FinalProject_group091.ipynb

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   "source": [
    "<a href=\"https://colab.research.google.com/github/zoechallacombe/FinalProjects-Sp19/blob/master/FinalProject_group091.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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   "source": [
    "# Cogs 108 - Final Project\n",
    "## Team ZOISH (aka Group 91)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    "id": "qO-fIqsOoiLg"
   },
   "source": [
    "# Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ElF4qPpNon28"
   },
   "source": [
    "In this day and age, art and culture is consumed at a fast rate. Our group is interested in music virality, namely “One Hit Wonders”. What makes a hit single and how do artists try to maintain their popularity? What trends do they have in common? We looked at datasets that reflect the top music during a time period (namely Spotify) and looked for trends that One Hit Wonders follow to come to a conclusion on factors of similarities. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    "id": "08VP20MzpNEG"
   },
   "source": [
    "# Names + IDs"
   ]
  },
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    "id": "xHP4ZRSLpRpD"
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   "source": [
    "\n",
    "\n",
    "*   Zoe Challacombe (XXXXXXXXX)\n",
    "     * Data collection and cleaning\n",
    "*   Ori Hazan (XXXXXXXXX)\n",
    "     * Writing, Discussion & Conclusion\n",
    "*   Ilmaa Haque (XXXXXXXXX)\n",
    "     * Writing and Analysis\n",
    "*   Shivani Doshi (XXXXXXXXX)\n",
    "     * Data analysis and plotting\n",
    "*   Hien Phan (XXXXXXXXX)\n",
    "     * Data & Stat Analysis, Dicsussion & Conclusion\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JGXM0NA6p6AJ"
   },
   "source": [
    "# Research Question\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_apd0gpgp9Kd"
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   "source": [
    "What differentiates a One Hit Wonder song from a reoccuring arist that is consistenly on the top charts? Do audio features, like *dancability and tempo*, play a role? What about the length of the song?\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xOX_p6j4rFiF"
   },
   "source": [
    "# Background and Prior Work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "U_b4h5fmrK4o"
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   "source": [
    "Music is a universal art form that supports rich histories and cultures, brings people together, and provides joy. As music becomes a more accepting and diverse industry, a more experimental type of music is accepted, and songs that stray from the norm find their way to the top. \n",
    "\n",
    "A similar project is [016-Final Project](https://github.com/COGS108/FinalProjects-Wi18/blob/master/016-FinalProject.ipynb) which is on how the composition (like beats per minute, danceability, and speechiness) of a song lands it on the top of the charts (namely for music applications like Spotify). The dataset this group used was a Spotify chart of songs with the most streams from 2014 to the present minus one day. They found that the top songs had high danceability rates, energy, and accousticness. \n",
    "\n",
    "Our project will incorporate similar aspects, but mainly compare the features of the songs that are \"One Hit Wonders\" to \"Multiple Hits\" throughout the decades, as well as compared to 2018. We were interested in learning about this phenomenon of how previously unheard of or unpopular artists make their way to the top of the charts and into the soundtrack of the lives of the general public. We are hoping to find trends between these two groups that will help us come to a conclusion about what differentiates a One Hit Wonder song (acronymed as OHW)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ENoKKnATrWQa"
   },
   "source": [
    "# Hypothesis"
   ]
  },
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   "cell_type": "markdown",
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    "id": "dXTbMP-ertb5"
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   "source": [
    "Our hypotheses are that one hit wonders fade away because a new song comes out and replaces it with a “fresh” song. One Hit Wonders can be overplayed, and people can grow tired of them. Our group hypothesized that beats per minute has something to do with the rise and gain in popularity of a song; the more beats per minute in a song, the more popularity it gains. We were also interested in seasons, and predicted that a majority of OHW came out during the summer time due to the relaxing and enjoyable nature of summer (June - September). These songs, we predicted, also would have a higher dancebility rate. "
   ]
  },
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   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "# Dataset(s)"
   ]
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    "id": "0UALSn45r34w"
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   "source": [
    "\n",
    "[Top Spotify Tracks](https://docs.google.com/spreadsheets/d/1VPfzo9_EVpaeOhEEAB3-moUMcaWBD0YCXa-wBI6s6d4/edit?fbclid=IwAR2DVAKNEMBUHT8P5183gF2Zz3v2MJn7SOpoeERizGNxbbkiFFvpbXU9KU8#gid=1504947022): This dataset has the top 100 songs on Spotify. Aside from the artist and song title, the dataset also includes auditory categories for the song (like “tempo”). This dataset is more refined and will help us compare broad findings to more detailed findings.  We took this data set and combined it with the same top 100s of every year going back all the way to 1954 giving us roughly 15,000 observations. In doing this, we had to create our own spreadsheet with all of the observations. We obtained this data set using the Spotipy API, and example would be the [2018 Top 100 Spotify Tracks](https://www.kaggle.com/nadintamer/top-spotify-tracks-of-2018).\n",
