diff --git a/analysis pipeline/Person 2.ipynb b/analysis pipeline/Person 2.ipynb
deleted file mode 100644
index 7022d36..0000000
--- a/analysis pipeline/Person 2.ipynb	
+++ /dev/null
@@ -1,4702 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "318c8757-bd0a-4432-8b27-7b31fbb03700",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
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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>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>audio_mode</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>time_signature</th>\n",
-       "      <th>audio_valence</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Boulevard of Broken Dreams</td>\n",
-       "      <td>73</td>\n",
-       "      <td>262333</td>\n",
-       "      <td>0.005520</td>\n",
-       "      <td>0.496</td>\n",
-       "      <td>0.682</td>\n",
-       "      <td>0.000029</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>-4.095</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0294</td>\n",
-       "      <td>167.060</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>In The End</td>\n",
-       "      <td>66</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.010300</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.853</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.1080</td>\n",
-       "      <td>-6.407</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0498</td>\n",
-       "      <td>105.256</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.370</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Seven Nation Army</td>\n",
-       "      <td>76</td>\n",
-       "      <td>231733</td>\n",
-       "      <td>0.008170</td>\n",
-       "      <td>0.737</td>\n",
-       "      <td>0.463</td>\n",
-       "      <td>0.447000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.2550</td>\n",
-       "      <td>-7.828</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0792</td>\n",
-       "      <td>123.881</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.324</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>By The Way</td>\n",
-       "      <td>74</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.026400</td>\n",
-       "      <td>0.451</td>\n",
-       "      <td>0.970</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1020</td>\n",
-       "      <td>-4.938</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>122.444</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.198</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>How You Remind Me</td>\n",
-       "      <td>56</td>\n",
-       "      <td>223826</td>\n",
-       "      <td>0.000954</td>\n",
-       "      <td>0.447</td>\n",
-       "      <td>0.766</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1130</td>\n",
-       "      <td>-5.065</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0313</td>\n",
-       "      <td>172.011</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.574</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18830</th>\n",
-       "      <td>Let It Breathe</td>\n",
-       "      <td>60</td>\n",
-       "      <td>159645</td>\n",
-       "      <td>0.893000</td>\n",
-       "      <td>0.500</td>\n",
-       "      <td>0.151</td>\n",
-       "      <td>0.000065</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.1110</td>\n",
-       "      <td>-16.107</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0348</td>\n",
-       "      <td>113.969</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.300</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18831</th>\n",
-       "      <td>Answers</td>\n",
-       "      <td>60</td>\n",
-       "      <td>205666</td>\n",
-       "      <td>0.765000</td>\n",
-       "      <td>0.495</td>\n",
-       "      <td>0.161</td>\n",
-       "      <td>0.000001</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-14.078</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0301</td>\n",
-       "      <td>94.286</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.265</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18832</th>\n",
-       "      <td>Sudden Love (Acoustic)</td>\n",
-       "      <td>23</td>\n",
-       "      <td>182211</td>\n",
-       "      <td>0.847000</td>\n",
-       "      <td>0.719</td>\n",
-       "      <td>0.325</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-12.222</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0355</td>\n",
-       "      <td>130.534</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.286</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18833</th>\n",
-       "      <td>Gentle on My Mind</td>\n",
-       "      <td>55</td>\n",
-       "      <td>352280</td>\n",
-       "      <td>0.945000</td>\n",
-       "      <td>0.488</td>\n",
-       "      <td>0.326</td>\n",
-       "      <td>0.015700</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.1190</td>\n",
-       "      <td>-12.020</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0328</td>\n",
-       "      <td>106.063</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.323</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18834</th>\n",
-       "      <td>Up to Me</td>\n",
-       "      <td>60</td>\n",
-       "      <td>193533</td>\n",
-       "      <td>0.911000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.381</td>\n",
-       "      <td>0.000254</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-11.790</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0302</td>\n",
-       "      <td>91.490</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.581</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>18835 rows × 15 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                        song_name  song_popularity  song_duration_ms  \\\n",
-       "0      Boulevard of Broken Dreams               73            262333   \n",
-       "1                      In The End               66            216933   \n",
-       "2               Seven Nation Army               76            231733   \n",
-       "3                      By The Way               74            216933   \n",
-       "4               How You Remind Me               56            223826   \n",
-       "...                           ...              ...               ...   \n",
-       "18830              Let It Breathe               60            159645   \n",
-       "18831                     Answers               60            205666   \n",
-       "18832      Sudden Love (Acoustic)               23            182211   \n",
-       "18833           Gentle on My Mind               55            352280   \n",
-       "18834                    Up to Me               60            193533   \n",
-       "\n",
-       "       acousticness  danceability  energy  instrumentalness  key  liveness  \\\n",
-       "0          0.005520         0.496   0.682          0.000029    8    0.0589   \n",
-       "1          0.010300         0.542   0.853          0.000000    3    0.1080   \n",
-       "2          0.008170         0.737   0.463          0.447000    0    0.2550   \n",
-       "3          0.026400         0.451   0.970          0.003550    0    0.1020   \n",
-       "4          0.000954         0.447   0.766          0.000000   10    0.1130   \n",
-       "...             ...           ...     ...               ...  ...       ...   \n",
-       "18830      0.893000         0.500   0.151          0.000065   11    0.1110   \n",
-       "18831      0.765000         0.495   0.161          0.000001   11    0.1050   \n",
-       "18832      0.847000         0.719   0.325          0.000000    0    0.1250   \n",
-       "18833      0.945000         0.488   0.326          0.015700    3    0.1190   \n",
-       "18834      0.911000         0.640   0.381          0.000254    4    0.1040   \n",
-       "\n",
-       "       loudness  audio_mode  speechiness    tempo  time_signature  \\\n",
-       "0        -4.095           1       0.0294  167.060               4   \n",
-       "1        -6.407           0       0.0498  105.256               4   \n",
-       "2        -7.828           1       0.0792  123.881               4   \n",
-       "3        -4.938           1       0.1070  122.444               4   \n",
-       "4        -5.065           1       0.0313  172.011               4   \n",
-       "...         ...         ...          ...      ...             ...   \n",
-       "18830   -16.107           1       0.0348  113.969               4   \n",
-       "18831   -14.078           0       0.0301   94.286               4   \n",
-       "18832   -12.222           1       0.0355  130.534               4   \n",
-       "18833   -12.020           1       0.0328  106.063               4   \n",
-       "18834   -11.790           1       0.0302   91.490               4   \n",
-       "\n",
-       "       audio_valence  \n",
-       "0              0.474  \n",
-       "1              0.370  \n",
-       "2              0.324  \n",
-       "3              0.198  \n",
-       "4              0.574  \n",
-       "...              ...  \n",
-       "18830          0.300  \n",
-       "18831          0.265  \n",
-       "18832          0.286  \n",
-       "18833          0.323  \n",
-       "18834          0.581  \n",
-       "\n",
-       "[18835 rows x 15 columns]"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "music = pd.read_csv(\"../data/raw/song_data.csv.zip\")\n",
-    "music"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d57510e4-3987-4d6c-afee-67c386e2a91c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
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-       "      <th>loudness</th>\n",
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-       "      <th>tempo</th>\n",
-       "      <th>time_signature</th>\n",
-       "      <th>audio_valence</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Boulevard of Broken Dreams</td>\n",
-       "      <td>73</td>\n",
-       "      <td>262333</td>\n",
-       "      <td>0.005520</td>\n",
-       "      <td>0.496</td>\n",
-       "      <td>0.682</td>\n",
-       "      <td>0.000029</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.0589</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>0.0294</td>\n",
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-       "      <td>4</td>\n",
-       "      <td>0.474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>In The End</td>\n",
-       "      <td>66</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.010300</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.853</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.1080</td>\n",
-       "      <td>-6.407</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0498</td>\n",
-       "      <td>105.256</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.370</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Seven Nation Army</td>\n",
-       "      <td>76</td>\n",
-       "      <td>231733</td>\n",
-       "      <td>0.008170</td>\n",
-       "      <td>0.737</td>\n",
-       "      <td>0.463</td>\n",
-       "      <td>0.447000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.2550</td>\n",
-       "      <td>-7.828</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0792</td>\n",
-       "      <td>123.881</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.324</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>By The Way</td>\n",
-       "      <td>74</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.026400</td>\n",
-       "      <td>0.451</td>\n",
-       "      <td>0.970</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1020</td>\n",
-       "      <td>-4.938</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>122.444</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.198</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>How You Remind Me</td>\n",
-       "      <td>56</td>\n",
-       "      <td>223826</td>\n",
-       "      <td>0.000954</td>\n",
-       "      <td>0.447</td>\n",
-       "      <td>0.766</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1130</td>\n",
-       "      <td>-5.065</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0313</td>\n",
-       "      <td>172.011</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.574</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>China Grove</td>\n",
-       "      <td>67</td>\n",
-       "      <td>195306</td>\n",
-       "      <td>0.319000</td>\n",
-       "      <td>0.623</td>\n",
-       "      <td>0.910</td>\n",
-       "      <td>0.000448</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.0810</td>\n",
-       "      <td>-8.448</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0384</td>\n",
-       "      <td>145.624</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.745</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>496</th>\n",
-       "      <td>Foreplay / Long Time</td>\n",
-       "      <td>64</td>\n",
-       "      <td>467640</td>\n",
-       "      <td>0.009750</td>\n",
-       "      <td>0.436</td>\n",
-       "      <td>0.657</td>\n",
-       "      <td>0.007480</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0931</td>\n",
-       "      <td>-8.868</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0541</td>\n",
-       "      <td>118.693</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>Come Sail Away</td>\n",
-       "      <td>59</td>\n",
-       "      <td>365000</td>\n",
-       "      <td>0.160000</td>\n",
-       "      <td>0.287</td>\n",
-       "      <td>0.562</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1030</td>\n",
-       "      <td>-7.549</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0304</td>\n",
-       "      <td>147.622</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>498</th>\n",
-       "      <td>Give A Little Bit</td>\n",
-       "      <td>72</td>\n",
-       "      <td>248173</td>\n",
-       "      <td>0.069400</td>\n",
-       "      <td>0.531</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.009600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.2630</td>\n",
-       "      <td>-5.358</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0452</td>\n",
-       "      <td>90.767</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.471</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>499</th>\n",
-       "      <td>Doctor My Eyes</td>\n",
-       "      <td>64</td>\n",
-       "      <td>199906</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.480</td>\n",
-       "      <td>0.626</td>\n",
-       "      <td>0.000057</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0857</td>\n",
-       "      <td>-8.406</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0294</td>\n",
-       "      <td>75.630</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.542</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>500 rows × 15 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                      song_name  song_popularity  song_duration_ms  \\\n",
-       "0    Boulevard of Broken Dreams               73            262333   \n",
-       "1                    In The End               66            216933   \n",
-       "2             Seven Nation Army               76            231733   \n",
-       "3                    By The Way               74            216933   \n",
-       "4             How You Remind Me               56            223826   \n",
-       "..                          ...              ...               ...   \n",
-       "495                 China Grove               67            195306   \n",
-       "496        Foreplay / Long Time               64            467640   \n",
-       "497              Come Sail Away               59            365000   \n",
-       "498           Give A Little Bit               72            248173   \n",
-       "499              Doctor My Eyes               64            199906   \n",
-       "\n",
-       "     acousticness  danceability  energy  instrumentalness  key  liveness  \\\n",
-       "0        0.005520         0.496   0.682          0.000029    8    0.0589   \n",
-       "1        0.010300         0.542   0.853          0.000000    3    0.1080   \n",
-       "2        0.008170         0.737   0.463          0.447000    0    0.2550   \n",
-       "3        0.026400         0.451   0.970          0.003550    0    0.1020   \n",
-       "4        0.000954         0.447   0.766          0.000000   10    0.1130   \n",
-       "..            ...           ...     ...               ...  ...       ...   \n",
