NCFR - Connections                                     7.000000\n",
       "Abstract Corporate - Gribsound                         7.000000\n",
       "Axwell Ingrosso - More Than You Know                   6.750000\n",
       "TASTE HONEY - CHILL HIP HOP INSTRUMENTAL               6.600000\n",
       "Noise Badger - Explore                                 6.500000\n",
       "LiQWYD - With You                                      6.500000\n",
       "Epic Hip Hop - Cool Cinematic & Gaming Backgrou...     6.333333\n",
       "Anevo - Waiting On Your Call                           6.333333\n",
       "Matt Byron - Sleep and Dream of Monsters               6.000000\n",
       "Jarico - Island                                        6.000000\n",
       "Klave - Realer Than Love (feat. Francis)               5.750000\n",
       "Whales & Ggnoaa - Paranoia                             5.500000\n",
       "Russ - I Dont Know How To Stop Being Turnt Like...     5.333333"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_rating = pd.DataFrame(users_and_songs.groupby('song')['songRatings'].mean())\n",
    "average_rating.sort_values(by='songRatings', ascending=False).head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songRatings</th>\n",
       "      <th>ratingCount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>6.333333</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waysons - Eternal Minds</th>\n",
       "      <td>7.285714</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <td>7.200000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          songRatings  ratingCount\n",
       "song                                                              \n",
       "Anevo - Waiting On Your Call                 6.333333            9\n",
       "Ship Wrek - Pain                             8.000000            7\n",
       "Waysons - Eternal Minds                      7.285714            7\n",
       "Brandon Jonak & Pep.B - Where Do I Go        7.200000            5\n",
       "TASTE HONEY - CHILL HIP HOP INSTRUMENTAL     6.600000            5"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_rating['ratingCount'] = pd.DataFrame(users_and_songs.groupby('song')['songRatings'].count())\n",
    "average_rating.sort_values('ratingCount', ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this dataset, the artist that received the most rating counts was not highly rated at all.  As a result, if we were to use recommendations based on rating counts, we would definitely make mistakes here.  So we need a better system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ratings Matrix\n",
    "We convert the ratings table to a 2D matrix.  The matrix will be sparse because not every user rated every artist."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>498</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>38</td>\n",
       "      <td>CBosko</td>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>2071</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=608DgUY_yw4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1520</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1050</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
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       "      <td>3100</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>2200</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     songID       artist                                        song  likes  \\\n",
       "104      50    Jim Yosef  Jim Yosef (feat. Anna Yvette) - Can't Wait     32   \n",
       "81       38       CBosko                      CBosko - See the skies     19   \n",
       "69       30     Tranquil               Tranquil - Past the High Road     15   \n",
       "38       17        Anevo                Anevo - Waiting On Your Call    154   \n",
       "22       10  TASTE HONEY    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL    120   \n",
       "\n",
       "     comments  total_plays         mood  \\\n",
       "104         0         2287      In-Love   \n",
       "81          1         2071  Heartbroken   \n",
       "69          0         1629  Heartbroken   \n",
       "38          0        39600      In-Love   \n",
       "22          7         4316      In-Love   \n",
       "\n",
       "                                     youtube_url  \\\n",
       "104   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "81   https://www.youtube.com/watch?v=608DgUY_yw4   \n",
       "69   https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "38   https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "22   https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "\n",
       "                                            embed_code  userID  weight  \\\n",
       "104  <iframe width=\"560\" height=\"315\" src=\"https://...       1     498   \n",
       "81   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1520   \n",
       "69   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1050   \n",
       "38   <iframe width=\"560\" height=\"315\" src=\"https://...       1    3100   \n",
       "22   <iframe width=\"560\" height=\"315\" src=\"https://...       1    2200   \n",
       "\n",
       "     songRatings  \n",
       "104            5  \n",
       "81             9  \n",
       "69             9  \n",
       "38            10  \n",
       "22             9  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>song</th>\n",
       "      <th>A Himatsu - Lost Within</th>\n",
       "      <th>AShamuluevMusic - Beautiful Dawn</th>\n",
       "      <th>Abstract Corporate - Gribsound</th>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <th>Axwell Ingrosso - More Than You Know</th>\n",
       "      <th>Blure &amp; Skyvoice - Faith DM Galaxy Remix</th>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <th>Breno - The Fall</th>\n",
       "      <th>Bro Safari &amp; Space Laces - Fang Banger</th>\n",
       "      <th>CBosko - See the skies</th>\n",
       "      <th>...</th>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <th>Slokix - Big Smoke</th>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <th>Tranquil - Past the High Road</th>\n",
       "      <th>Typical - Heroes</th>\n",
       "      <th>Vexento - We Are One</th>\n",
       "      <th>Virtual Riot - Mitten Is Angry</th>\n",
       "      <th>Waysons - Eternal Minds</th>\n",
       "      <th>Whales &amp; Ggnoaa - Paranoia</th>\n",
       "      <th>Wowa - Piratos</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userID</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "song    A Himatsu - Lost Within  AShamuluevMusic - Beautiful Dawn  \\\n",
       "userID                                                              \n",