    "\n",
    "[Spotipy](https://spotipy.readthedocs.io/en/latest/): Using *Spotipy*, Spotify's python API, we will be able to uncover the differences between an artist’s “one hit wonder” song and the artitsts with multiple hits using spotify’s analytics to help determine what makes a song a one hit wonder.\n",
    "\n",
    "We plan on going through each dataset separately and removing observations that we don't need before combining them so that we can isolate relevant observations that are related to each other. \n",
    "\n",
    "\n",
    "\n"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {
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    "id": "WytEtiR6ux0v"
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   "source": [
    "# Setup "
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "#import important stuff\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "import scipy.stats as stats\n",
    "from scipy.stats import ttest_ind\n",
    "from statistics import mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
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     "base_uri": "https://localhost:8080/",
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    "id": "gkJXUpdmGp_G",
    "outputId": "a41c1249-9b6a-4d10-fbf6-4b16309520b5"
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   "outputs": [
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       "      <td>The All-American Rejects</td>\n",
       "      <td>2003-08-30</td>\n",
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       "      <th>3</th>\n",
       "      <td>004ZH9ISUSEwansKKbUdJs</td>\n",
       "      <td>0.348</td>\n",
       "      <td>0.924</td>\n",
       "      <td>7.0</td>\n",
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       "      <td>audio_features</td>\n",
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       "      <td>2003-05-10</td>\n",
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       "      <td>0.6650</td>\n",
       "      <td>167.911</td>\n",
       "      <td>audio_features</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>Best Life</td>\n",
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       "      <td>0.412</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>105.903</td>\n",
       "      <td>audio_features</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>Two Lovers</td>\n",
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       "      <td>0.798</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0513</td>\n",
       "      <td>0.9600</td>\n",
       "      <td>85.323</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>280280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never, Never Gonna Give Ya Up</td>\n",
       "      <td>Barry White</td>\n",
       "      <td>1973-11-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>00HnYt4dGTSZJIxywDcs7P</td>\n",
       "      <td>0.440</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.424</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4320</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.6070</td>\n",
       "      <td>0.8990</td>\n",
       "      <td>205.187</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>196347.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Junk Food Junkie</td>\n",
       "      <td>Larry Groce</td>\n",
       "      <td>1976-01-17</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>00IrSynHsun7DpDrLkRIjM</td>\n",
       "      <td>0.620</td>\n",
       "      <td>0.703</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-7.854</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>0.479000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>0.5590</td>\n",
       "      <td>136.155</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>239693.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Boy In The Bubble</td>\n",
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       "      <th>12</th>\n",
       "      <td>00Mb3DuaIH1kjrwOku9CGU</td>\n",
       "      <td>0.487</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.417</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0482</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.4840</td>\n",
       "      <td>149.937</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>204000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sk8er Boi</td>\n",
       "      <td>Avril Lavigne</td>\n",
       "      <td>2002-12-28</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>00PLtXXER1XcTRZvs3LioS</td>\n",
       "      <td>0.894</td>\n",
       "      <td>0.568</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.207</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0952</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>0.028100</td>\n",
       "      <td>0.0666</td>\n",
       "      <td>0.7420</td>\n",
       "      <td>106.025</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>Get The Funk Out Ma Face</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1976-08-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>00Qi1pQPiMxsnnlZG2bpTC</td>\n",
       "      <td>0.621</td>\n",
       "      <td>0.682</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.058100</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.0815</td>\n",
       "      <td>0.7110</td>\n",
       "      <td>89.573</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>174027.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Nobody Wants You When You're Down And Out</td>\n",