-       "495      0.319000         0.623   0.910          0.000448    9    0.0810   \n",
-       "496      0.009750         0.436   0.657          0.007480    5    0.0931   \n",
-       "497      0.160000         0.287   0.562          0.000000    0    0.1030   \n",
-       "498      0.069400         0.531   0.818          0.009600    2    0.2630   \n",
-       "499      0.266000         0.480   0.626          0.000057    5    0.0857   \n",
-       "\n",
-       "     loudness  audio_mode  speechiness    tempo  time_signature  audio_valence  \n",
-       "0      -4.095           1       0.0294  167.060               4          0.474  \n",
-       "1      -6.407           0       0.0498  105.256               4          0.370  \n",
-       "2      -7.828           1       0.0792  123.881               4          0.324  \n",
-       "3      -4.938           1       0.1070  122.444               4          0.198  \n",
-       "4      -5.065           1       0.0313  172.011               4          0.574  \n",
-       "..        ...         ...          ...      ...             ...            ...  \n",
-       "495    -8.448           1       0.0384  145.624               4          0.745  \n",
-       "496    -8.868           1       0.0541  118.693               4          0.210  \n",
-       "497    -7.549           1       0.0304  147.622               4          0.126  \n",
-       "498    -5.358           1       0.0452   90.767               4          0.471  \n",
-       "499    -8.406           1       0.0294   75.630               4          0.542  \n",
-       "\n",
-       "[500 rows x 15 columns]"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "songs = music.loc[0:499]\n",
-    "songs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d192c40d-acfe-4f16-92ca-3f66c0bd2e9d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
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-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Boulevard of Broken Dreams</td>\n",
-       "      <td>73</td>\n",
-       "      <td>262333</td>\n",
-       "      <td>0.005520</td>\n",
-       "      <td>0.496</td>\n",
-       "      <td>0.682</td>\n",
-       "      <td>0.000029</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.0589</td>\n",
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-       "      <td>167.060</td>\n",
-       "      <td>0.474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>In The End</td>\n",
-       "      <td>66</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.010300</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.853</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.1080</td>\n",
-       "      <td>-6.407</td>\n",
-       "      <td>0.0498</td>\n",
-       "      <td>105.256</td>\n",
-       "      <td>0.370</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Seven Nation Army</td>\n",
-       "      <td>76</td>\n",
-       "      <td>231733</td>\n",
-       "      <td>0.008170</td>\n",
-       "      <td>0.737</td>\n",
-       "      <td>0.463</td>\n",
-       "      <td>0.447000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.2550</td>\n",
-       "      <td>-7.828</td>\n",
-       "      <td>0.0792</td>\n",
-       "      <td>123.881</td>\n",
-       "      <td>0.324</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>By The Way</td>\n",
-       "      <td>74</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.026400</td>\n",
-       "      <td>0.451</td>\n",
-       "      <td>0.970</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1020</td>\n",
-       "      <td>-4.938</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>122.444</td>\n",
-       "      <td>0.198</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>How You Remind Me</td>\n",
-       "      <td>56</td>\n",
-       "      <td>223826</td>\n",
-       "      <td>0.000954</td>\n",
-       "      <td>0.447</td>\n",
-       "      <td>0.766</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1130</td>\n",
-       "      <td>-5.065</td>\n",
-       "      <td>0.0313</td>\n",
-       "      <td>172.011</td>\n",
-       "      <td>0.574</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",
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-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>China Grove</td>\n",
-       "      <td>67</td>\n",
-       "      <td>195306</td>\n",
-       "      <td>0.319000</td>\n",
-       "      <td>0.623</td>\n",
-       "      <td>0.910</td>\n",
-       "      <td>0.000448</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.0810</td>\n",
-       "      <td>-8.448</td>\n",
-       "      <td>0.0384</td>\n",
-       "      <td>145.624</td>\n",
-       "      <td>0.745</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>496</th>\n",
-       "      <td>Foreplay / Long Time</td>\n",
-       "      <td>64</td>\n",
-       "      <td>467640</td>\n",
-       "      <td>0.009750</td>\n",
-       "      <td>0.436</td>\n",
-       "      <td>0.657</td>\n",
-       "      <td>0.007480</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0931</td>\n",
-       "      <td>-8.868</td>\n",
-       "      <td>0.0541</td>\n",
-       "      <td>118.693</td>\n",
-       "      <td>0.210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>Come Sail Away</td>\n",
-       "      <td>59</td>\n",
-       "      <td>365000</td>\n",
-       "      <td>0.160000</td>\n",
-       "      <td>0.287</td>\n",
-       "      <td>0.562</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1030</td>\n",
-       "      <td>-7.549</td>\n",
-       "      <td>0.0304</td>\n",
-       "      <td>147.622</td>\n",
-       "      <td>0.126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>498</th>\n",
-       "      <td>Give A Little Bit</td>\n",
-       "      <td>72</td>\n",
-       "      <td>248173</td>\n",
-       "      <td>0.069400</td>\n",
-       "      <td>0.531</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.009600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.2630</td>\n",
-       "      <td>-5.358</td>\n",
-       "      <td>0.0452</td>\n",
-       "      <td>90.767</td>\n",
-       "      <td>0.471</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>499</th>\n",
-       "      <td>Doctor My Eyes</td>\n",
-       "      <td>64</td>\n",
-       "      <td>199906</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.480</td>\n",
-       "      <td>0.626</td>\n",
-       "      <td>0.000057</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0857</td>\n",
-       "      <td>-8.406</td>\n",
-       "      <td>0.0294</td>\n",
-       "      <td>75.630</td>\n",
-       "      <td>0.542</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>500 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                      song_name  song_popularity  song_duration_ms  \\\n",
-       "0    Boulevard of Broken Dreams               73            262333   \n",
-       "1                    In The End               66            216933   \n",
-       "2             Seven Nation Army               76            231733   \n",
-       "3                    By The Way               74            216933   \n",
-       "4             How You Remind Me               56            223826   \n",
-       "..                          ...              ...               ...   \n",
-       "495                 China Grove               67            195306   \n",
-       "496        Foreplay / Long Time               64            467640   \n",
-       "497              Come Sail Away               59            365000   \n",
-       "498           Give A Little Bit               72            248173   \n",
-       "499              Doctor My Eyes               64            199906   \n",
-       "\n",
-       "     acousticness  danceability  energy  instrumentalness  key  liveness  \\\n",
-       "0        0.005520         0.496   0.682          0.000029    8    0.0589   \n",
-       "1        0.010300         0.542   0.853          0.000000    3    0.1080   \n",
-       "2        0.008170         0.737   0.463          0.447000    0    0.2550   \n",
-       "3        0.026400         0.451   0.970          0.003550    0    0.1020   \n",
-       "4        0.000954         0.447   0.766          0.000000   10    0.1130   \n",
-       "..            ...           ...     ...               ...  ...       ...   \n",
-       "495      0.319000         0.623   0.910          0.000448    9    0.0810   \n",
-       "496      0.009750         0.436   0.657          0.007480    5    0.0931   \n",
-       "497      0.160000         0.287   0.562          0.000000    0    0.1030   \n",
-       "498      0.069400         0.531   0.818          0.009600    2    0.2630   \n",
-       "499      0.266000         0.480   0.626          0.000057    5    0.0857   \n",
-       "\n",
-       "     loudness  speechiness    tempo  audio_valence  \n",
-       "0      -4.095       0.0294  167.060          0.474  \n",
-       "1      -6.407       0.0498  105.256          0.370  \n",
-       "2      -7.828       0.0792  123.881          0.324  \n",
-       "3      -4.938       0.1070  122.444          0.198  \n",
-       "4      -5.065       0.0313  172.011          0.574  \n",
-       "..        ...          ...      ...            ...  \n",
-       "495    -8.448       0.0384  145.624          0.745  \n",
-       "496    -8.868       0.0541  118.693          0.210  \n",
-       "497    -7.549       0.0304  147.622          0.126  \n",
-       "498    -5.358       0.0452   90.767          0.471  \n",
-       "499    -8.406       0.0294   75.630          0.542  \n",
-       "\n",
-       "[500 rows x 13 columns]"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "songs_cleaned = songs.drop(['audio_mode', 'time_signature'], axis=1)\n",
-    "songs_cleaned\n",
-    "#Cleaning the data. Here I am cleaning the data by removing 2 columns that are not significantin my research or are just repetitive."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5c5ff1e0-d19c-43b7-b408-fb6092689ea0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Boulevard of Broken Dreams</td>\n",
-       "      <td>73</td>\n",
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-       "      <td>0.970</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>In The End</td>\n",
-       "      <td>66</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.010300</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.853</td>\n",
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-       "      <td>3</td>\n",
-       "      <td>0.1080</td>\n",
-       "      <td>-6.407</td>\n",
-       "      <td>0.0498</td>\n",
-       "      <td>105.256</td>\n",
-       "      <td>0.370</td>\n",
-       "      <td>0.912</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Seven Nation Army</td>\n",
-       "      <td>76</td>\n",
-       "      <td>231733</td>\n",
-       "      <td>0.008170</td>\n",
-       "      <td>0.737</td>\n",
-       "      <td>0.463</td>\n",
-       "      <td>0.447000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.2550</td>\n",
-       "      <td>-7.828</td>\n",
-       "      <td>0.0792</td>\n",
-       "      <td>123.881</td>\n",
-       "      <td>0.324</td>\n",
-       "      <td>1.061</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>By The Way</td>\n",
-       "      <td>74</td>\n",
-       "      <td>216933</td>\n",
-       "      <td>0.026400</td>\n",
-       "      <td>0.451</td>\n",
-       "      <td>0.970</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1020</td>\n",
-       "      <td>-4.938</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>122.444</td>\n",
-       "      <td>0.198</td>\n",
-       "      <td>0.649</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>How You Remind Me</td>\n",
-       "      <td>56</td>\n",
-       "      <td>223826</td>\n",
-       "      <td>0.000954</td>\n",
-       "      <td>0.447</td>\n",
-       "      <td>0.766</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1130</td>\n",
-       "      <td>-5.065</td>\n",
-       "      <td>0.0313</td>\n",
-       "      <td>172.011</td>\n",
-       "      <td>0.574</td>\n",
-       "      <td>1.021</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>China Grove</td>\n",
-       "      <td>67</td>\n",
-       "      <td>195306</td>\n",
-       "      <td>0.319000</td>\n",
-       "      <td>0.623</td>\n",
-       "      <td>0.910</td>\n",
-       "      <td>0.000448</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.0810</td>\n",
-       "      <td>-8.448</td>\n",
-       "      <td>0.0384</td>\n",
-       "      <td>145.624</td>\n",
-       "      <td>0.745</td>\n",
-       "      <td>1.368</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>496</th>\n",
-       "      <td>Foreplay / Long Time</td>\n",
-       "      <td>64</td>\n",
-       "      <td>467640</td>\n",
-       "      <td>0.009750</td>\n",
-       "      <td>0.436</td>\n",
-       "      <td>0.657</td>\n",
-       "      <td>0.007480</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0931</td>\n",
-       "      <td>-8.868</td>\n",
-       "      <td>0.0541</td>\n",
-       "      <td>118.693</td>\n",
-       "      <td>0.210</td>\n",
-       "      <td>0.646</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>Come Sail Away</td>\n",
-       "      <td>59</td>\n",
-       "      <td>365000</td>\n",
-       "      <td>0.160000</td>\n",
-       "      <td>0.287</td>\n",
-       "      <td>0.562</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1030</td>\n",
-       "      <td>-7.549</td>\n",
-       "      <td>0.0304</td>\n",
-       "      <td>147.622</td>\n",
-       "      <td>0.126</td>\n",
-       "      <td>0.413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>498</th>\n",
-       "      <td>Give A Little Bit</td>\n",
-       "      <td>72</td>\n",
-       "      <td>248173</td>\n",
-       "      <td>0.069400</td>\n",
-       "      <td>0.531</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.009600</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.2630</td>\n",
-       "      <td>-5.358</td>\n",
-       "      <td>0.0452</td>\n",
-       "      <td>90.767</td>\n",
-       "      <td>0.471</td>\n",
-       "      <td>1.002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>499</th>\n",
-       "      <td>Doctor My Eyes</td>\n",
-       "      <td>64</td>\n",
-       "      <td>199906</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.480</td>\n",
-       "      <td>0.626</td>\n",
-       "      <td>0.000057</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0857</td>\n",
-       "      <td>-8.406</td>\n",
-       "      <td>0.0294</td>\n",
-       "      <td>75.630</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>1.022</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>500 rows × 14 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                      song_name  song_popularity  song_duration_ms  \\\n",
-       "0    Boulevard of Broken Dreams               73            262333   \n",
-       "1                    In The End               66            216933   \n",
-       "2             Seven Nation Army               76            231733   \n",
-       "3                    By The Way               74            216933   \n",
-       "4             How You Remind Me               56            223826   \n",
-       "..                          ...              ...               ...   \n",
-       "495                 China Grove               67            195306   \n",
-       "496        Foreplay / Long Time               64            467640   \n",
-       "497              Come Sail Away               59            365000   \n",
-       "498           Give A Little Bit               72            248173   \n",
-       "499              Doctor My Eyes               64            199906   \n",
-       "\n",
-       "     acousticness  danceability  energy  instrumentalness  key  liveness  \\\n",
-       "0        0.005520         0.496   0.682          0.000029    8    0.0589   \n",
-       "1        0.010300         0.542   0.853          0.000000    3    0.1080   \n",
-       "2        0.008170         0.737   0.463          0.447000    0    0.2550   \n",
-       "3        0.026400         0.451   0.970          0.003550    0    0.1020   \n",
-       "4        0.000954         0.447   0.766          0.000000   10    0.1130   \n",
-       "..            ...           ...     ...               ...  ...       ...   \n",