       "1                           NaN                               NaN   \n",
       "2                           NaN                               NaN   \n",
       "3                           NaN                               NaN   \n",
       "4                           NaN                               NaN   \n",
       "5                           9.0                               NaN   \n",
       "\n",
       "song    Abstract Corporate - Gribsound  Anevo - Waiting On Your Call  \\\n",
       "userID                                                                 \n",
       "1                                  NaN                          10.0   \n",
       "2                                  NaN                           5.0   \n",
       "3                                  NaN                           9.0   \n",
       "4                                  NaN                           9.0   \n",
       "5                                  NaN                           6.0   \n",
       "\n",
       "song    Axwell Ingrosso - More Than You Know  \\\n",
       "userID                                         \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "5                                        NaN   \n",
       "\n",
       "song    Blure & Skyvoice - Faith DM Galaxy Remix  \\\n",
       "userID                                             \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "5                                            NaN   \n",
       "\n",
       "song    Brandon Jonak & Pep.B - Where Do I Go  Breno - The Fall  \\\n",
       "userID                                                            \n",
       "1                                         NaN               NaN   \n",
       "2                                         NaN               NaN   \n",
       "3                                         NaN               NaN   \n",
       "4                                        10.0               NaN   \n",
       "5                                         8.0               NaN   \n",
       "\n",
       "song    Bro Safari & Space Laces - Fang Banger  CBosko - See the skies  ...  \\\n",
       "userID                                                                  ...   \n",
       "1                                          NaN                     9.0  ...   \n",
       "2                                          NaN                     NaN  ...   \n",
       "3                                          NaN                     9.0  ...   \n",
       "4                                          NaN                     7.0  ...   \n",
       "5                                          NaN                     NaN  ...   \n",
       "\n",
       "song    Ship Wrek - Pain  Slokix - Big Smoke  \\\n",
       "userID                                         \n",
       "1                    NaN                 NaN   \n",
       "2                    NaN                 NaN   \n",
       "3                    NaN                 NaN   \n",
       "4                    7.0                 NaN   \n",
       "5                   10.0                 NaN   \n",
       "\n",
       "song    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL  \\\n",
       "userID                                             \n",
       "1                                            9.0   \n",
       "2                                            7.0   \n",
       "3                                            7.0   \n",
       "4                                            NaN   \n",
       "5                                            7.0   \n",
       "\n",
       "song    Tranquil - Past the High Road  Typical - Heroes  Vexento - We Are One  \\\n",
       "userID                                                                          \n",
       "1                                 9.0               NaN                   NaN   \n",
       "2                                 6.0               NaN                   NaN   \n",
       "3                                 1.0               NaN                   NaN   \n",
       "4                                 NaN               NaN                   NaN   \n",
       "5                                 NaN               NaN                   NaN   \n",
       "\n",
       "song    Virtual Riot - Mitten Is Angry  Waysons - Eternal Minds  \\\n",
       "userID                                                            \n",
       "1                                  NaN                      NaN   \n",
       "2                                  NaN                      NaN   \n",
       "3                                  NaN                      NaN   \n",
       "4                                  NaN                      NaN   \n",
       "5                                  NaN                      NaN   \n",
       "\n",
       "song    Whales & Ggnoaa - Paranoia  Wowa - Piratos  \n",
       "userID                                              \n",
       "1                              NaN             NaN  \n",
       "2                              NaN             NaN  \n",
       "3                              NaN             NaN  \n",
       "4                              NaN             NaN  \n",
       "5                              NaN             NaN  \n",
       "\n",
       "[5 rows x 60 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df1.reset_index().pivot_table(values=3, index=[0, 1], columns=2, aggfunc='mean')\n",
    "users_and_songs_pivot = users_and_songs.reset_index().pivot_table(index='userID', columns='song', values='songRatings')\n",
    "userID = users_and_songs_pivot.index\n",
    "song = users_and_songs_pivot.columns\n",
    "users_and_songs_pivot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find out which songs are correlated with \"A Himatsu - Lost Within\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sammylee/miniconda3/envs/datascience/lib/python3.6/site-packages/numpy/lib/function_base.py:2392: RuntimeWarning: Degrees of freedom <= 0 for slice\n",
      "  c = cov(x, y, rowvar)\n",
      "/Users/sammylee/miniconda3/envs/datascience/lib/python3.6/site-packages/numpy/lib/function_base.py:2326: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  c *= np.true_divide(1, fact)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pearson</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>A Himatsu - Lost Within</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K.M.Beats - Sad Trap Beat</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>1.0</td>\n",
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      ],
      "text/plain": [
       "                           pearson\n",