       "      <td>Bobby Womack</td>\n",
       "      <td>1973-06-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>00QyLmjxaSEE8qIZQjBXBj</td>\n",
       "      <td>0.554</td>\n",
       "      <td>0.899</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.573</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4080</td>\n",
       "      <td>0.052100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0568</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>171.966</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>227893.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>We Own It (Fast &amp; Furious)</td>\n",
       "      <td>2 Chainz &amp; Wiz Khalifa</td>\n",
       "      <td>2013-06-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>00RYiT3a2lNQ1wTKBQXWSw</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3080</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0724</td>\n",
       "      <td>0.5020</td>\n",
       "      <td>149.989</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>207013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lookin Boy</td>\n",
       "      <td>Hot Stylz</td>\n",
       "      <td>2008-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>00U0pedRUMEzREpyRqbVT6</td>\n",
       "      <td>0.691</td>\n",
       "      <td>0.601</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.628000</td>\n",
       "      <td>0.017000</td>\n",
       "      <td>0.0709</td>\n",
       "      <td>0.8500</td>\n",
       "      <td>167.796</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>263813.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Remember (From \"With Honors\")</td>\n",
       "      <td>Madonna</td>\n",
       "      <td>1994-04-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>00U1MDChdOTxWwtKoOoBXE</td>\n",
       "      <td>0.612</td>\n",
       "      <td>0.591</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-7.020</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0510</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>160.659</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>184333.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Stay (I Missed You) (From \"Reality Bites\")</td>\n",
       "      <td>Lisa Loeb &amp; Nine Stories</td>\n",
       "      <td>1994-06-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>00U45bMLJ8QM1kwT9i6cIL</td>\n",
       "      <td>0.302</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.875</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.008170</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3740</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>207.475</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>181040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Say Forever My Love</td>\n",
       "      <td>Jimmy Ruffin</td>\n",
       "      <td>1968-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>00XXUBsdOe8cLPo2p64Dd3</td>\n",
       "      <td>0.473</td>\n",
       "      <td>0.952</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.561</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0531</td>\n",
       "      <td>0.034200</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.7800</td>\n",
       "      <td>152.007</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>273187.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Even Now</td>\n",
       "      <td>Bob Seger &amp; The Silver Bullet Band</td>\n",
       "      <td>1983-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>00YUbK1ouKc3PAkyiQWvgs</td>\n",
       "      <td>0.614</td>\n",
       "      <td>0.612</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.948</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>0.161000</td>\n",
       "      <td>0.017800</td>\n",
       "      <td>0.9590</td>\n",
       "      <td>0.7050</td>\n",
       "      <td>111.421</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>578373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Can't Go For That (No Can Do)</td>\n",
       "      <td>Daryl Hall John Oates</td>\n",
       "      <td>1981-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>00bFaR6IDOyGSuRDpmFotJ</td>\n",
       "      <td>0.653</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11.948</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.202000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>99.647</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>251493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sentimental Street</td>\n",
       "      <td>Night Ranger</td>\n",
       "      <td>1985-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>00cs7mlkTcIIoWnm8G0U0l</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.470</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0370</td>\n",
       "      <td>0.755000</td>\n",
       "      <td>0.021600</td>\n",
       "      <td>0.0976</td>\n",
       "      <td>0.2270</td>\n",
       "      <td>138.471</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Wigwam</td>\n",
       "      <td>Bob Dylan</td>\n",
       "      <td>1970-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>00iVYbSh1B77akx1ITNWUL</td>\n",
       "      <td>0.373</td>\n",
       "      <td>0.884</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-7.707</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0421</td>\n",
       "      <td>0.004090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>130.099</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>257920.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>New Thing</td>\n",
       "      <td>Enuff Z'Nuff</td>\n",