-       "495      0.319000         0.623   0.910          0.000448    9    0.0810   \n",
-       "496      0.009750         0.436   0.657          0.007480    5    0.0931   \n",
-       "497      0.160000         0.287   0.562          0.000000    0    0.1030   \n",
-       "498      0.069400         0.531   0.818          0.009600    2    0.2630   \n",
-       "499      0.266000         0.480   0.626          0.000057    5    0.0857   \n",
-       "\n",
-       "     loudness  speechiness    tempo  audio_valence  danceable_valence  \n",
-       "0      -4.095       0.0294  167.060          0.474              0.970  \n",
-       "1      -6.407       0.0498  105.256          0.370              0.912  \n",
-       "2      -7.828       0.0792  123.881          0.324              1.061  \n",
-       "3      -4.938       0.1070  122.444          0.198              0.649  \n",
-       "4      -5.065       0.0313  172.011          0.574              1.021  \n",
-       "..        ...          ...      ...            ...                ...  \n",
-       "495    -8.448       0.0384  145.624          0.745              1.368  \n",
-       "496    -8.868       0.0541  118.693          0.210              0.646  \n",
-       "497    -7.549       0.0304  147.622          0.126              0.413  \n",
-       "498    -5.358       0.0452   90.767          0.471              1.002  \n",
-       "499    -8.406       0.0294   75.630          0.542              1.022  \n",
-       "\n",
-       "[500 rows x 14 columns]"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "songs_cleaned['danceable_valence'] = songs_cleaned['danceability'] + songs_cleaned['audio_valence']\n",
-    "# These 2 variables have very similar values so I combined them\n",
-    "\n",
-    "songs_cleaned"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "62daed46-a07e-41cc-8a86-e1404b207faf",
-   "metadata": {},
-   "source": [
-    "# Wrangling data\n",
-    "since one of my research questions has to do with genres of a song, but I cannot find all\n",
-    "the genres because it is not only time consuming, but there are multiple songs with that one titles and I will not be able to figure out all of it so I am just going to find the top 25 songs and their genres and attempt to answer my question that way."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b00ceb23-05ff-4535-abea-4cec55c14051",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
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-       "\n",
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-       "        vertical-align: top;\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\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_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>0.000003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>0.2290</td>\n",
-       "      <td>95.948</td>\n",
-       "      <td>0.591</td>\n",
-       "      <td>1.432</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>0.1290</td>\n",
-       "      <td>136.048</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>1.466</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>0.1090</td>\n",
-       "      <td>102.063</td>\n",
-       "      <td>0.286</td>\n",
-       "      <td>0.921</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>0.0337</td>\n",
-       "      <td>100.027</td>\n",
-       "      <td>0.249</td>\n",
-       "      <td>0.887</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>0.000512</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>0.0544</td>\n",
-       "      <td>97.064</td>\n",
-       "      <td>0.174</td>\n",
-       "      <td>0.992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>0.0485</td>\n",
-       "      <td>143.010</td>\n",
-       "      <td>0.367</td>\n",
-       "      <td>1.167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>94.968</td>\n",
-       "      <td>0.794</td>\n",
-       "      <td>1.586</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>166.043</td>\n",
-       "      <td>0.667</td>\n",
-       "      <td>1.413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>0.0969</td>\n",
-       "      <td>91.947</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.364</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>0.0322</td>\n",
-       "      <td>119.930</td>\n",
-       "      <td>0.331</td>\n",
-       "      <td>0.753</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>0.0996</td>\n",
-       "      <td>105.115</td>\n",
-       "      <td>0.926</td>\n",
-       "      <td>1.630</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>126</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>0.115000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>0.0292</td>\n",
-       "      <td>127.975</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.698</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>0.2830</td>\n",
-       "      <td>130.040</td>\n",
-       "      <td>0.674</td>\n",
-       "      <td>1.491</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>0.001730</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>115.715</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.995</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>353</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>0.0379</td>\n",
-       "      <td>122.035</td>\n",
-       "      <td>0.361</td>\n",
-       "      <td>1.001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>0.0456</td>\n",
-       "      <td>91.455</td>\n",
-       "      <td>0.875</td>\n",
-       "      <td>1.493</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>0.1060</td>\n",
-       "      <td>118.393</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.775</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>155</th>\n",
-       "      <td>Bleeding Love</td>\n",
-       "      <td>81</td>\n",
-       "      <td>262466</td>\n",
-       "      <td>0.188000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.656</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.1460</td>\n",
-       "      <td>-5.886</td>\n",
-       "      <td>0.0357</td>\n",
-       "      <td>104.036</td>\n",
-       "      <td>0.225</td>\n",
-       "      <td>0.863</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>0.0374</td>\n",
-       "      <td>132.770</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.303</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.010400</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>0.0540</td>\n",
-       "      <td>153.398</td>\n",
-       "      <td>0.374</td>\n",
-       "      <td>0.916</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>0.001110</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>0.0624</td>\n",
-       "      <td>90.578</td>\n",
-       "      <td>0.724</td>\n",
-       "      <td>1.305</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name  song_popularity  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)               98   \n",
-       "86                                        I Like It               95   \n",
-       "85                                             BEBE               95   \n",
-       "64                 Beautiful (feat. Camila Cabello)               94   \n",
-       "60                                MIA (feat. Drake)               94   \n",
-       "70                               Wake Up in the Sky               92   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)               88   \n",
-       "65                                           Celoso               87   \n",
-       "67                                     Real Friends               85   \n",
-       "131                                       All of Me               85   \n",
-       "212                                  Hips Don't Lie               84   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               84   \n",
-       "126                                  Hips Don't Lie               84   \n",
-       "128                                 Pumped Up Kicks               84   \n",
-       "414                   Hotel California - Remastered               83   \n",
-       "71                                        Está Rico               83   \n",
-       "427                                 Highway to Hell               83   \n",
-       "353                   Hotel California - Remastered               83   \n",
-       "180                              How to Save a Life               83   \n",
-       "13                                       Can't Stop               81   \n",
-       "185                              If I Ain't Got You               81   \n",
-       "155                                   Bleeding Love               81   \n",
-       "261                                   Fortunate Son               81   \n",
-       "9                                       Sex on Fire               81   \n",
-       "6                                       Last Resort               81   \n",
-       "\n",
-       "     song_duration_ms  acousticness  danceability  energy  instrumentalness  \\\n",
-       "61             212500      0.153000         0.841   0.798          0.000003   \n",
-       "86             253390      0.099000         0.816   0.726          0.000000   \n",
-       "85             217822      0.172000         0.635   0.902          0.000000   \n",
-       "64             180000      0.346000         0.638   0.717          0.000000   \n",
-       "60             210367      0.014300         0.818   0.540          0.000512   \n",
-       "70             204664      0.003810         0.800   0.578          0.000000   \n",
-       "101            201526      0.165000         0.792   0.895          0.000000   \n",
-       "65             179693      0.352000         0.746   0.703          0.000000   \n",
-       "67             223583      0.235000         0.701   0.512          0.000005   \n",
-       "131            269560      0.922000         0.422   0.264          0.000000   \n",
-       "212            218093      0.284000         0.778   0.824          0.000000   \n",
-       "114            217288      0.018500         0.704   0.859          0.000000   \n",
-       "126            218093      0.284000         0.778   0.824          0.000000   \n",
-       "128            239600      0.145000         0.733   0.710          0.115000   \n",
-       "414            391376      0.005740         0.579   0.508          0.000494   \n",
-       "71             215151      0.266000         0.817   0.740          0.000000   \n",
-       "427            208400      0.059100         0.573   0.913          0.001730   \n",
-       "353            391376      0.005740         0.579   0.508          0.000494   \n",
-       "180            262533      0.269000         0.640   0.743          0.000000   \n",
-       "13             269000      0.017900         0.618   0.938          0.000000   \n",
-       "185            228706      0.603000         0.609   0.445          0.000007   \n",
-       "155            262466      0.188000         0.638   0.656          0.000000   \n",
-       "261            140773      0.201000         0.640   0.663          0.008060   \n",
-       "9              203346      0.001720         0.542   0.905          0.010400   \n",
-       "6              199893      0.000504         0.581   0.887          0.001110   \n",
-       "\n",
-       "     key  liveness  loudness  speechiness    tempo  audio_valence  \\\n",
-       "61     1    0.0618    -4.206       0.2290   95.948          0.591   \n",
-       "86     5    0.3720    -3.998       0.1290  136.048          0.650   \n",
-       "85     0    0.1250    -3.559       0.1090  102.063          0.286   \n",
-       "64     2    0.1050    -4.722       0.0337  100.027          0.249   \n",
-       "60     6    0.0990    -6.350       0.0544   97.064          0.174   \n",
-       "70     4    0.3590    -5.144       0.0485  143.010          0.367   \n",
-       "101    1    0.0501    -3.112       0.0589   94.968          0.794   \n",
-       "65     4    0.3310    -4.179       0.1070  166.043          0.667   \n",
-       "67     0    0.1350    -6.869       0.0969   91.947          0.663   \n",
-       "131    8    0.1320    -7.064       0.0322  119.930          0.331   \n",
-       "212   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "114    5    0.0215    -4.877       0.0996  105.115          0.926   \n",
-       "126   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "128    5    0.0956    -5.849       0.0292  127.975          0.965   \n",
-       "414    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "71    11    0.0992    -4.566       0.2830  130.040          0.674   \n",
-       "427    6    0.1560    -4.793       0.1320  115.715          0.422   \n",
-       "353    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "180   10    0.1010    -4.080       0.0379  122.035          0.361   \n",
-       "13     9    0.1670    -3.442       0.0456   91.455          0.875   \n",
-       "185    7    0.1040    -9.129       0.1060  118.393          0.166   \n",
-       "155    5    0.1460    -5.886       0.0357  104.036          0.225   \n",
-       "261    0    0.1520    -7.516       0.0374  132.770          0.663   \n",
-       "9      9    0.1360    -5.653       0.0540  153.398          0.374   \n",
-       "6      4    0.2680    -3.659       0.0624   90.578          0.724   \n",
-       "\n",
-       "     danceable_valence  \n",
-       "61               1.432  \n",
-       "86               1.466  \n",
-       "85               0.921  \n",
-       "64               0.887  \n",
-       "60               0.992  \n",
-       "70               1.167  \n",
-       "101              1.586  \n",
-       "65               1.413  \n",
-       "67               1.364  \n",
-       "131              0.753  \n",
-       "212              1.534  \n",
-       "114              1.630  \n",
-       "126              1.534  \n",
-       "128              1.698  \n",
-       "414              1.188  \n",
-       "71               1.491  \n",
-       "427              0.995  \n",
-       "353              1.188  \n",
-       "180              1.001  \n",
-       "13               1.493  \n",
-       "185              0.775  \n",
-       "155              0.863  \n",
-       "261              1.303  \n",
-       "9                0.916  \n",
-       "6                1.305  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "most_popular = songs_cleaned.sort_values(\"song_popularity\", ascending=False).head(25)\n",
-    "most_popular #these songs are the top popular songs in this dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3dbff90c-9783-48d0-ac86-4b9f8bf49a8b",
-   "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>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>0.000003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>0.2290</td>\n",
-       "      <td>95.948</td>\n",
-       "      <td>0.591</td>\n",
-       "      <td>1.432</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>0.1290</td>\n",
-       "      <td>136.048</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>1.466</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>0.1090</td>\n",
-       "      <td>102.063</td>\n",
-       "      <td>0.286</td>\n",
-       "      <td>0.921</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>0.0337</td>\n",
-       "      <td>100.027</td>\n",
-       "      <td>0.249</td>\n",
-       "      <td>0.887</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>0.000512</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>0.0544</td>\n",
-       "      <td>97.064</td>\n",
-       "      <td>0.174</td>\n",
-       "      <td>0.992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>0.0485</td>\n",
-       "      <td>143.010</td>\n",
-       "      <td>0.367</td>\n",
-       "      <td>1.167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>94.968</td>\n",
-       "      <td>0.794</td>\n",
-       "      <td>1.586</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>166.043</td>\n",
-       "      <td>0.667</td>\n",
-       "      <td>1.413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>0.0969</td>\n",
-       "      <td>91.947</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.364</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>0.0322</td>\n",
-       "      <td>119.930</td>\n",
-       "      <td>0.331</td>\n",
-       "      <td>0.753</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>0.0996</td>\n",