       "song                              \n",
       "A Himatsu - Lost Within        1.0\n",
       "K.M.Beats - Sad Trap Beat      1.0\n",
       "Ship Wrek - Pain               1.0"
      ]
     },
     "execution_count": 68,
     "metadata": {},
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    }
   ],
   "source": [
    "# we're essentially taking the \"A Himatsu - Lost Within\" column and measuring its correlation with all the columns of the \n",
    "# users_and_songs_pivot DataFrame, so accounting for users with similar tastes in music.\n",
    "\n",
    "lost_within_ratings = users_and_songs_pivot['A Himatsu - Lost Within']\n",
    "similar_to_lost_within = users_and_songs_pivot.corrwith(lost_within_ratings)\n",
    "corr_lost_within = pd.DataFrame(similar_to_lost_within, columns=['pearson'])\n",
    "corr_lost_within.dropna(inplace=True)\n",
    "corr_lost_within.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\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>pearson</th>\n",
       "      <th>ratingCount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A Himatsu - Lost Within</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K.M.Beats - Sad Trap Beat</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           pearson  ratingCount\n",
       "song                                           \n",
       "A Himatsu - Lost Within        1.0            2\n",
       "K.M.Beats - Sad Trap Beat      1.0            2\n",
       "Ship Wrek - Pain               1.0            7"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_summary = corr_lost_within.join(average_rating['ratingCount'])\n",
    "corr_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Kind of hard to tell if this method is producing good recommendations since our dataset is so small, which results in small recommendations\n",
    "# like in this instance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collaborative Filtering Using k-Nearest Neighbors\n",
    "kNN method discovers clusters of similar users based on common ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>50</td>\n",
       "      <td>Jim Yosef</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2287</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>498</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>38</td>\n",
       "      <td>CBosko</td>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>2071</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=608DgUY_yw4</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1520</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>30</td>\n",
       "      <td>Tranquil</td>\n",
       "      <td>Tranquil - Past the High Road</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>Heartbroken</td>\n",
       "      <td>https://www.youtube.com/watch?v=TQy7YlW9sdk</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>1050</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>17</td>\n",
       "      <td>Anevo</td>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>39600</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=mkgl_f-DpXc</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>3100</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10</td>\n",
       "      <td>TASTE HONEY</td>\n",
       "      <td>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>4316</td>\n",
       "      <td>In-Love</td>\n",
       "      <td>https://www.youtube.com/watch?v=u1VzCulhviI</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>1</td>\n",
       "      <td>2200</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     songID       artist                                        song  likes  \\\n",
       "104      50    Jim Yosef  Jim Yosef (feat. Anna Yvette) - Can't Wait     32   \n",
       "81       38       CBosko                      CBosko - See the skies     19   \n",
       "69       30     Tranquil               Tranquil - Past the High Road     15   \n",
       "38       17        Anevo                Anevo - Waiting On Your Call    154   \n",
       "22       10  TASTE HONEY    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL    120   \n",
       "\n",
       "     comments  total_plays         mood  \\\n",
       "104         0         2287      In-Love   \n",
       "81          1         2071  Heartbroken   \n",
       "69          0         1629  Heartbroken   \n",
       "38          0        39600      In-Love   \n",
       "22          7         4316      In-Love   \n",
       "\n",
       "                                     youtube_url  \\\n",
       "104   Jim Yosef (feat. Anna Yvette) - Can't Wait   \n",
       "81   https://www.youtube.com/watch?v=608DgUY_yw4   \n",
       "69   https://www.youtube.com/watch?v=TQy7YlW9sdk   \n",
       "38   https://www.youtube.com/watch?v=mkgl_f-DpXc   \n",
       "22   https://www.youtube.com/watch?v=u1VzCulhviI   \n",
       "\n",
       "                                            embed_code  userID  weight  \\\n",
       "104  <iframe width=\"560\" height=\"315\" src=\"https://...       1     498   \n",
       "81   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1520   \n",
       "69   <iframe width=\"560\" height=\"315\" src=\"https://...       1    1050   \n",
       "38   <iframe width=\"560\" height=\"315\" src=\"https://...       1    3100   \n",
       "22   <iframe width=\"560\" height=\"315\" src=\"https://...       1    2200   \n",
       "\n",
       "     songRatings  \n",
       "104            5  \n",
       "81             9  \n",
       "69             9  \n",
       "38            10  \n",
       "22             9  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song</th>\n",
       "      <th>totalRatingCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AShamuluevMusic - Beautiful Dawn</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abstract Corporate - Gribsound</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Axwell Ingrosso - More Than You Know</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   song  totalRatingCount\n",
       "0               A Himatsu - Lost Within                 2\n",
       "1      AShamuluevMusic - Beautiful Dawn                 1\n",
       "2        Abstract Corporate - Gribsound                 2\n",
       "3          Anevo - Waiting On Your Call                 9\n",
       "4  Axwell Ingrosso - More Than You Know                 4"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_ratingCount = (users_and_songs.\n",
    "                   groupby(by=['song'])['songRatings'].\n",
    "                   count().\n",
    "                   reset_index().\n",
    "                   rename(columns={'songRatings': 'totalRatingCount'})\n",