       "      <td>1989-10-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>00kvKlIvfzQLSi6T2zwXuS</td>\n",
       "      <td>0.731</td>\n",
       "      <td>0.617</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-11.644</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.276000</td>\n",
       "      <td>0.014200</td>\n",
       "      <td>0.1340</td>\n",
       "      <td>0.7650</td>\n",
       "      <td>90.940</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>299067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Strawberry Letter 23</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1977-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>00p615Q4EFYMIAr055wqRu</td>\n",
       "      <td>0.555</td>\n",
       "      <td>0.860</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>0.038600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>108.594</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>361307.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>All About Soul</td>\n",
       "      <td>Billy Joel</td>\n",
       "      <td>1994-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>00qOE7OjRl0BpYiCiweZB2</td>\n",
       "      <td>0.357</td>\n",
       "      <td>0.653</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.554</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>0.5220</td>\n",
       "      <td>176.647</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>259800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Juke Box Hero</td>\n",
       "      <td>Foreigner</td>\n",
       "      <td>1982-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>00rGtsA6s1ymgW70p1LzlM</td>\n",
       "      <td>0.539</td>\n",
       "      <td>0.930</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-6.035</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.013800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0673</td>\n",
       "      <td>0.5840</td>\n",
       "      <td>127.454</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>218440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What I Didn't Know</td>\n",
       "      <td>Athenaeum</td>\n",
       "      <td>1998-08-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>00rd6vxwcg4so4ZuxcEHN9</td>\n",
       "      <td>0.848</td>\n",
       "      <td>0.577</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3690</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>96.045</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>251707.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Head Over Heels</td>\n",
       "      <td>Allure</td>\n",
       "      <td>1997-03-22</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15314</th>\n",
       "      <td>7z8aFQ2vr0fbdkuWBH3e6V</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.834</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0503</td>\n",
       "      <td>0.034700</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>0.7780</td>\n",
       "      <td>99.994</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>192427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never Leave You - Uh Ooh, Uh Oooh!</td>\n",
       "      <td>Lumidee</td>\n",
       "      <td>2003-06-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15315</th>\n",
       "      <td>7z9pYu5SvnPthpKNcjUtka</td>\n",
       "      <td>0.635</td>\n",
       "      <td>0.180</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-13.843</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.5280</td>\n",
       "      <td>73.006</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>168827.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Glory Of Love</td>\n",
       "      <td>Otis Redding</td>\n",
       "      <td>1967-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15316</th>\n",
       "      <td>7zBPzAjKAqQpcv8F8GCq5s</td>\n",
       "      <td>0.779</td>\n",
       "      <td>0.455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-15.025</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.1970</td>\n",
       "      <td>140.181</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>153429.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Uber Everywhere</td>\n",
       "      <td>MadeinTYO</td>\n",
       "      <td>2016-05-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15317</th>\n",
       "      <td>7zBQRGpYImAdIZc97FNj3V</td>\n",
       "      <td>0.596</td>\n",
       "      <td>0.815</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0755</td>\n",
       "      <td>0.011100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.4590</td>\n",
       "      <td>165.015</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>206567.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Shell Shocked</td>\n",
       "      <td>Juicy J, Wiz Khalifa &amp; Ty Dolla $ign</td>\n",
       "      <td>2014-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15318</th>\n",
       "      <td>7zC3CmcLczLxUrqZ1fOZ9s</td>\n",
       "      <td>0.217</td>\n",
       "      <td>0.178</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-12.681</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.908000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>175.771</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>184507.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>When Joanna Loved Me</td>\n",
       "      <td>Tony Bennett</td>\n",
       "      <td>1964-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15319</th>\n",
       "      <td>7zEljZMuwrvMLSOj0LhGL8</td>\n",
       "      <td>0.445</td>\n",
       "      <td>0.787</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-10.145</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>0.008120</td>\n",