-       "      <td>105.115</td>\n",
-       "      <td>0.926</td>\n",
-       "      <td>1.630</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>0.115000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>0.0292</td>\n",
-       "      <td>127.975</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.698</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>0.2830</td>\n",
-       "      <td>130.040</td>\n",
-       "      <td>0.674</td>\n",
-       "      <td>1.491</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>0.001730</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>115.715</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.995</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>0.0379</td>\n",
-       "      <td>122.035</td>\n",
-       "      <td>0.361</td>\n",
-       "      <td>1.001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>0.0456</td>\n",
-       "      <td>91.455</td>\n",
-       "      <td>0.875</td>\n",
-       "      <td>1.493</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>0.1060</td>\n",
-       "      <td>118.393</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.775</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>0.0374</td>\n",
-       "      <td>132.770</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.303</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.010400</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>0.0540</td>\n",
-       "      <td>153.398</td>\n",
-       "      <td>0.374</td>\n",
-       "      <td>0.916</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>0.001110</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>0.0624</td>\n",
-       "      <td>90.578</td>\n",
-       "      <td>0.724</td>\n",
-       "      <td>1.305</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name  song_popularity  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)               98   \n",
-       "86                                        I Like It               95   \n",
-       "85                                             BEBE               95   \n",
-       "64                 Beautiful (feat. Camila Cabello)               94   \n",
-       "60                                MIA (feat. Drake)               94   \n",
-       "70                               Wake Up in the Sky               92   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)               88   \n",
-       "65                                           Celoso               87   \n",
-       "67                                     Real Friends               85   \n",
-       "131                                       All of Me               85   \n",
-       "212                                  Hips Don't Lie               84   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               84   \n",
-       "128                                 Pumped Up Kicks               84   \n",
-       "414                   Hotel California - Remastered               83   \n",
-       "71                                        Está Rico               83   \n",
-       "427                                 Highway to Hell               83   \n",
-       "180                              How to Save a Life               83   \n",
-       "13                                       Can't Stop               81   \n",
-       "185                              If I Ain't Got You               81   \n",
-       "261                                   Fortunate Son               81   \n",
-       "9                                       Sex on Fire               81   \n",
-       "6                                       Last Resort               81   \n",
-       "\n",
-       "     song_duration_ms  acousticness  danceability  energy  instrumentalness  \\\n",
-       "61             212500      0.153000         0.841   0.798          0.000003   \n",
-       "86             253390      0.099000         0.816   0.726          0.000000   \n",
-       "85             217822      0.172000         0.635   0.902          0.000000   \n",
-       "64             180000      0.346000         0.638   0.717          0.000000   \n",
-       "60             210367      0.014300         0.818   0.540          0.000512   \n",
-       "70             204664      0.003810         0.800   0.578          0.000000   \n",
-       "101            201526      0.165000         0.792   0.895          0.000000   \n",
-       "65             179693      0.352000         0.746   0.703          0.000000   \n",
-       "67             223583      0.235000         0.701   0.512          0.000005   \n",
-       "131            269560      0.922000         0.422   0.264          0.000000   \n",
-       "212            218093      0.284000         0.778   0.824          0.000000   \n",
-       "114            217288      0.018500         0.704   0.859          0.000000   \n",
-       "128            239600      0.145000         0.733   0.710          0.115000   \n",
-       "414            391376      0.005740         0.579   0.508          0.000494   \n",
-       "71             215151      0.266000         0.817   0.740          0.000000   \n",
-       "427            208400      0.059100         0.573   0.913          0.001730   \n",
-       "180            262533      0.269000         0.640   0.743          0.000000   \n",
-       "13             269000      0.017900         0.618   0.938          0.000000   \n",
-       "185            228706      0.603000         0.609   0.445          0.000007   \n",
-       "261            140773      0.201000         0.640   0.663          0.008060   \n",
-       "9              203346      0.001720         0.542   0.905          0.010400   \n",
-       "6              199893      0.000504         0.581   0.887          0.001110   \n",
-       "\n",
-       "     key  liveness  loudness  speechiness    tempo  audio_valence  \\\n",
-       "61     1    0.0618    -4.206       0.2290   95.948          0.591   \n",
-       "86     5    0.3720    -3.998       0.1290  136.048          0.650   \n",
-       "85     0    0.1250    -3.559       0.1090  102.063          0.286   \n",
-       "64     2    0.1050    -4.722       0.0337  100.027          0.249   \n",
-       "60     6    0.0990    -6.350       0.0544   97.064          0.174   \n",
-       "70     4    0.3590    -5.144       0.0485  143.010          0.367   \n",
-       "101    1    0.0501    -3.112       0.0589   94.968          0.794   \n",
-       "65     4    0.3310    -4.179       0.1070  166.043          0.667   \n",
-       "67     0    0.1350    -6.869       0.0969   91.947          0.663   \n",
-       "131    8    0.1320    -7.064       0.0322  119.930          0.331   \n",
-       "212   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "114    5    0.0215    -4.877       0.0996  105.115          0.926   \n",
-       "128    5    0.0956    -5.849       0.0292  127.975          0.965   \n",
-       "414    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "71    11    0.0992    -4.566       0.2830  130.040          0.674   \n",
-       "427    6    0.1560    -4.793       0.1320  115.715          0.422   \n",
-       "180   10    0.1010    -4.080       0.0379  122.035          0.361   \n",
-       "13     9    0.1670    -3.442       0.0456   91.455          0.875   \n",
-       "185    7    0.1040    -9.129       0.1060  118.393          0.166   \n",
-       "261    0    0.1520    -7.516       0.0374  132.770          0.663   \n",
-       "9      9    0.1360    -5.653       0.0540  153.398          0.374   \n",
-       "6      4    0.2680    -3.659       0.0624   90.578          0.724   \n",
-       "\n",
-       "     danceable_valence  \n",
-       "61               1.432  \n",
-       "86               1.466  \n",
-       "85               0.921  \n",
-       "64               0.887  \n",
-       "60               0.992  \n",
-       "70               1.167  \n",
-       "101              1.586  \n",
-       "65               1.413  \n",
-       "67               1.364  \n",
-       "131              0.753  \n",
-       "212              1.534  \n",
-       "114              1.630  \n",
-       "128              1.698  \n",
-       "414              1.188  \n",
-       "71               1.491  \n",
-       "427              0.995  \n",
-       "180              1.001  \n",
-       "13               1.493  \n",
-       "185              0.775  \n",
-       "261              1.303  \n",
-       "9                0.916  \n",
-       "6                1.305  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "new_most_popular = most_popular.drop(labels=[353,126,155], axis=0)\n",
-    "new_most_popular\n",
-    "#when individually finding the genre of each song I saw that my data had duplicate rows but with different numbers so I just removed the 2 duplicate rows so I will not get false data.Also, Iwill remove the song \"Bleeding love\" simply because there are many songs with that title and Icannot differentiate them."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9f414127-c26e-49dc-a4bf-38747e65c943",
-   "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",
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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_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "      <th>Genre</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>0.000003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>0.2290</td>\n",
-       "      <td>95.948</td>\n",
-       "      <td>0.591</td>\n",
-       "      <td>1.432</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>0.1290</td>\n",
-       "      <td>136.048</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>1.466</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>0.1090</td>\n",
-       "      <td>102.063</td>\n",
-       "      <td>0.286</td>\n",
-       "      <td>0.921</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>0.0337</td>\n",
-       "      <td>100.027</td>\n",
-       "      <td>0.249</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>0.000512</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>0.0544</td>\n",
-       "      <td>97.064</td>\n",
-       "      <td>0.174</td>\n",
-       "      <td>0.992</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>0.0485</td>\n",
-       "      <td>143.010</td>\n",
-       "      <td>0.367</td>\n",
-       "      <td>1.167</td>\n",
-       "      <td>Hip-Hop/Rap</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>94.968</td>\n",
-       "      <td>0.794</td>\n",
-       "      <td>1.586</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>166.043</td>\n",
-       "      <td>0.667</td>\n",
-       "      <td>1.413</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>0.0969</td>\n",
-       "      <td>91.947</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.364</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>0.0322</td>\n",
-       "      <td>119.930</td>\n",
-       "      <td>0.331</td>\n",
-       "      <td>0.753</td>\n",
-       "      <td>R&amp;B/Soul</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>0.0996</td>\n",
-       "      <td>105.115</td>\n",
-       "      <td>0.926</td>\n",
-       "      <td>1.630</td>\n",
-       "      <td>Funk</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>0.115000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>0.0292</td>\n",
-       "      <td>127.975</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.698</td>\n",
-       "      <td>Electropop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>0.2830</td>\n",
-       "      <td>130.040</td>\n",
-       "      <td>0.674</td>\n",
-       "      <td>1.491</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>0.001730</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>115.715</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.995</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>0.0379</td>\n",
-       "      <td>122.035</td>\n",
-       "      <td>0.361</td>\n",
-       "      <td>1.001</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>0.0456</td>\n",
-       "      <td>91.455</td>\n",
-       "      <td>0.875</td>\n",
-       "      <td>1.493</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>0.1060</td>\n",
-       "      <td>118.393</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.775</td>\n",
-       "      <td>R&amp;B</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>0.0374</td>\n",
-       "      <td>132.770</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.303</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.010400</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>0.0540</td>\n",
-       "      <td>153.398</td>\n",
-       "      <td>0.374</td>\n",
-       "      <td>0.916</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>0.001110</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>0.0624</td>\n",
-       "      <td>90.578</td>\n",
-       "      <td>0.724</td>\n",
-       "      <td>1.305</td>\n",
-       "      <td>Rap metal</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name  song_popularity  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)               98   \n",
-       "86                                        I Like It               95   \n",
-       "85                                             BEBE               95   \n",
-       "64                 Beautiful (feat. Camila Cabello)               94   \n",
-       "60                                MIA (feat. Drake)               94   \n",
-       "70                               Wake Up in the Sky               92   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)               88   \n",
-       "65                                           Celoso               87   \n",
-       "67                                     Real Friends               85   \n",
-       "131                                       All of Me               85   \n",
-       "212                                  Hips Don't Lie               84   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               84   \n",
-       "128                                 Pumped Up Kicks               84   \n",
-       "414                   Hotel California - Remastered               83   \n",
-       "71                                        Está Rico               83   \n",
-       "427                                 Highway to Hell               83   \n",
-       "180                              How to Save a Life               83   \n",
-       "13                                       Can't Stop               81   \n",
-       "185                              If I Ain't Got You               81   \n",
-       "261                                   Fortunate Son               81   \n",
-       "9                                       Sex on Fire               81   \n",
-       "6                                       Last Resort               81   \n",
-       "\n",
-       "     song_duration_ms  acousticness  danceability  energy  instrumentalness  \\\n",
-       "61             212500      0.153000         0.841   0.798          0.000003   \n",
-       "86             253390      0.099000         0.816   0.726          0.000000   \n",
-       "85             217822      0.172000         0.635   0.902          0.000000   \n",
-       "64             180000      0.346000         0.638   0.717          0.000000   \n",
-       "60             210367      0.014300         0.818   0.540          0.000512   \n",
-       "70             204664      0.003810         0.800   0.578          0.000000   \n",
-       "101            201526      0.165000         0.792   0.895          0.000000   \n",
-       "65             179693      0.352000         0.746   0.703          0.000000   \n",
-       "67             223583      0.235000         0.701   0.512          0.000005   \n",
-       "131            269560      0.922000         0.422   0.264          0.000000   \n",
-       "212            218093      0.284000         0.778   0.824          0.000000   \n",
-       "114            217288      0.018500         0.704   0.859          0.000000   \n",
-       "128            239600      0.145000         0.733   0.710          0.115000   \n",
-       "414            391376      0.005740         0.579   0.508          0.000494   \n",
-       "71             215151      0.266000         0.817   0.740          0.000000   \n",
-       "427            208400      0.059100         0.573   0.913          0.001730   \n",
-       "180            262533      0.269000         0.640   0.743          0.000000   \n",