    "                   [['song', 'totalRatingCount']]\n",
    "                   )\n",
    "song_ratingCount.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song</th>\n",
       "      <th>totalRatingCount</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AShamuluevMusic - Beautiful Dawn</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abstract Corporate - Gribsound</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Anevo - Waiting On Your Call</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Axwell Ingrosso - More Than You Know</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Blure &amp; Skyvoice - Faith DM Galaxy Remix</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Brandon Jonak &amp; Pep.B - Where Do I Go</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Breno - The Fall</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bro Safari &amp; Space Laces - Fang Banger</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CBosko - See the skies</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Clarx - Bones</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>DM Galaxy - Etiquette</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Desmeon - Undone</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Distrion &amp; Electro-Light - Drakkar</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>EQuinonez - Moshi Moshi</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Epic Hip Hop - Cool Cinematic &amp; Gaming Backgro...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>FortyThr33 - Bay Breeze</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Goblins From Mars - Enough</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Goblins From Mars - Somewhere</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jarico - Island</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jim Yosef (feat. Anna Yvette) - Can't Wait</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Jingle Punks - Skull Fire</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Jo Cohen &amp; Sex Whales - Run Away (feat. Lusil)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>K.M.Beats - Sad Trap Beat</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 song  totalRatingCount\n",
       "0                             A Himatsu - Lost Within                 2\n",
       "1                    AShamuluevMusic - Beautiful Dawn                 1\n",
       "2                      Abstract Corporate - Gribsound                 2\n",
       "3                        Anevo - Waiting On Your Call                 9\n",
       "4                Axwell Ingrosso - More Than You Know                 4\n",
       "5            Blure & Skyvoice - Faith DM Galaxy Remix                 2\n",
       "6               Brandon Jonak & Pep.B - Where Do I Go                 5\n",
       "7                                    Breno - The Fall                 1\n",
       "8              Bro Safari & Space Laces - Fang Banger                 1\n",
       "9                              CBosko - See the skies                 4\n",
       "10                                      Clarx - Bones                 2\n",
       "11                              DM Galaxy - Etiquette                 3\n",
       "12                                   Desmeon - Undone                 2\n",
       "13                 Distrion & Electro-Light - Drakkar                 1\n",
       "14                            EQuinonez - Moshi Moshi                 1\n",
       "15  Epic Hip Hop - Cool Cinematic & Gaming Backgro...                 3\n",
       "16   FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL                 1\n",
       "17                            FortyThr33 - Bay Breeze                 1\n",
       "18                         Goblins From Mars - Enough                 2\n",
       "19                      Goblins From Mars - Somewhere                 2\n",
       "20                                    Jarico - Island                 3\n",
       "21         Jim Yosef (feat. Anna Yvette) - Can't Wait                 4\n",
       "22                          Jingle Punks - Skull Fire                 2\n",
       "23     Jo Cohen & Sex Whales - Run Away (feat. Lusil)                 1\n",
       "24                          K.M.Beats - Sad Trap Beat                 2"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_ratingCount.head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>artist</th>\n",
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       "      <th>songRatings</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2</td>\n",
       "      <td>67</td>\n",
       "      <td>A Himatsu</td>\n",
       "      <td>2353</td>\n",
       "      <td>82</td>\n",
       "      <td>135881</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=6WQjgHuUDWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>5</td>\n",
       "      <td>2511</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A Himatsu - Lost Within</td>\n",
       "      <td>2</td>\n",
       "      <td>67</td>\n",
       "      <td>A Himatsu</td>\n",
       "      <td>2353</td>\n",
       "      <td>82</td>\n",
       "      <td>135881</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=6WQjgHuUDWU</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>7</td>\n",
       "      <td>951</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AShamuluevMusic - Beautiful Dawn</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>AShamaluevMusic</td>\n",
       "      <td>329</td>\n",
       "      <td>15</td>\n",
       "      <td>60900</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=51JF2421VWo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>6</td>\n",
       "      <td>3342</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abstract Corporate - Gribsound</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>Abstract Corporate</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>855</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=C_Vl_CfVx_s</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>16</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abstract Corporate - Gribsound</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>Abstract Corporate</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>855</td>\n",
       "      <td>Confident-sassy</td>\n",
       "      <td>https://www.youtube.com/watch?v=C_Vl_CfVx_s</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>17</td>\n",
       "      <td>2171</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               song  totalRatingCount  songID  \\\n",
       "0           A Himatsu - Lost Within                 2      67   \n",