       "      <td>0.817000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.8570</td>\n",
       "      <td>121.472</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>152467.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Bust Out</td>\n",
       "      <td>The Busters</td>\n",
       "      <td>1963-10-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15320</th>\n",
       "      <td>7zFXmv6vqI4qOt4yGf3jYZ</td>\n",
       "      <td>0.658</td>\n",
       "      <td>0.294</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.0749</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>74.038</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>278180.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Get You</td>\n",
       "      <td>Daniel Caesar</td>\n",
       "      <td>2018-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15321</th>\n",
       "      <td>7zFh6rhSiZ0bNVR7t7RDi9</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.637</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.157</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.043100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.8160</td>\n",
       "      <td>81.857</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>339577.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Slow Love</td>\n",
       "      <td>Doc Box &amp; B. Fresh</td>\n",
       "      <td>1990-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15322</th>\n",
       "      <td>7zFqqq4T32SRxl4nHEZUfq</td>\n",
       "      <td>0.747</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-10.031</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.007500</td>\n",
       "      <td>0.0701</td>\n",
       "      <td>0.8310</td>\n",
       "      <td>127.549</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>245440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He's A Liar</td>\n",
       "      <td>Bee Gees</td>\n",
       "      <td>1981-10-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15323</th>\n",
       "      <td>7zIjH2tLYxfyn2AAijMQ54</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.607</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.625</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0299</td>\n",
       "      <td>0.042000</td>\n",
       "      <td>0.027700</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>95.715</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>213293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Since You're Gone</td>\n",
       "      <td>The Cars</td>\n",
       "      <td>1982-04-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15324</th>\n",
       "      <td>7zIxcV689lVTl924lAf9Kn</td>\n",
       "      <td>0.668</td>\n",
       "      <td>0.724</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.953</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0536</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2180</td>\n",
       "      <td>0.3180</td>\n",
       "      <td>148.522</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>221373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Girl Tonite</td>\n",
       "      <td>Twista</td>\n",
       "      <td>2005-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15325</th>\n",
       "      <td>7zJGnlTHTM2B07xJ4I38ta</td>\n",
       "      <td>0.814</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-12.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>0.8070</td>\n",
       "      <td>108.338</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>274960.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>My Forbidden Lover</td>\n",
       "      <td>Chic</td>\n",
       "      <td>1979-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15326</th>\n",
       "      <td>7zMUCLm1TN9o9JlLISztxO</td>\n",
       "      <td>0.660</td>\n",
       "      <td>0.748</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-11.206</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.099300</td>\n",
       "      <td>0.005850</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>0.9720</td>\n",
       "      <td>143.549</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>170293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Burning Love</td>\n",
       "      <td>Elvis Presley</td>\n",
       "      <td>1972-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15327</th>\n",
       "      <td>7zNM46fo01dCBidY4yGNTZ</td>\n",
       "      <td>0.684</td>\n",
       "      <td>0.715</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.132</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0336</td>\n",
       "      <td>0.159000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>0.5630</td>\n",
       "      <td>96.018</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>214107.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Keep Me In Mind</td>\n",
       "      <td>Zac Brown Band</td>\n",
       "      <td>2011-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15328</th>\n",
       "      <td>7zOtXBS23pOhmef9hv6CKk</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.570</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.562</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.008470</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.0985</td>\n",
       "      <td>0.3950</td>\n",
       "      <td>111.846</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>218147.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Trying To Stop Your Leaving</td>\n",
       "      <td>Dierks Bentley</td>\n",
       "      <td>2008-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15329</th>\n",