-       "13             269000      0.017900         0.618   0.938          0.000000   \n",
-       "185            228706      0.603000         0.609   0.445          0.000007   \n",
-       "261            140773      0.201000         0.640   0.663          0.008060   \n",
-       "9              203346      0.001720         0.542   0.905          0.010400   \n",
-       "6              199893      0.000504         0.581   0.887          0.001110   \n",
-       "\n",
-       "     key  liveness  loudness  speechiness    tempo  audio_valence  \\\n",
-       "61     1    0.0618    -4.206       0.2290   95.948          0.591   \n",
-       "86     5    0.3720    -3.998       0.1290  136.048          0.650   \n",
-       "85     0    0.1250    -3.559       0.1090  102.063          0.286   \n",
-       "64     2    0.1050    -4.722       0.0337  100.027          0.249   \n",
-       "60     6    0.0990    -6.350       0.0544   97.064          0.174   \n",
-       "70     4    0.3590    -5.144       0.0485  143.010          0.367   \n",
-       "101    1    0.0501    -3.112       0.0589   94.968          0.794   \n",
-       "65     4    0.3310    -4.179       0.1070  166.043          0.667   \n",
-       "67     0    0.1350    -6.869       0.0969   91.947          0.663   \n",
-       "131    8    0.1320    -7.064       0.0322  119.930          0.331   \n",
-       "212   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "114    5    0.0215    -4.877       0.0996  105.115          0.926   \n",
-       "128    5    0.0956    -5.849       0.0292  127.975          0.965   \n",
-       "414    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "71    11    0.0992    -4.566       0.2830  130.040          0.674   \n",
-       "427    6    0.1560    -4.793       0.1320  115.715          0.422   \n",
-       "180   10    0.1010    -4.080       0.0379  122.035          0.361   \n",
-       "13     9    0.1670    -3.442       0.0456   91.455          0.875   \n",
-       "185    7    0.1040    -9.129       0.1060  118.393          0.166   \n",
-       "261    0    0.1520    -7.516       0.0374  132.770          0.663   \n",
-       "9      9    0.1360    -5.653       0.0540  153.398          0.374   \n",
-       "6      4    0.2680    -3.659       0.0624   90.578          0.724   \n",
-       "\n",
-       "     danceable_valence              Genre  \n",
-       "61               1.432         Electronic  \n",
-       "86               1.466       Latin Urbano  \n",
-       "85               0.921       Latin Urbano  \n",
-       "64               0.887         Electronic  \n",
-       "60               0.992       Latin Urbano  \n",
-       "70               1.167        Hip-Hop/Rap  \n",
-       "101              1.586       Latin Urbano  \n",
-       "65               1.413         Electronic  \n",
-       "67               1.364                Pop  \n",
-       "131              0.753           R&B/Soul  \n",
-       "212              1.534                Pop  \n",
-       "114              1.630               Funk  \n",
-       "128              1.698         Electropop  \n",
-       "414              1.188               Rock  \n",
-       "71               1.491       Latin Urbano  \n",
-       "427              0.995               Rock  \n",
-       "180              1.001               Rock  \n",
-       "13               1.493  Alternative/Indie  \n",
-       "185              0.775                R&B  \n",
-       "261              1.303               Rock  \n",
-       "9                0.916  Alternative/Indie  \n",
-       "6                1.305          Rap metal  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# After all my sorting, I now have the genres of the top 22 songs in my dataset and I will addthem into my data under a new column titled \"genre\".\n",
-    "Genre = ['Electronic' , 'Latin Urbano' , 'Latin Urbano' , 'Electronic' , 'Latin Urbano' , 'Hip-Hop/Rap'\n",
-    ", 'Latin Urbano' , 'Electronic' , 'Pop' , 'R&B/Soul' , 'Pop' , 'Funk' , 'Electropop' , 'Rock' , 'Latin Urbano' , 'Rock' , 'Rock' , 'Alternative/Indie' , 'R&B' , 'Rock' , 'Alternative/Indie' , 'Rap metal']\n",
-    "new_most_popular['Genre'] = Genre\n",
-    "new_most_popular"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "29049a69-9500-4a5f-afff-122f7adcec68",
-   "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",
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-       "\n",
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-       "        text-align: right;\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_name</th>\n",
-       "      <th>Genre</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>spechiness</th>\n",
-       "      <th>tempoaudio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>Electronic</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.432</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.466</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.921</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>Electronic</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.887</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>Hip-Hop/Rap</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.586</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>Electronic</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>Pop</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.364</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>R&amp;B/Soul</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.753</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>Pop</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.534</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>Funk</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.630</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>Electropop</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.698</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>Rock</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.491</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>Rock</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.995</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>Rock</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.493</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>R&amp;B</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.775</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>Rock</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.303</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.916</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>Rap metal</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.305</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name              Genre  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)         Electronic   \n",
-       "86                                        I Like It       Latin Urbano   \n",
-       "85                                             BEBE       Latin Urbano   \n",
-       "64                 Beautiful (feat. Camila Cabello)         Electronic   \n",
-       "60                                MIA (feat. Drake)       Latin Urbano   \n",
-       "70                               Wake Up in the Sky        Hip-Hop/Rap   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)       Latin Urbano   \n",
-       "65                                           Celoso         Electronic   \n",
-       "67                                     Real Friends                Pop   \n",
-       "131                                       All of Me           R&B/Soul   \n",
-       "212                                  Hips Don't Lie                Pop   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               Funk   \n",
-       "128                                 Pumped Up Kicks         Electropop   \n",
-       "414                   Hotel California - Remastered               Rock   \n",
-       "71                                        Está Rico       Latin Urbano   \n",
-       "427                                 Highway to Hell               Rock   \n",
-       "180                              How to Save a Life               Rock   \n",
-       "13                                       Can't Stop  Alternative/Indie   \n",
-       "185                              If I Ain't Got You                R&B   \n",
-       "261                                   Fortunate Son               Rock   \n",
-       "9                                       Sex on Fire  Alternative/Indie   \n",
-       "6                                       Last Resort          Rap metal   \n",
-       "\n",
-       "     song_popularity  song_duration_ms  acousticness  danceability  energy  \\\n",
-       "61                98            212500      0.153000         0.841   0.798   \n",
-       "86                95            253390      0.099000         0.816   0.726   \n",
-       "85                95            217822      0.172000         0.635   0.902   \n",
-       "64                94            180000      0.346000         0.638   0.717   \n",
-       "60                94            210367      0.014300         0.818   0.540   \n",
-       "70                92            204664      0.003810         0.800   0.578   \n",
-       "101               88            201526      0.165000         0.792   0.895   \n",
-       "65                87            179693      0.352000         0.746   0.703   \n",
-       "67                85            223583      0.235000         0.701   0.512   \n",
-       "131               85            269560      0.922000         0.422   0.264   \n",
-       "212               84            218093      0.284000         0.778   0.824   \n",
-       "114               84            217288      0.018500         0.704   0.859   \n",
-       "128               84            239600      0.145000         0.733   0.710   \n",
-       "414               83            391376      0.005740         0.579   0.508   \n",
-       "71                83            215151      0.266000         0.817   0.740   \n",
-       "427               83            208400      0.059100         0.573   0.913   \n",
-       "180               83            262533      0.269000         0.640   0.743   \n",
-       "13                81            269000      0.017900         0.618   0.938   \n",
-       "185               81            228706      0.603000         0.609   0.445   \n",
-       "261               81            140773      0.201000         0.640   0.663   \n",
-       "9                 81            203346      0.001720         0.542   0.905   \n",
-       "6                 81            199893      0.000504         0.581   0.887   \n",
-       "\n",
-       "     key  liveness  loudness  spechiness  tempoaudio_valence  \\\n",
-       "61     1    0.0618    -4.206         NaN                 NaN   \n",
-       "86     5    0.3720    -3.998         NaN                 NaN   \n",
-       "85     0    0.1250    -3.559         NaN                 NaN   \n",
-       "64     2    0.1050    -4.722         NaN                 NaN   \n",
-       "60     6    0.0990    -6.350         NaN                 NaN   \n",
-       "70     4    0.3590    -5.144         NaN                 NaN   \n",
-       "101    1    0.0501    -3.112         NaN                 NaN   \n",
-       "65     4    0.3310    -4.179         NaN                 NaN   \n",
-       "67     0    0.1350    -6.869         NaN                 NaN   \n",
-       "131    8    0.1320    -7.064         NaN                 NaN   \n",
-       "212   10    0.4050    -5.892         NaN                 NaN   \n",
-       "114    5    0.0215    -4.877         NaN                 NaN   \n",
-       "128    5    0.0956    -5.849         NaN                 NaN   \n",
-       "414    2    0.0575    -9.484         NaN                 NaN   \n",
-       "71    11    0.0992    -4.566         NaN                 NaN   \n",
-       "427    6    0.1560    -4.793         NaN                 NaN   \n",
-       "180   10    0.1010    -4.080         NaN                 NaN   \n",
-       "13     9    0.1670    -3.442         NaN                 NaN   \n",
-       "185    7    0.1040    -9.129         NaN                 NaN   \n",
-       "261    0    0.1520    -7.516         NaN                 NaN   \n",
-       "9      9    0.1360    -5.653         NaN                 NaN   \n",
-       "6      4    0.2680    -3.659         NaN                 NaN   \n",
-       "\n",
-       "     danceable_valence  \n",
-       "61               1.432  \n",
-       "86               1.466  \n",
-       "85               0.921  \n",
-       "64               0.887  \n",
-       "60               0.992  \n",
-       "70               1.167  \n",
-       "101              1.586  \n",
-       "65               1.413  \n",
-       "67               1.364  \n",
-       "131              0.753  \n",
-       "212              1.534  \n",
-       "114              1.630  \n",
-       "128              1.698  \n",
-       "414              1.188  \n",
-       "71               1.491  \n",
-       "427              0.995  \n",
-       "180              1.001  \n",
-       "13               1.493  \n",
-       "185              0.775  \n",
-       "261              1.303  \n",
-       "9                0.916  \n",
-       "6                1.305  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "new_most_popular_2 = new_most_popular.reindex(columns=['song_name', 'Genre',\n",
-    "'song_popularity', 'song_duration_ms', 'acousticness','danceability', 'energy', 'key', 'liveness',\n",
-    "'loudness' , 'spechiness' , 'tempo' 'audio_valence' , 'danceable_valence'])\n",
-    "new_most_popular_2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc5ceb32-4a87-4e56-b6da-b3fca2ff97a0",
-   "metadata": {},
-   "source": [
-    "\n",
-    "# Method Chain building"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cec90490-24e2-4480-b4a6-aac3eb5f47c0",
-   "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>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "      <th>Genre</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>0.000003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>0.2290</td>\n",
-       "      <td>95.948</td>\n",
-       "      <td>0.591</td>\n",
-       "      <td>1.432</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>0.1290</td>\n",
-       "      <td>136.048</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>1.466</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>0.1090</td>\n",
-       "      <td>102.063</td>\n",
-       "      <td>0.286</td>\n",
-       "      <td>0.921</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>0.0337</td>\n",
-       "      <td>100.027</td>\n",
-       "      <td>0.249</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>0.000512</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>0.0544</td>\n",
-       "      <td>97.064</td>\n",
-       "      <td>0.174</td>\n",
-       "      <td>0.992</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>0.0485</td>\n",
-       "      <td>143.010</td>\n",
-       "      <td>0.367</td>\n",
-       "      <td>1.167</td>\n",
-       "      <td>Hip-Hop/Rap</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>94.968</td>\n",
-       "      <td>0.794</td>\n",
-       "      <td>1.586</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>166.043</td>\n",
-       "      <td>0.667</td>\n",
-       "      <td>1.413</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>0.0969</td>\n",
-       "      <td>91.947</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.364</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>0.0322</td>\n",
-       "      <td>119.930</td>\n",
-       "      <td>0.331</td>\n",
-       "      <td>0.753</td>\n",
-       "      <td>R&amp;B/Soul</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>0.0996</td>\n",
-       "      <td>105.115</td>\n",
-       "      <td>0.926</td>\n",
-       "      <td>1.630</td>\n",
-       "      <td>Funk</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>0.115000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>0.0292</td>\n",
-       "      <td>127.975</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.698</td>\n",
-       "      <td>Electropop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>0.2830</td>\n",
-       "      <td>130.040</td>\n",
-       "      <td>0.674</td>\n",