       "1           A Himatsu - Lost Within                 2      67   \n",
       "2  AShamuluevMusic - Beautiful Dawn                 1      41   \n",
       "3    Abstract Corporate - Gribsound                 2      33   \n",
       "4    Abstract Corporate - Gribsound                 2      33   \n",
       "\n",
       "               artist  likes  comments  total_plays             mood  \\\n",
       "0           A Himatsu   2353        82       135881              Sad   \n",
       "1           A Himatsu   2353        82       135881              Sad   \n",
       "2     AShamaluevMusic    329        15        60900              Sad   \n",
       "3  Abstract Corporate     18         0          855  Confident-sassy   \n",
       "4  Abstract Corporate     18         0          855  Confident-sassy   \n",
       "\n",
       "                                   youtube_url  \\\n",
       "0  https://www.youtube.com/watch?v=6WQjgHuUDWU   \n",
       "1  https://www.youtube.com/watch?v=6WQjgHuUDWU   \n",
       "2  https://www.youtube.com/watch?v=51JF2421VWo   \n",
       "3  https://www.youtube.com/watch?v=C_Vl_CfVx_s   \n",
       "4  https://www.youtube.com/watch?v=C_Vl_CfVx_s   \n",
       "\n",
       "                                          embed_code  userID  weight  \\\n",
       "0  <iframe width=\"560\" height=\"315\" src=\"https://...       5    2511   \n",
       "1  <iframe width=\"560\" height=\"315\" src=\"https://...       7     951   \n",
       "2  <iframe width=\"560\" height=\"315\" src=\"https://...       6    3342   \n",
       "3  <iframe width=\"560\" height=\"315\" src=\"https://...      16     457   \n",
       "4  <iframe width=\"560\" height=\"315\" src=\"https://...      17    2171   \n",
       "\n",
       "   songRatings  \n",
       "0            9  \n",
       "1            8  \n",
       "2           10  \n",
       "3            5  \n",
       "4            9  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount = song_ratingCount.merge(users_and_songs, left_on='song', right_on='song', how='left')\n",
    "rating_with_songRatingCount.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    60.000000\n",
      "mean      2.383333\n",
      "std       1.637398\n",
      "min       1.000000\n",
      "25%       1.000000\n",
      "50%       2.000000\n",
      "75%       3.000000\n",
      "max       9.000000\n",
      "Name: totalRatingCount, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(song_ratingCount['totalRatingCount'].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The median artist has been rated only twice.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(143, 13)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementing kNN\n",
    "\n",
    "We convert our table to a 2D matrix, and fill the missing values with zeros(since we will calculate distances between rating vectors).  We then transform the values (ratings) of the matrix dataframe into a scipy sparse matrix for more efficient calculations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding the Nearest Neighbors\n",
    "We use unsupervised algorithms with sklearn.neighbors.  The algorithm we use to compute the nearest neighbors is \"brute\", and we specify \"metric=cosine\" so that the algorithm will calculate the cosine similarity betwen rating vectors.  And then we fit the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.sparse import csr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>userID</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>...</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>song</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A Himatsu - Lost Within</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AShamuluevMusic - Beautiful Dawn</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abstract Corporate - Gribsound</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axwell Ingrosso - More Than You Know</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "userID                                  1    2    3    4    5     6    7   \\\n",
       "song                                                                        \n",
       "A Himatsu - Lost Within                0.0  0.0  0.0  0.0  9.0   0.0  8.0   \n",
       "AShamuluevMusic - Beautiful Dawn       0.0  0.0  0.0  0.0  0.0  10.0  0.0   \n",
       "Abstract Corporate - Gribsound         0.0  0.0  0.0  0.0  0.0   0.0  0.0   \n",
       "Anevo - Waiting On Your Call          10.0  5.0  9.0  9.0  6.0   0.0  0.0   \n",
       "Axwell Ingrosso - More Than You Know   0.0  0.0  0.0  0.0  0.0   0.0  0.0   \n",
       "\n",
       "userID                                 8    9    10  ...   19   20   21   22  \\\n",
       "song                                                 ...                       \n",
       "A Himatsu - Lost Within               0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "AShamuluevMusic - Beautiful Dawn      0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Abstract Corporate - Gribsound        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Anevo - Waiting On Your Call          0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Axwell Ingrosso - More Than You Know  0.0  9.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userID                                 23   24   25   26    27   28  \n",
       "song                                                                 \n",
       "A Himatsu - Lost Within               0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "AShamuluevMusic - Beautiful Dawn      0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "Abstract Corporate - Gribsound        0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "Anevo - Waiting On Your Call          0.0  0.0  2.0  4.0  10.0  2.0  \n",
       "Axwell Ingrosso - More Than You Know  7.0  4.0  0.0  0.0   0.0  0.0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount_pivot = rating_with_songRatingCount.pivot_table(index='song', columns='userID', values='songRatings').fillna(0)\n",
    "rating_with_songRatingCount_pivot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_with_songRatingCount_matrix = csr_matrix(rating_with_songRatingCount_pivot.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NearestNeighbors(algorithm='brute', leaf_size=30, metric='cosine',\n",
       "         metric_params=None, n_jobs=None, n_neighbors=5, p=2, radius=1.0)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import NearestNeighbors\n",
    "\n",
    "model_knn = NearestNeighbors(metric='cosine', algorithm='brute')\n",
    "model_knn.fit(rating_with_songRatingCount_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test our model and make some recommendations:\n",