       "      <td>7zSDDsIlks515d0tZGM64x</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.347</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-13.398</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>0.002210</td>\n",
       "      <td>0.0645</td>\n",
       "      <td>0.3680</td>\n",
       "      <td>118.288</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>225973.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Next Time I Fall</td>\n",
       "      <td>Peter Cetera With Amy Grant</td>\n",
       "      <td>1986-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15330</th>\n",
       "      <td>7zUXJzKqVdUKaMcgSB21nL</td>\n",
       "      <td>0.761</td>\n",
       "      <td>0.851</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-9.779</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>0.122000</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.7520</td>\n",
       "      <td>122.065</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>327040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Lied To Me</td>\n",
       "      <td>Cathy Dennis</td>\n",
       "      <td>1992-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15331</th>\n",
       "      <td>7zUc3AZ02kYnby7sf0lxA1</td>\n",
       "      <td>0.603</td>\n",
       "      <td>0.675</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-12.027</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.748000</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0.0906</td>\n",
       "      <td>0.7770</td>\n",
       "      <td>120.634</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>79480.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Some Kind-A Earthquake</td>\n",
       "      <td>Duane Eddy His Twangy Guitar And The Rebels</td>\n",
       "      <td>1959-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15332</th>\n",
       "      <td>7zVCrzzEJU7u24sbJPXA5W</td>\n",
       "      <td>0.612</td>\n",
       "      <td>0.799</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.603</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>0.008980</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.6870</td>\n",
       "      <td>125.976</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What Ifs</td>\n",
       "      <td>Kane Brown</td>\n",
       "      <td>2017-07-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15333</th>\n",
       "      <td>7ziwiiXAuWS5aIBIlcGFzU</td>\n",
       "      <td>0.470</td>\n",
       "      <td>0.426</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-10.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.076100</td>\n",
       "      <td>0.000545</td>\n",
       "      <td>0.4060</td>\n",
       "      <td>0.7400</td>\n",
       "      <td>133.601</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>164573.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Don't Have To Walk In The Rain</td>\n",
       "      <td>The Turtles</td>\n",
       "      <td>1969-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15334</th>\n",
       "      <td>7zjSZQkMoGKylSq6s1rK9Y</td>\n",
       "      <td>0.645</td>\n",
       "      <td>0.828</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.493</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.234000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.7740</td>\n",
       "      <td>121.217</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>191667.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Misunderstanding</td>\n",
       "      <td>Genesis</td>\n",
       "      <td>1980-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15335</th>\n",
       "      <td>7zjzu90Q4mtNNaE9Ol9Zbv</td>\n",
       "      <td>0.569</td>\n",
       "      <td>0.901</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.197</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.8390</td>\n",
       "      <td>133.193</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>259413.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Big Gun (From \"Last Action Hero\")</td>\n",
       "      <td>AC/DC</td>\n",
       "      <td>1993-09-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15336</th>\n",
       "      <td>7zmVAVcT1oho7iWJGpApkE</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0.664</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0326</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.5700</td>\n",
       "      <td>139.235</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>256280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer Wine</td>\n",
       "      <td>Nancy Sinatra with Lee Hazlewood</td>\n",
       "      <td>1967-04-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15337</th>\n",
       "      <td>7zqM7Wm2xJLZ50qAnTLoHD</td>\n",
       "      <td>0.576</td>\n",
       "      <td>0.515</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.078800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>95.406</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>251200.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Lions, Tigers &amp; Bears</td>\n",
       "      <td>Jazmine Sullivan</td>\n",
       "      <td>2009-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15338</th>\n",
       "      <td>7zsXy7vlHdItvUSH8EwQss</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.797</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.084</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0534</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>0.4920</td>\n",
       "      <td>92.928</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>185360.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cold Water</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>2016-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15339</th>\n",