-       "      <td>1.491</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>0.001730</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>115.715</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.995</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>0.0379</td>\n",
-       "      <td>122.035</td>\n",
-       "      <td>0.361</td>\n",
-       "      <td>1.001</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>0.0456</td>\n",
-       "      <td>91.455</td>\n",
-       "      <td>0.875</td>\n",
-       "      <td>1.493</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>0.1060</td>\n",
-       "      <td>118.393</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.775</td>\n",
-       "      <td>R&amp;B</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>0.0374</td>\n",
-       "      <td>132.770</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.303</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.010400</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>0.0540</td>\n",
-       "      <td>153.398</td>\n",
-       "      <td>0.374</td>\n",
-       "      <td>0.916</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>0.001110</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>0.0624</td>\n",
-       "      <td>90.578</td>\n",
-       "      <td>0.724</td>\n",
-       "      <td>1.305</td>\n",
-       "      <td>Rap metal</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name  song_popularity  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)               98   \n",
-       "86                                        I Like It               95   \n",
-       "85                                             BEBE               95   \n",
-       "64                 Beautiful (feat. Camila Cabello)               94   \n",
-       "60                                MIA (feat. Drake)               94   \n",
-       "70                               Wake Up in the Sky               92   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)               88   \n",
-       "65                                           Celoso               87   \n",
-       "67                                     Real Friends               85   \n",
-       "131                                       All of Me               85   \n",
-       "212                                  Hips Don't Lie               84   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               84   \n",
-       "128                                 Pumped Up Kicks               84   \n",
-       "414                   Hotel California - Remastered               83   \n",
-       "71                                        Está Rico               83   \n",
-       "427                                 Highway to Hell               83   \n",
-       "180                              How to Save a Life               83   \n",
-       "13                                       Can't Stop               81   \n",
-       "185                              If I Ain't Got You               81   \n",
-       "261                                   Fortunate Son               81   \n",
-       "9                                       Sex on Fire               81   \n",
-       "6                                       Last Resort               81   \n",
-       "\n",
-       "     song_duration_ms  acousticness  danceability  energy  instrumentalness  \\\n",
-       "61             212500      0.153000         0.841   0.798          0.000003   \n",
-       "86             253390      0.099000         0.816   0.726          0.000000   \n",
-       "85             217822      0.172000         0.635   0.902          0.000000   \n",
-       "64             180000      0.346000         0.638   0.717          0.000000   \n",
-       "60             210367      0.014300         0.818   0.540          0.000512   \n",
-       "70             204664      0.003810         0.800   0.578          0.000000   \n",
-       "101            201526      0.165000         0.792   0.895          0.000000   \n",
-       "65             179693      0.352000         0.746   0.703          0.000000   \n",
-       "67             223583      0.235000         0.701   0.512          0.000005   \n",
-       "131            269560      0.922000         0.422   0.264          0.000000   \n",
-       "212            218093      0.284000         0.778   0.824          0.000000   \n",
-       "114            217288      0.018500         0.704   0.859          0.000000   \n",
-       "128            239600      0.145000         0.733   0.710          0.115000   \n",
-       "414            391376      0.005740         0.579   0.508          0.000494   \n",
-       "71             215151      0.266000         0.817   0.740          0.000000   \n",
-       "427            208400      0.059100         0.573   0.913          0.001730   \n",
-       "180            262533      0.269000         0.640   0.743          0.000000   \n",
-       "13             269000      0.017900         0.618   0.938          0.000000   \n",
-       "185            228706      0.603000         0.609   0.445          0.000007   \n",
-       "261            140773      0.201000         0.640   0.663          0.008060   \n",
-       "9              203346      0.001720         0.542   0.905          0.010400   \n",
-       "6              199893      0.000504         0.581   0.887          0.001110   \n",
-       "\n",
-       "     key  liveness  loudness  speechiness    tempo  audio_valence  \\\n",
-       "61     1    0.0618    -4.206       0.2290   95.948          0.591   \n",
-       "86     5    0.3720    -3.998       0.1290  136.048          0.650   \n",
-       "85     0    0.1250    -3.559       0.1090  102.063          0.286   \n",
-       "64     2    0.1050    -4.722       0.0337  100.027          0.249   \n",
-       "60     6    0.0990    -6.350       0.0544   97.064          0.174   \n",
-       "70     4    0.3590    -5.144       0.0485  143.010          0.367   \n",
-       "101    1    0.0501    -3.112       0.0589   94.968          0.794   \n",
-       "65     4    0.3310    -4.179       0.1070  166.043          0.667   \n",
-       "67     0    0.1350    -6.869       0.0969   91.947          0.663   \n",
-       "131    8    0.1320    -7.064       0.0322  119.930          0.331   \n",
-       "212   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "114    5    0.0215    -4.877       0.0996  105.115          0.926   \n",
-       "128    5    0.0956    -5.849       0.0292  127.975          0.965   \n",
-       "414    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "71    11    0.0992    -4.566       0.2830  130.040          0.674   \n",
-       "427    6    0.1560    -4.793       0.1320  115.715          0.422   \n",
-       "180   10    0.1010    -4.080       0.0379  122.035          0.361   \n",
-       "13     9    0.1670    -3.442       0.0456   91.455          0.875   \n",
-       "185    7    0.1040    -9.129       0.1060  118.393          0.166   \n",
-       "261    0    0.1520    -7.516       0.0374  132.770          0.663   \n",
-       "9      9    0.1360    -5.653       0.0540  153.398          0.374   \n",
-       "6      4    0.2680    -3.659       0.0624   90.578          0.724   \n",
-       "\n",
-       "     danceable_valence              Genre  \n",
-       "61               1.432         Electronic  \n",
-       "86               1.466       Latin Urbano  \n",
-       "85               0.921       Latin Urbano  \n",
-       "64               0.887         Electronic  \n",
-       "60               0.992       Latin Urbano  \n",
-       "70               1.167        Hip-Hop/Rap  \n",
-       "101              1.586       Latin Urbano  \n",
-       "65               1.413         Electronic  \n",
-       "67               1.364                Pop  \n",
-       "131              0.753           R&B/Soul  \n",
-       "212              1.534                Pop  \n",
-       "114              1.630               Funk  \n",
-       "128              1.698         Electropop  \n",
-       "414              1.188               Rock  \n",
-       "71               1.491       Latin Urbano  \n",
-       "427              0.995               Rock  \n",
-       "180              1.001               Rock  \n",
-       "13               1.493  Alternative/Indie  \n",
-       "185              0.775                R&B  \n",
-       "261              1.303               Rock  \n",
-       "9                0.916  Alternative/Indie  \n",
-       "6                1.305          Rap metal  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#This code builds the method chain of the above codes\n",
-    "Genre = ['Electronic', 'Latin Urbano', 'Latin Urbano', 'Electronic', 'Latin Urbano', 'Hip-Hop/Rap',\n",
-    "'Latin Urbano', 'Electronic', 'Pop', 'R&B/Soul', 'Pop', 'Funk', 'Electropop', 'Rock', 'Latin Urbano',\n",
-    "'Rock', 'Rock', 'Alternative/Indie', 'R&B', 'Rock', 'Alternative/Indie', 'Rap metal']\n",
-    "new_most_popular = (songs_cleaned\n",
-    "\n",
-    ".sort_values(\"song_popularity\", ascending=False)\n",
-    ".head(25)\n",
-    ".drop(labels=[353, 126, 155], axis=0)\n",
-    ".assign(Genre=Genre))\n",
-    "\n",
-    "new_most_popular"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "94a2fa49-0686-4392-93a6-24011690ebe1",
-   "metadata": {},
-   "source": [
-    "# Wrapping method chain in function"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "94c37304-43f1-4cdb-bd86-d87da197b114",
-   "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>song_name</th>\n",
-       "      <th>song_popularity</th>\n",
-       "      <th>song_duration_ms</th>\n",
-       "      <th>acousticness</th>\n",
-       "      <th>danceability</th>\n",
-       "      <th>energy</th>\n",
-       "      <th>instrumentalness</th>\n",
-       "      <th>key</th>\n",
-       "      <th>liveness</th>\n",
-       "      <th>loudness</th>\n",
-       "      <th>speechiness</th>\n",
-       "      <th>tempo</th>\n",
-       "      <th>audio_valence</th>\n",
-       "      <th>danceable_valence</th>\n",
-       "      <th>Genre</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>Taki Taki (with Selena Gomez, Ozuna &amp; Cardi B)</td>\n",
-       "      <td>98</td>\n",
-       "      <td>212500</td>\n",
-       "      <td>0.153000</td>\n",
-       "      <td>0.841</td>\n",
-       "      <td>0.798</td>\n",
-       "      <td>0.000003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0618</td>\n",
-       "      <td>-4.206</td>\n",
-       "      <td>0.2290</td>\n",
-       "      <td>95.948</td>\n",
-       "      <td>0.591</td>\n",
-       "      <td>1.432</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>I Like It</td>\n",
-       "      <td>95</td>\n",
-       "      <td>253390</td>\n",
-       "      <td>0.099000</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>0.726</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3720</td>\n",
-       "      <td>-3.998</td>\n",
-       "      <td>0.1290</td>\n",
-       "      <td>136.048</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>1.466</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>BEBE</td>\n",
-       "      <td>95</td>\n",
-       "      <td>217822</td>\n",
-       "      <td>0.172000</td>\n",
-       "      <td>0.635</td>\n",
-       "      <td>0.902</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1250</td>\n",
-       "      <td>-3.559</td>\n",
-       "      <td>0.1090</td>\n",
-       "      <td>102.063</td>\n",
-       "      <td>0.286</td>\n",
-       "      <td>0.921</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>Beautiful (feat. Camila Cabello)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>0.346000</td>\n",
-       "      <td>0.638</td>\n",
-       "      <td>0.717</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.1050</td>\n",
-       "      <td>-4.722</td>\n",
-       "      <td>0.0337</td>\n",
-       "      <td>100.027</td>\n",
-       "      <td>0.249</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>MIA (feat. Drake)</td>\n",
-       "      <td>94</td>\n",
-       "      <td>210367</td>\n",
-       "      <td>0.014300</td>\n",
-       "      <td>0.818</td>\n",
-       "      <td>0.540</td>\n",
-       "      <td>0.000512</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.0990</td>\n",
-       "      <td>-6.350</td>\n",
-       "      <td>0.0544</td>\n",
-       "      <td>97.064</td>\n",
-       "      <td>0.174</td>\n",
-       "      <td>0.992</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Wake Up in the Sky</td>\n",
-       "      <td>92</td>\n",
-       "      <td>204664</td>\n",
-       "      <td>0.003810</td>\n",
-       "      <td>0.800</td>\n",
-       "      <td>0.578</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3590</td>\n",
-       "      <td>-5.144</td>\n",
-       "      <td>0.0485</td>\n",
-       "      <td>143.010</td>\n",
-       "      <td>0.367</td>\n",
-       "      <td>1.167</td>\n",
-       "      <td>Hip-Hop/Rap</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>1, 2, 3 (feat. Jason Derulo &amp; De La Ghetto)</td>\n",
-       "      <td>88</td>\n",
-       "      <td>201526</td>\n",
-       "      <td>0.165000</td>\n",
-       "      <td>0.792</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0501</td>\n",
-       "      <td>-3.112</td>\n",
-       "      <td>0.0589</td>\n",
-       "      <td>94.968</td>\n",
-       "      <td>0.794</td>\n",
-       "      <td>1.586</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Celoso</td>\n",
-       "      <td>87</td>\n",
-       "      <td>179693</td>\n",
-       "      <td>0.352000</td>\n",
-       "      <td>0.746</td>\n",
-       "      <td>0.703</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.3310</td>\n",
-       "      <td>-4.179</td>\n",
-       "      <td>0.1070</td>\n",
-       "      <td>166.043</td>\n",
-       "      <td>0.667</td>\n",
-       "      <td>1.413</td>\n",
-       "      <td>Electronic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Real Friends</td>\n",
-       "      <td>85</td>\n",
-       "      <td>223583</td>\n",
-       "      <td>0.235000</td>\n",
-       "      <td>0.701</td>\n",
-       "      <td>0.512</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1350</td>\n",
-       "      <td>-6.869</td>\n",
-       "      <td>0.0969</td>\n",
-       "      <td>91.947</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.364</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>All of Me</td>\n",
-       "      <td>85</td>\n",
-       "      <td>269560</td>\n",
-       "      <td>0.922000</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.264</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>-7.064</td>\n",
-       "      <td>0.0322</td>\n",
-       "      <td>119.930</td>\n",
-       "      <td>0.331</td>\n",
-       "      <td>0.753</td>\n",
-       "      <td>R&amp;B/Soul</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>212</th>\n",
-       "      <td>Hips Don't Lie</td>\n",
-       "      <td>84</td>\n",
-       "      <td>218093</td>\n",
-       "      <td>0.284000</td>\n",
-       "      <td>0.778</td>\n",
-       "      <td>0.824</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.4050</td>\n",
-       "      <td>-5.892</td>\n",
-       "      <td>0.0712</td>\n",
-       "      <td>100.024</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>1.534</td>\n",
-       "      <td>Pop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>Finesse (Remix) [feat. Cardi B]</td>\n",
-       "      <td>84</td>\n",
-       "      <td>217288</td>\n",
-       "      <td>0.018500</td>\n",
-       "      <td>0.704</td>\n",
-       "      <td>0.859</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0215</td>\n",
-       "      <td>-4.877</td>\n",
-       "      <td>0.0996</td>\n",
-       "      <td>105.115</td>\n",
-       "      <td>0.926</td>\n",
-       "      <td>1.630</td>\n",
-       "      <td>Funk</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>Pumped Up Kicks</td>\n",
-       "      <td>84</td>\n",
-       "      <td>239600</td>\n",
-       "      <td>0.145000</td>\n",
-       "      <td>0.733</td>\n",
-       "      <td>0.710</td>\n",
-       "      <td>0.115000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.0956</td>\n",
-       "      <td>-5.849</td>\n",
-       "      <td>0.0292</td>\n",
-       "      <td>127.975</td>\n",
-       "      <td>0.965</td>\n",
-       "      <td>1.698</td>\n",
-       "      <td>Electropop</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>414</th>\n",
-       "      <td>Hotel California - Remastered</td>\n",