    "In this step, the kNN algorithm measures distance to determine the \"closeness\" of instances.  It then classifies an instance by finding its nearest neighbors, and picks the most popular class among the neighbors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 27)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount_pivot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query_index = np.random.choice(rating_with_songRatingCount_pivot.shape[0])\n",
    "query_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recommendations for Desmeon - Undone:\n",
      "\n",
      "1: AShamuluevMusic - Beautiful Dawn, with distances of 0.3356361611700802:\n",
      "2: Sad Piano Ambient - FREE Background Music, with distances of 0.34231335414353214:\n",
      "3: K.M.Beats - Sad Trap Beat, with distances of 0.3781178563984138:\n",
      "4: Ship Wrek - Pain, with distances of 0.3909946576045995:\n",
      "5: A Himatsu - Lost Within, with distances of 0.4413793103448277:\n"
     ]
    }
   ],
   "source": [
    "distances, indices = model_knn.kneighbors(rating_with_songRatingCount_pivot.iloc[query_index, :].values.reshape(1, -1), n_neighbors=6)\n",
    "\n",
    "for i in range(0, len(distances.flatten())):\n",
    "    if i == 0:\n",
    "        print('Recommendations for {0}:\\n'.format(rating_with_songRatingCount_pivot.index[query_index]))\n",
    "    else:\n",
    "        print('{0}: {1}, with distances of {2}:'.format(i, rating_with_songRatingCount_pivot.index[indices.flatten()[i]], distances.flatten()[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>songID</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>likes</th>\n",
       "      <th>comments</th>\n",
       "      <th>total_plays</th>\n",
       "      <th>mood</th>\n",
       "      <th>youtube_url</th>\n",
       "      <th>embed_code</th>\n",
       "      <th>userID</th>\n",
       "      <th>weight</th>\n",
       "      <th>songRatings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>16</td>\n",
       "      <td>Desmeon</td>\n",
       "      <td>Desmeon - Undone</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>43300</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=0E6KXgWuaHo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>5</td>\n",
       "      <td>1299</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>16</td>\n",
       "      <td>Desmeon</td>\n",
       "      <td>Desmeon - Undone</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>43300</td>\n",
       "      <td>Sad</td>\n",
       "      <td>https://www.youtube.com/watch?v=0E6KXgWuaHo</td>\n",
       "      <td>&lt;iframe width=\"560\" height=\"315\" src=\"https://...</td>\n",
       "      <td>6</td>\n",
       "      <td>859</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    songID   artist              song  likes  comments  total_plays mood  \\\n",
       "36      16  Desmeon  Desmeon - Undone    149         2        43300  Sad   \n",
       "37      16  Desmeon  Desmeon - Undone    149         2        43300  Sad   \n",
       "\n",
       "                                    youtube_url  \\\n",
       "36  https://www.youtube.com/watch?v=0E6KXgWuaHo   \n",
       "37  https://www.youtube.com/watch?v=0E6KXgWuaHo   \n",
       "\n",
       "                                           embed_code  userID  weight  \\\n",
       "36  <iframe width=\"560\" height=\"315\" src=\"https://...       5    1299   \n",
       "37  <iframe width=\"560\" height=\"315\" src=\"https://...       6     859   \n",
       "\n",
       "    songRatings  \n",
       "36            9  \n",
       "37            8  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_and_songs[users_and_songs['song'] == 'Desmeon - Undone']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### If we examine the dataset for the song \"Undone\" by Desmeon, we find that it's a sad song.  If we look at the five recommended songs for \"Undone\" we find that all of them can be classified as 'Sad', infact the titles of the songs themselves give us a clue to the nature of the songs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collaborative Filtering Using Matrix Factorization\n",
    "\n",
    "Matrix Factorization is simply a mathematical tool for playing around with matrices.  Matrix Factorization techniques are usally more effective because they allow users to discover the latent (hidden) features underlying the interactions between users and items (songs).\n",
    "\n",
    "We use singular value decomposition (SVD) - one of the Matrix Factorization models for identifying latent factors.\n",
    "\n",
    "Similar to kNN we convert our `rating_with_songRatingCount` table into a 2D matrix (called a utility matrix here) and fill the missing values with zeros."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>song</th>\n",
       "      <th>A Himatsu - Lost Within</th>\n",
       "      <th>AShamuluevMusic - Beautiful Dawn</th>\n",
       "      <th>Abstract Corporate - Gribsound</th>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
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       "      <th>Blure &amp; Skyvoice - Faith DM Galaxy Remix</th>\n",
       "      <th>Brandon Jonak &amp; Pep.B - Where Do I Go</th>\n",
       "      <th>Breno - The Fall</th>\n",
       "      <th>Bro Safari &amp; Space Laces - Fang Banger</th>\n",
       "      <th>CBosko - See the skies</th>\n",
       "      <th>...</th>\n",
       "      <th>Ship Wrek - Pain</th>\n",
       "      <th>Slokix - Big Smoke</th>\n",
       "      <th>TASTE HONEY - CHILL HIP HOP INSTRUMENTAL</th>\n",
       "      <th>Tranquil - Past the High Road</th>\n",
       "      <th>Typical - Heroes</th>\n",
       "      <th>Vexento - We Are One</th>\n",
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       "    <tr>\n",
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      "text/plain": [
       "song    A Himatsu - Lost Within  AShamuluevMusic - Beautiful Dawn  \\\n",
       "userID                                                              \n",
       "1                           0.0                               0.0   \n",
       "2                           0.0                               0.0   \n",
       "3                           0.0                               0.0   \n",
       "4                           0.0                               0.0   \n",
       "5                           9.0                               0.0   \n",
       "\n",
       "song    Abstract Corporate - Gribsound  Anevo - Waiting On Your Call  \\\n",
       "userID                                                                 \n",
       "1                                  0.0                          10.0   \n",
       "2                                  0.0                           5.0   \n",
       "3                                  0.0                           9.0   \n",
       "4                                  0.0                           9.0   \n",
       "5                                  0.0                           6.0   \n",
       "\n",
       "song    Axwell Ingrosso - More Than You Know  \\\n",
       "userID                                         \n",
       "1                                        0.0   \n",
       "2                                        0.0   \n",
       "3                                        0.0   \n",
       "4                                        0.0   \n",
       "5                                        0.0   \n",
       "\n",
       "song    Blure & Skyvoice - Faith DM Galaxy Remix  \\\n",
       "userID                                             \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "5                                            0.0   \n",
       "\n",
       "song    Brandon Jonak & Pep.B - Where Do I Go  Breno - The Fall  \\\n",
       "userID                                                            \n",
       "1                                         0.0               0.0   \n",
       "2                                         0.0               0.0   \n",
       "3                                         0.0               0.0   \n",
       "4                                        10.0               0.0   \n",
       "5                                         8.0               0.0   \n",
       "\n",
       "song    Bro Safari & Space Laces - Fang Banger  CBosko - See the skies  ...  \\\n",
       "userID                                                                  ...   \n",
       "1                                          0.0                     9.0  ...   \n",
       "2                                          0.0                     0.0  ...   \n",
       "3                                          0.0                     9.0  ...   \n",
       "4                                          0.0                     7.0  ...   \n",
       "5                                          0.0                     0.0  ...   \n",
       "\n",
       "song    Ship Wrek - Pain  Slokix - Big Smoke  \\\n",
       "userID                                         \n",
       "1                    0.0                 0.0   \n",
       "2                    0.0                 0.0   \n",
       "3                    0.0                 0.0   \n",
       "4                    7.0                 0.0   \n",
       "5                   10.0                 0.0   \n",
       "\n",
       "song    TASTE HONEY - CHILL HIP HOP INSTRUMENTAL  \\\n",
       "userID                                             \n",
       "1                                            9.0   \n",
       "2                                            7.0   \n",
       "3                                            7.0   \n",
       "4                                            0.0   \n",
       "5                                            7.0   \n",
       "\n",
       "song    Tranquil - Past the High Road  Typical - Heroes  Vexento - We Are One  \\\n",
       "userID                                                                          \n",
       "1                                 9.0               0.0                   0.0   \n",
       "2                                 6.0               0.0                   0.0   \n",
       "3                                 1.0               0.0                   0.0   \n",
       "4                                 0.0               0.0                   0.0   \n",
       "5                                 0.0               0.0                   0.0   \n",
       "\n",
       "song    Virtual Riot - Mitten Is Angry  Waysons - Eternal Minds  \\\n",
       "userID                                                            \n",
       "1                                  0.0                      0.0   \n",
       "2                                  0.0                      0.0   \n",
       "3                                  0.0                      0.0   \n",
       "4                                  0.0                      0.0   \n",
       "5                                  0.0                      0.0   \n",
       "\n",
       "song    Whales & Ggnoaa - Paranoia  Wowa - Piratos  \n",
       "userID                                              \n",
       "1                              0.0             0.0  \n",
       "2                              0.0             0.0  \n",
       "3                              0.0             0.0  \n",
       "4                              0.0             0.0  \n",
       "5                              0.0             0.0  \n",
       "\n",
       "[5 rows x 60 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount_pivot_2 = rating_with_songRatingCount.pivot_table(index='userID', columns='song',values='songRatings').fillna(0)\n",
    "rating_with_songRatingCount_pivot_2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We transpose this utility matrix, so that the name of songs becomes rows and userIDs become columns.  This is key."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27, 60)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount_pivot_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 27)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = rating_with_songRatingCount_pivot_2.values.T\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>Anevo - Waiting On Your Call</th>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axwell Ingrosso - More Than You Know</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "userID                                  1    2    3    4    5     6    7   \\\n",
       "song                                                                        \n",
       "A Himatsu - Lost Within                0.0  0.0  0.0  0.0  9.0   0.0  8.0   \n",
       "AShamuluevMusic - Beautiful Dawn       0.0  0.0  0.0  0.0  0.0  10.0  0.0   \n",
       "Abstract Corporate - Gribsound         0.0  0.0  0.0  0.0  0.0   0.0  0.0   \n",
       "Anevo - Waiting On Your Call          10.0  5.0  9.0  9.0  6.0   0.0  0.0   \n",
       "Axwell Ingrosso - More Than You Know   0.0  0.0  0.0  0.0  0.0   0.0  0.0   \n",
       "\n",
       "userID                                 8    9    10  ...   19   20   21   22  \\\n",
       "song                                                 ...                       \n",