-       "      <td>83</td>\n",
-       "      <td>391376</td>\n",
-       "      <td>0.005740</td>\n",
-       "      <td>0.579</td>\n",
-       "      <td>0.508</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0575</td>\n",
-       "      <td>-9.484</td>\n",
-       "      <td>0.0270</td>\n",
-       "      <td>147.125</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>1.188</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Está Rico</td>\n",
-       "      <td>83</td>\n",
-       "      <td>215151</td>\n",
-       "      <td>0.266000</td>\n",
-       "      <td>0.817</td>\n",
-       "      <td>0.740</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.0992</td>\n",
-       "      <td>-4.566</td>\n",
-       "      <td>0.2830</td>\n",
-       "      <td>130.040</td>\n",
-       "      <td>0.674</td>\n",
-       "      <td>1.491</td>\n",
-       "      <td>Latin Urbano</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>427</th>\n",
-       "      <td>Highway to Hell</td>\n",
-       "      <td>83</td>\n",
-       "      <td>208400</td>\n",
-       "      <td>0.059100</td>\n",
-       "      <td>0.573</td>\n",
-       "      <td>0.913</td>\n",
-       "      <td>0.001730</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.1560</td>\n",
-       "      <td>-4.793</td>\n",
-       "      <td>0.1320</td>\n",
-       "      <td>115.715</td>\n",
-       "      <td>0.422</td>\n",
-       "      <td>0.995</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>How to Save a Life</td>\n",
-       "      <td>83</td>\n",
-       "      <td>262533</td>\n",
-       "      <td>0.269000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.743</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.1010</td>\n",
-       "      <td>-4.080</td>\n",
-       "      <td>0.0379</td>\n",
-       "      <td>122.035</td>\n",
-       "      <td>0.361</td>\n",
-       "      <td>1.001</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Can't Stop</td>\n",
-       "      <td>81</td>\n",
-       "      <td>269000</td>\n",
-       "      <td>0.017900</td>\n",
-       "      <td>0.618</td>\n",
-       "      <td>0.938</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1670</td>\n",
-       "      <td>-3.442</td>\n",
-       "      <td>0.0456</td>\n",
-       "      <td>91.455</td>\n",
-       "      <td>0.875</td>\n",
-       "      <td>1.493</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>185</th>\n",
-       "      <td>If I Ain't Got You</td>\n",
-       "      <td>81</td>\n",
-       "      <td>228706</td>\n",
-       "      <td>0.603000</td>\n",
-       "      <td>0.609</td>\n",
-       "      <td>0.445</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.1040</td>\n",
-       "      <td>-9.129</td>\n",
-       "      <td>0.1060</td>\n",
-       "      <td>118.393</td>\n",
-       "      <td>0.166</td>\n",
-       "      <td>0.775</td>\n",
-       "      <td>R&amp;B</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>Fortunate Son</td>\n",
-       "      <td>81</td>\n",
-       "      <td>140773</td>\n",
-       "      <td>0.201000</td>\n",
-       "      <td>0.640</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.1520</td>\n",
-       "      <td>-7.516</td>\n",
-       "      <td>0.0374</td>\n",
-       "      <td>132.770</td>\n",
-       "      <td>0.663</td>\n",
-       "      <td>1.303</td>\n",
-       "      <td>Rock</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Sex on Fire</td>\n",
-       "      <td>81</td>\n",
-       "      <td>203346</td>\n",
-       "      <td>0.001720</td>\n",
-       "      <td>0.542</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.010400</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.1360</td>\n",
-       "      <td>-5.653</td>\n",
-       "      <td>0.0540</td>\n",
-       "      <td>153.398</td>\n",
-       "      <td>0.374</td>\n",
-       "      <td>0.916</td>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Last Resort</td>\n",
-       "      <td>81</td>\n",
-       "      <td>199893</td>\n",
-       "      <td>0.000504</td>\n",
-       "      <td>0.581</td>\n",
-       "      <td>0.887</td>\n",
-       "      <td>0.001110</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>-3.659</td>\n",
-       "      <td>0.0624</td>\n",
-       "      <td>90.578</td>\n",
-       "      <td>0.724</td>\n",
-       "      <td>1.305</td>\n",
-       "      <td>Rap metal</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                          song_name  song_popularity  \\\n",
-       "61   Taki Taki (with Selena Gomez, Ozuna & Cardi B)               98   \n",
-       "86                                        I Like It               95   \n",
-       "85                                             BEBE               95   \n",
-       "64                 Beautiful (feat. Camila Cabello)               94   \n",
-       "60                                MIA (feat. Drake)               94   \n",
-       "70                               Wake Up in the Sky               92   \n",
-       "101     1, 2, 3 (feat. Jason Derulo & De La Ghetto)               88   \n",
-       "65                                           Celoso               87   \n",
-       "67                                     Real Friends               85   \n",
-       "131                                       All of Me               85   \n",
-       "212                                  Hips Don't Lie               84   \n",
-       "114                 Finesse (Remix) [feat. Cardi B]               84   \n",
-       "128                                 Pumped Up Kicks               84   \n",
-       "414                   Hotel California - Remastered               83   \n",
-       "71                                        Está Rico               83   \n",
-       "427                                 Highway to Hell               83   \n",
-       "180                              How to Save a Life               83   \n",
-       "13                                       Can't Stop               81   \n",
-       "185                              If I Ain't Got You               81   \n",
-       "261                                   Fortunate Son               81   \n",
-       "9                                       Sex on Fire               81   \n",
-       "6                                       Last Resort               81   \n",
-       "\n",
-       "     song_duration_ms  acousticness  danceability  energy  instrumentalness  \\\n",
-       "61             212500      0.153000         0.841   0.798          0.000003   \n",
-       "86             253390      0.099000         0.816   0.726          0.000000   \n",
-       "85             217822      0.172000         0.635   0.902          0.000000   \n",
-       "64             180000      0.346000         0.638   0.717          0.000000   \n",
-       "60             210367      0.014300         0.818   0.540          0.000512   \n",
-       "70             204664      0.003810         0.800   0.578          0.000000   \n",
-       "101            201526      0.165000         0.792   0.895          0.000000   \n",
-       "65             179693      0.352000         0.746   0.703          0.000000   \n",
-       "67             223583      0.235000         0.701   0.512          0.000005   \n",
-       "131            269560      0.922000         0.422   0.264          0.000000   \n",
-       "212            218093      0.284000         0.778   0.824          0.000000   \n",
-       "114            217288      0.018500         0.704   0.859          0.000000   \n",
-       "128            239600      0.145000         0.733   0.710          0.115000   \n",
-       "414            391376      0.005740         0.579   0.508          0.000494   \n",
-       "71             215151      0.266000         0.817   0.740          0.000000   \n",
-       "427            208400      0.059100         0.573   0.913          0.001730   \n",
-       "180            262533      0.269000         0.640   0.743          0.000000   \n",
-       "13             269000      0.017900         0.618   0.938          0.000000   \n",
-       "185            228706      0.603000         0.609   0.445          0.000007   \n",
-       "261            140773      0.201000         0.640   0.663          0.008060   \n",
-       "9              203346      0.001720         0.542   0.905          0.010400   \n",
-       "6              199893      0.000504         0.581   0.887          0.001110   \n",
-       "\n",
-       "     key  liveness  loudness  speechiness    tempo  audio_valence  \\\n",
-       "61     1    0.0618    -4.206       0.2290   95.948          0.591   \n",
-       "86     5    0.3720    -3.998       0.1290  136.048          0.650   \n",
-       "85     0    0.1250    -3.559       0.1090  102.063          0.286   \n",
-       "64     2    0.1050    -4.722       0.0337  100.027          0.249   \n",
-       "60     6    0.0990    -6.350       0.0544   97.064          0.174   \n",
-       "70     4    0.3590    -5.144       0.0485  143.010          0.367   \n",
-       "101    1    0.0501    -3.112       0.0589   94.968          0.794   \n",
-       "65     4    0.3310    -4.179       0.1070  166.043          0.667   \n",
-       "67     0    0.1350    -6.869       0.0969   91.947          0.663   \n",
-       "131    8    0.1320    -7.064       0.0322  119.930          0.331   \n",
-       "212   10    0.4050    -5.892       0.0712  100.024          0.756   \n",
-       "114    5    0.0215    -4.877       0.0996  105.115          0.926   \n",
-       "128    5    0.0956    -5.849       0.0292  127.975          0.965   \n",
-       "414    2    0.0575    -9.484       0.0270  147.125          0.609   \n",
-       "71    11    0.0992    -4.566       0.2830  130.040          0.674   \n",
-       "427    6    0.1560    -4.793       0.1320  115.715          0.422   \n",
-       "180   10    0.1010    -4.080       0.0379  122.035          0.361   \n",
-       "13     9    0.1670    -3.442       0.0456   91.455          0.875   \n",
-       "185    7    0.1040    -9.129       0.1060  118.393          0.166   \n",
-       "261    0    0.1520    -7.516       0.0374  132.770          0.663   \n",
-       "9      9    0.1360    -5.653       0.0540  153.398          0.374   \n",
-       "6      4    0.2680    -3.659       0.0624   90.578          0.724   \n",
-       "\n",
-       "     danceable_valence              Genre  \n",
-       "61               1.432         Electronic  \n",
-       "86               1.466       Latin Urbano  \n",
-       "85               0.921       Latin Urbano  \n",
-       "64               0.887         Electronic  \n",
-       "60               0.992       Latin Urbano  \n",
-       "70               1.167        Hip-Hop/Rap  \n",
-       "101              1.586       Latin Urbano  \n",
-       "65               1.413         Electronic  \n",
-       "67               1.364                Pop  \n",
-       "131              0.753           R&B/Soul  \n",
-       "212              1.534                Pop  \n",
-       "114              1.630               Funk  \n",
-       "128              1.698         Electropop  \n",
-       "414              1.188               Rock  \n",
-       "71               1.491       Latin Urbano  \n",
-       "427              0.995               Rock  \n",
-       "180              1.001               Rock  \n",
-       "13               1.493  Alternative/Indie  \n",
-       "185              0.775                R&B  \n",
-       "261              1.303               Rock  \n",
-       "9                0.916  Alternative/Indie  \n",
-       "6                1.305          Rap metal  "
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#This code wraps my method chain into a function\n",
-    "def get_new_most_popular(songs_cleaned, Genre):\n",
-    "    return (songs_cleaned\n",
-    ".sort_values(\"song_popularity\", ascending=False)\n",
-    ".head(25)\n",
-    ".drop(labels=[353, 126, 155], axis=0)\n",
-    ".assign(Genre=Genre))\n",
-    "\n",
-    "new_most_popular = get_new_most_popular(songs_cleaned, Genre)\n",
-    "new_most_popular"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "dcf19224-b374-4021-89e3-ded4251dafdc",
-   "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>Genre</th>\n",
-       "      <th>frequency</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Electronic</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Latin Urbano</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Rock</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Hip-Hop/Rap</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Alternative/Indie</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>R&amp;B</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Pop</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Electropop</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Rap metal</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Funk</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "               Genre  frequency\n",
-       "0         Electronic          3\n",
-       "1       Latin Urbano          5\n",
-       "2               Rock          4\n",
-       "3        Hip-Hop/Rap          2\n",
-       "4  Alternative/Indie          2\n",
-       "5                R&B          2\n",
-       "6                Pop          2\n",
-       "7         Electropop          1\n",
-       "8          Rap metal          1\n",
-       "9               Funk          1"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import matplotlib.pylab as plt\n",
-    "import seaborn as sns\n",
-    "# Now that I have all genres in place, I will need to make a separate table to get the frequencyof each of the top 23 popular songs and plot that in a graph to visualize the genres that belongto the most popular songs in this dataset. I also combined R&B with R&B/ soul.\n",
-    "\n",
-    "data = {'Electronic': 3, 'Latin Urbano': 5, 'Rock': 4, 'Hip-Hop/Rap': 2, 'Alternative/Indie': 2, 'R&B':\n",
-    "2, 'Pop': 2, 'Electropop': 1, 'Rap metal': 1, 'Funk': 1}\n",
-    "df = pd.DataFrame.from_dict(data, orient='index', columns=['frequency'])\n",
-    "df.reset_index(inplace=True)\n",
-    "df.rename(columns={'index': 'Genre'}, inplace=True)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2b065427-16a3-4adf-8d42-8101dca884dc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Now to plot the bar graph\n",
-    "ax = df.plot(kind='bar', x='Genre', y='frequency', rot=0)\n",
-    "plt.xticks(rotation=45, ha='right')\n",
-    "# This code sets the axis labels and title\n",
-    "ax.set_xlabel('Genre')\n",
-    "ax.set_ylabel('Frequency')\n",
-    "ax.set_title('Genre Frequency Graph')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1a5789a5-bbde-45d5-9108-46a2d1171ff1",
-   "metadata": {},
-   "source": [
-    "# Bar Graph Explanation\n",
-    "### This bar graph portrays the frequency of the genres of the top 23 songs in the dataset and from the looks of it, the most popular genres are Latin Urbano, Rock and Electronic. This answers my research question that yes, some song genres are more popular than others. Although the amount of sample data is small (23), it does still give a sense of the types of music people consider popular, and according to this dataset, it is Latin Urbano, Rock and Electronic.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2778cf75-d568-4a7e-aed8-b8928db856ca",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/analysis/analysis pipeline/Person 3.ipynb b/analysis/ungraded/Person 3.ipynb
similarity index 100%
rename from analysis/analysis pipeline/Person 3.ipynb
rename to analysis/ungraded/Person 3.ipynb
diff --git a/final_report_group48.md b/final_report_group48.md
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+++ b/final_report_group48.md
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+# Introduction: 
+### After looking for possible topics of interest for the project, our group decided to focus on music. In particular we wanted to know what factors contribute to the popularity of music. Knowing that people have different tastes, we were curious about what kinds of trends and influences we could discover after analyzing a musical dataset. Initially our broad guiding question was: “What factors make music popular? In line with this inquiry, our chosen data set was one that provided a list of songs and their scores in regards to different musical features like popularity,  accousticness, and loudness. 
+
+# Exploratory Data Analysis: 
+### The purpose of the EDA was to gain useful insights into our dataset in order to mold more refined and specific questions. We each took a slightly different approach even with our initial questions but found similar trends. One common question was whether there is a distinct musical feature that most correlates to or perhaps “causes” popularity. The basic correlation and scatter plots we constructed showed that this was not the case. As can be seen below, none of the features had a strong correlation with popularity. Through this we discovered that there isn’t a one to one causal relationship between the features and popularity, meaning we’d have to look further to find how they possibly interact. 
+
+# Person 1: Alvin:
+# Question 1 + Results: Is there a combination of elements that is only prevalent amongst the most popular songs?
+
+![Loudness of Top 15 Songs](/images/alvin1.png)
+
+![Pairplot](/images/alvin2.png)
+
+### This bar plot is one of several. It shows the top 15 popular songs (listed most to least popular), and their loudness scores. The most significant implication of this graph is that the feature of loudness (similarly to the other tested features) doesn’t have a specific correlation with popularity. Even among the top 15, there is a distribution where some of the top songs in this list have high loudness, but also some of the lower rated songs in this list have high loudness as well. For example Kryptonite which is 14th has a higher loudness rating than Billie Jean, but lower popularity. The fact that this occurs with the other features shows that neither one or a combination of elements are necessarily only prevalent in the most popular songs. The pair plot similarly shows that the features do not have high or low ratings for only high or low popularity. For most features there are popular songs with high and low scores, and unpopular songs with the same. 
+
+
+# Question 2 + Results: Are there musical features that contribute to the popularity of certain genres and not others? 
+
+![Pairplot](/images/alvin2.png)
+
+![Violin Plot](/images/alvin3.png)
+
+### The approach I took to analyzing how the different genres interact with the different factors was to look at both distribution and quantity. The violin plot helps to identify the most popular genres and the distribution of popularity, which helps when looking at the pairplot to pay attention to the most popular genres and how their features relate to popularity. Rock songs which are the most prevalent seem to also have the least noticeable trend. For each factor, apart from loudness and acoustic-ness (danceability, energy, speechiness, temp, audio valence, loudness_energy and energy duration), rock and pop songs are distributed widely, having both high and low ratings in these factors and popularity across the board. In contrast hip hop and hard rock  seem to cluster in more of these categories. For acousticness, the hard rock songs all have below average acoustic-ness but are still popular, implying that this factor isn't impactful in their popularity. For loudness however, all hard rock and hip hop songs have above average scores and are highly popular, signifying that they are popular because of the factor of loudness. Loudness and energy seem to have similar impact in the popularity of pop songs. 
+
+### Therefore, it can be said that thus far I know that hard rock, hip hop and pop songs are the most popular within my chosen sample size. The factors that most influence their popularity seem to be loudness and energy. The impact of loudness and energy is strengthened by the fact that the combined loundness_energy scores for these two genres are high along with their popularity.
+
+
+# Person 2: Tobi Ogunbote 
+
+# Research Question 1:
+
+# Are songs with repeated verses or choruses considered more catchy or popular than songs without?
+
+### I could not go through every song and check the ones that had repeated verses or choruses, that would take too long. The closest thing that I could find to back up this question was the variable “speechiness” which means the presence of spoken words in a track. The closer to 1.0, the more spoken words in the song. 
+
+![Scatterplot](/images/tobi1.png)
+
+### Figure 1. Scatterplot of speechiness and song popularity. This Scatterplot portrays how the speechiness of the songs in my dataset have correlation to the popularity of the song. Most songs in this dataset have a speechiness of less than 0.5 meaning they do not have many spoken words. At first I believed that the more words in a song, the more popular it is. Although, in this dataset, the songs with less words are the more popular ones. This is seen in the graph (the big clump of dots near the popularity of 60-80). Another thing seen here is the outlier (the one dot at the far right of the graph) that has a lot of words and is not that popular. This scatterplot helped me answer my question but not my main research question. 
+
+
+# Research Question 2: 
+
+# Are there specific genres of music that are more popular than others?
+
+![Bar Graph](/images/tobi2.png)
+
+### Figure 2. Bar graph depicting average song popularity in relation to the genres. In this graph, it shows the average song popularity of each genre and the most popular songs are Reggae, Metal, Pop and Hip-Hop. Average meaning the mean of the most and least popular songs put together. According to the graph, Reggae, Metal, Pop and Hip Hop are the most popular songs in this dataset. The least popular songs in this dataset are Son Cubaro, Bolero and Latin Pop. This occurred because there was only 1 song for each of these genres. I believe that if these genres had more songs in them, they would have a higher popularity. This graph still answers my question that there are genres that individuals find more popular than others in a set of songs. 
+
+![Bar plot](/images/tobi3.png)
+
+### Figure 3. Bar plot of song popularity with certain genres. This final graph is a box plot to better showcase the 4 most popular genres (Reggae, Metal, Pop and Hip-Hop). The plot for Hip-Hop is quite tall which means there is a big discrepancy in most popular and least popular songs. With this plot we can assume that most Hip-Hop songs in the dataset are not popular (since the upper quartile is shorter) but that some of them are popular, but the non-popular songs outweigh the popular ones. Taking a look at Reggae plot, it is very short meaning most Reggae songs in this set are popular. This might also be a bit inaccurate because there were only 3 songs in this dataset with the genre Reggae. This can be improved if there were more songs with this specific genre in the dataset to give a more accurate picture. The pop genre has a medium sized plot with a lot more popular songs than non popular songs. The Metal plot is just 1 line because there is only 1 song so this does not give a proper correlation of the data.
+
+### In conclusion from all these plots and according to my modified dataset, Hip-Hop, Reggae and Pop are the most popular genres. Which means there are certain genres that make a song more popular. If that was not the case then all the genres would have had the same number. 
+
+
+# Person 3: Annabelle 
+
+
+# Question 1: What musical elements are most associated with each other and how are they related to music popularity? Are the trends consistent across the top and least popular songs?
+
+
+# Figure 1: Correlation Heatmap between elements
+
+![Corr Plot](/images/anna1.png)
+
+# Figure 2 (Left) : Correlation between Musical Elements and  Popularity Score (Top 50 Songs)
+
+![Corr Plot](/images/anna2.png)
+
+# Figure 3 (Right): Correlation between Musical Elements and  Popularity Score (Bottom 50 Songs)
+
+![Corr Plot](/images/anna3.png)
+
+
+
+# Results:
+### The results of my analysis showed that we the two elements that were most associated with each other are loudness and energy. The heatmap above shows that the two elements had a a strong positive correlation of  0.75 . I also found by comparing the popularity scores of each individual song to song popularity that audio valence and danceability had the strongest relationship to popularity.  Even though the each of the elements individually were not particularly correlated with song popularity, the aggregate elements loud_energy_prod had the  second highest correlation to popularity in the top 50 songs as shown in Figure 2. This positive correlation suggests that as loudness and energy both increase in a song, the song is associated with a higher popularity score. . These results are inconsistent in the bottom 50 songs however as song duration , audio valence and the aggregate element vale_dance_prod had the strongest relationship with popularity as shown in Figure 3. The negative correlation between the elements  and popularity suggests that among the least popular songs, higher audio valence and vale_dance_prod is associated with a lower popularity score. 
+
+
+# Question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?
+
+# Figure 4: Average Song Popularity by Genre
+
+![Popularity](/images/anna4.png)
+
+# Figure 5: Most important features by most popular genre
+
+![Genre](/images/anna5.png)
+
+# Results:
+
+### As identified by the mean popularity score of each genre, the most popular genres in my sample are Trap, Hip Hop and Pop Rock respectively.
+
+### Trap: Based on the results above, energy and audio valence seem to be the most important musical features to the song popularity of trap music. This is seen in the correlation data generated in line 516, where energy and audio valence are shown to have correlations to popularity of -0.587341 and -0.552183, respectively. The importance of energy here can likely be explained by the fact that trap music tends to have a heavier emphasis on delivery, which is one of the elements of a song that can bring about the most energy. Additionally, the importance of audio valence can be explained by the presence of acoustically appealing elements in trap, such as synth, which often evokes feelings of euphoria.
+
+### Hip Hop: Based on the results above, instrumentalness and danceability seem to be the most important musical features to the song popularity of the Hip Hop genre. This is seen in the correlation data generated in line 556, where instrumentalness and danceability are shown to have correlations to popularity of -0.597227 and 0.415569, respectively. The importance of instrumentalness here can likely be explained by the fact that hip hop music tends to have a heavier emphasis on the beats, which is where the instrumentation exists. The importance of danceability here also follows, as beats provide the rhythm for dance.
+
+### Pop Rock: Based on the results above, song duration and loud_energy_prod seem to be the most important musical features to the song popularity in the Pop Rock genre. This is seen in the correlation data generated in line 558, where song duration and loud_energy_prod are shown to have correlations to popularity of -0.588488 and 0.536797, respectively. The importance of song duration here can likely be explained by the fact that Pop Rock songs tend to be more radio friendly, which would come with specific time retraints for artists seeking such a platform. The importance of loud_energy_prod can be explained by the fact that Pop rock is a genre that often emphasizes catchy melodies, memorable hooks, and sing-along choruses, and the use of loudness and energy can help to amplify these qualities and make the music more engaging and exciting. Loudness in particular can create a sense of power and urgency, and can be used to create contrast between softer and louder sections of a song, adding to its dynamic range.
+
+
+
+# Summary/Conclusion: 
+### While we all took slightly different approaches to the question of music and popularity, there is a common conclusion. While we initially thought that there may be broad general trends that show which features specifically correlate or match up with popularity, the relationships that exist are more complex and are compartmentalized. After subsetting data, these relationships are much easier to see. For example by subsetting according to genre, we found that for different genres, different features correlated with popularity levels. This makes sense logically as music is not homogenous. People have different music tastes which may align with the idea of genres. It then is reasonable that within these genres, certain traits of music are more preferred than others
+
+
+
+
+
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