       "A Himatsu - Lost Within               0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "AShamuluevMusic - Beautiful Dawn      0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Abstract Corporate - Gribsound        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Anevo - Waiting On Your Call          0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "Axwell Ingrosso - More Than You Know  0.0  9.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "\n",
       "userID                                 23   24   25   26    27   28  \n",
       "song                                                                 \n",
       "A Himatsu - Lost Within               0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "AShamuluevMusic - Beautiful Dawn      0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "Abstract Corporate - Gribsound        0.0  0.0  0.0  0.0   0.0  0.0  \n",
       "Anevo - Waiting On Your Call          0.0  0.0  2.0  4.0  10.0  2.0  \n",
       "Axwell Ingrosso - More Than You Know  7.0  4.0  0.0  0.0   0.0  0.0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_with_songRatingCount_pivot_2.T.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 12)"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import TruncatedSVD\n",
    "\n",
    "SVD = TruncatedSVD(n_components=12, random_state=42)\n",
    "matrix = SVD.fit_transform(X)\n",
    "matrix.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We calculate the Pearson's R correlation coefficient for every song pair in our final matrix.  To compare this with the results from kNN, we pick the same song: 'Desmeon - Undone' find the songs that have the highest correlation coefficients (between 0.9 and 1.0) with it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 60)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n",
    "corr = np.corrcoef(matrix)\n",
    "corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_song_name = rating_with_songRatingCount_pivot_2.columns\n",
    "rating_song_list = list(rating_song_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A Himatsu - Lost Within',\n",
       " 'AShamuluevMusic - Beautiful Dawn',\n",
       " 'Abstract Corporate - Gribsound',\n",
       " 'Anevo - Waiting On Your Call',\n",
       " 'Axwell Ingrosso - More Than You Know',\n",
       " 'Blure & Skyvoice - Faith DM Galaxy Remix',\n",
       " 'Brandon Jonak & Pep.B - Where Do I Go',\n",
       " 'Breno - The Fall',\n",
       " 'Bro Safari & Space Laces - Fang Banger',\n",
       " 'CBosko - See the skies',\n",
       " 'Clarx - Bones',\n",
       " 'DM Galaxy - Etiquette',\n",
       " 'Desmeon - Undone',\n",
       " 'Distrion & Electro-Light - Drakkar',\n",
       " 'EQuinonez - Moshi Moshi',\n",
       " 'Epic Hip Hop - Cool Cinematic & Gaming Background Music Instrumental',\n",
       " 'FEELING GOOD - SUMMER VIBES HIP HOP INSTRUMENTAL',\n",
       " 'FortyThr33 - Bay Breeze',\n",
       " 'Goblins From Mars - Enough',\n",
       " 'Goblins From Mars - Somewhere',\n",
       " 'Jarico - Island',\n",
       " \"Jim Yosef (feat. Anna Yvette) - Can't Wait\",\n",
       " 'Jingle Punks - Skull Fire',\n",
       " 'Jo Cohen & Sex Whales - Run Away (feat. Lusil)',\n",
       " 'K.M.Beats - Sad Trap Beat',\n",
       " 'Klave - Realer Than Love (feat. Francis)',\n",
       " \"Kranky - stars of the lid 'december hunting for vegetarian fuckface'\",\n",
       " 'Krys Talk - Fly Away',\n",
       " 'LiQWYD - Take It Easy',\n",
       " 'LiQWYD - With You',\n",
       " 'Lord Of The Rings - Hobbit Theme',\n",
       " 'MBB - Clouds',\n",
       " 'MBB - Good Vibes',\n",
       " 'MBB - Island',\n",
       " 'Madbello - Floating Through Time',\n",
       " 'Major Lazer - Christmas Trees (feat. Protoje)',\n",
       " 'Manana es Mejor - Flow Latino - Hip Hop Instrumental',\n",
       " 'Martin Garrix - Proxy',\n",
       " 'Matt Byron - Sleep and Dream of Monsters',\n",
       " 'Mona Wonderlick - Keep On',\n",
       " 'NCFR - Adventures A-himitsu',\n",
       " 'NCFR - Connections',\n",
       " 'Noise Badger - Explore',\n",
       " 'Otis McDonald - TREAT ME THIS WAY',\n",
       " 'REGGAE MUSIC - Hip Hop Upbeat Anticipation',\n",
       " 'Reatch - Funk City',\n",
       " 'Romen Jewels - In The City',\n",
       " 'Russ - I Dont Know How To Stop Being Turnt Like This (Feat. Squire & Seba)',\n",
       " 'Sad Piano Ambient - FREE Background Music',\n",
       " 'Scandinavianz - Atlantis',\n",
       " 'Ship Wrek - Pain',\n",
       " 'Slokix - Big Smoke',\n",
       " 'TASTE HONEY - CHILL HIP HOP INSTRUMENTAL',\n",
       " 'Tranquil - Past the High Road',\n",
       " 'Typical - Heroes',\n",
       " 'Vexento - We Are One',\n",
       " 'Virtual Riot - Mitten Is Angry',\n",
       " 'Waysons - Eternal Minds',\n",
       " 'Whales & Ggnoaa - Paranoia',\n",
       " 'Wowa - Piratos']"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_song_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "undone = rating_song_list.index(\"Desmeon - Undone\")\n",
    "undone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A Himatsu - Lost Within',\n",
       " 'AShamuluevMusic - Beautiful Dawn',\n",
       " 'K.M.Beats - Sad Trap Beat',\n",
       " 'Sad Piano Ambient - FREE Background Music']"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "undone = rating_song_list.index(\"Desmeon - Undone\")\n",
    "corr_undone = corr[undone]\n",
    "list(rating_song_name[(corr_undone < 1.0) & (corr_undone > 0.7)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### So the results aren't as big as kNN, but still similar to it.  I also had to aim for a correlation between 1 and 0.7 to get any results most likely because of the small-size of the dataset.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nevertheless, we seem to have a working recommender system for our list of non copyright songs.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DM Galaxy - Etiquette',\n",
       " 'Goblins From Mars - Enough',\n",
       " 'Major Lazer - Christmas Trees (feat. Protoje)']"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's try some other songs\n",
    "\n",
    "undone = rating_song_list.index(\"Martin Garrix - Proxy\")\n",
    "corr_undone = corr[undone]\n",
    "list(rating_song_name[(corr_undone < 1.0) & (corr_undone > 0.7)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DM Galaxy - Etiquette',\n",
       " 'Distrion & Electro-Light - Drakkar',\n",
       " 'MBB - Clouds',\n",
       " 'MBB - Good Vibes',\n",
       " 'MBB - Island',\n",
       " 'Major Lazer - Christmas Trees (feat. Protoje)']"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "undone = rating_song_list.index(\"MBB - Clouds\")\n",
    "corr_undone = corr[undone]\n",
    "list(rating_song_name[(corr_undone < 1.0) & (corr_undone > 0.7)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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