       "      <td>7zw0jBh5Khn08DkDP93yyh</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.648</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>0.137000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>0.8760</td>\n",
       "      <td>134.171</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>150760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He Was Really Sayin' Somethin'</td>\n",
       "      <td>The Velvelettes</td>\n",
       "      <td>1965-02-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15340</th>\n",
       "      <td>7zySrJDb2H7fn2kF3t9odr</td>\n",
       "      <td>0.489</td>\n",
       "      <td>0.531</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.871</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2850</td>\n",
       "      <td>0.6120</td>\n",
       "      <td>153.589</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>206427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't Worry Mother, Your Son's Heart Is Pure</td>\n",
       "      <td>The McCoys</td>\n",
       "      <td>1966-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15341</th>\n",
       "      <td>7zywdG4ysfC5XNBzjQAo2o</td>\n",
       "      <td>0.443</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.172</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.123000</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.5360</td>\n",
       "      <td>185.034</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>202760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>If You Ever Stop Loving Me</td>\n",
       "      <td>Montgomery Gentry</td>\n",
       "      <td>2004-04-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15342</th>\n",
       "      <td>7zzme6UyNlgkBY4D8TZMHN</td>\n",
       "      <td>0.491</td>\n",
       "      <td>0.443</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.847</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0528</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.6300</td>\n",
       "      <td>134.145</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>304493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ring The Living Bell</td>\n",
       "      <td>Melanie</td>\n",
       "      <td>1972-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15343</th>\n",
       "      <td>track id not found</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zazueira (Za-zoo-wher-a)</td>\n",
       "      <td>Herb Alpert &amp; The Tijuana Brass</td>\n",
       "      <td>1969-04-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15344 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Unnamed: 0  ...      WeekID\n",
       "0                         NaN  ...  2006-12-23\n",
       "1      000u1dTg7y1XCDXi80hbBX  ...  1989-09-16\n",
       "2      003FTlCpBTM4eSqYSWPv4H  ...  2003-08-30\n",
       "3      004ZH9ISUSEwansKKbUdJs  ...  1994-07-23\n",
       "4      005lwxGU1tms6HGELIcUv9  ...  2008-05-31\n",
       "5      006Ndmw2hHxvnLbJsBFnPx  ...  1958-08-09\n",
       "6      007n10xGvSbc7dKgAORVIq  ...  2003-05-10\n",
       "7      00B7TZ0Xawar6NZ00JFomN  ...  2018-04-28\n",
       "8      00CmjeeHvAVKvx3tcIiZTy  ...  1962-12-08\n",
       "9      00FRRwuaJP9KimukvLQCOz  ...  1973-11-03\n",
       "10     00HnYt4dGTSZJIxywDcs7P  ...  1976-01-17\n",
       "11     00IrSynHsun7DpDrLkRIjM  ...  1987-03-21\n",
       "12     00Mb3DuaIH1kjrwOku9CGU  ...  2002-12-28\n",
       "13     00PLtXXER1XcTRZvs3LioS  ...  1976-08-21\n",
       "14     00Qi1pQPiMxsnnlZG2bpTC  ...  1973-06-23\n",
       "15     00QyLmjxaSEE8qIZQjBXBj  ...  2013-06-15\n",
       "16     00RYiT3a2lNQ1wTKBQXWSw  ...  2008-06-28\n",
       "17     00U0pedRUMEzREpyRqbVT6  ...  1994-04-09\n",
       "18     00U1MDChdOTxWwtKoOoBXE  ...  1994-06-25\n",
       "19     00U45bMLJ8QM1kwT9i6cIL  ...  1968-03-16\n",
       "20     00XXUBsdOe8cLPo2p64Dd3  ...  1983-03-19\n",
       "21     00YUbK1ouKc3PAkyiQWvgs  ...  1981-11-21\n",
       "22     00bFaR6IDOyGSuRDpmFotJ  ...  1985-09-07\n",
       "23     00cs7mlkTcIIoWnm8G0U0l  ...  1970-08-01\n",
       "24     00iVYbSh1B77akx1ITNWUL  ...  1989-10-28\n",
       "25     00kvKlIvfzQLSi6T2zwXuS  ...  1977-10-22\n",
       "26     00p615Q4EFYMIAr055wqRu  ...  1994-02-19\n",
       "27     00qOE7OjRl0BpYiCiweZB2  ...  1982-02-20\n",
       "28     00rGtsA6s1ymgW70p1LzlM  ...  1998-08-08\n",
       "29     00rd6vxwcg4so4ZuxcEHN9  ...  1997-03-22\n",
       "...                       ...  ...         ...\n",
       "15314  7z8aFQ2vr0fbdkuWBH3e6V  ...  2003-06-07\n",
       "15315  7z9pYu5SvnPthpKNcjUtka  ...  1967-08-05\n",
       "15316  7zBPzAjKAqQpcv8F8GCq5s  ...  2016-05-07\n",
       "15317  7zBQRGpYImAdIZc97FNj3V  ...  2014-09-06\n",
       "15318  7zC3CmcLczLxUrqZ1fOZ9s  ...  1964-03-28\n",
       "15319  7zEljZMuwrvMLSOj0LhGL8  ...  1963-10-05\n",
       "15320  7zFXmv6vqI4qOt4yGf3jYZ  ...  2018-03-10\n",
       "15321  7zFh6rhSiZ0bNVR7t7RDi9  ...  1990-09-29\n",
       "15322  7zFqqq4T32SRxl4nHEZUfq  ...  1981-10-03\n",
       "15323  7zIjH2tLYxfyn2AAijMQ54  ...  1982-04-10\n",
       "15324  7zIxcV689lVTl924lAf9Kn  ...  2005-09-17\n",
       "15325  7zJGnlTHTM2B07xJ4I38ta  ...  1979-10-13\n",
       "15326  7zMUCLm1TN9o9JlLISztxO  ...  1972-10-07\n",
       "15327  7zNM46fo01dCBidY4yGNTZ  ...  2011-10-22\n",
       "15328  7zOtXBS23pOhmef9hv6CKk  ...  2008-04-26\n",
       "15329  7zSDDsIlks515d0tZGM64x  ...  1986-09-27\n",
       "15330  7zUXJzKqVdUKaMcgSB21nL  ...  1992-09-12\n",
       "15331  7zUc3AZ02kYnby7sf0lxA1  ...  1959-11-21\n",
       "15332  7zVCrzzEJU7u24sbJPXA5W  ...  2017-07-08\n",
       "15333  7ziwiiXAuWS5aIBIlcGFzU  ...  1969-06-14\n",
       "15334  7zjSZQkMoGKylSq6s1rK9Y  ...  1980-05-31\n",
       "15335  7zjzu90Q4mtNNaE9Ol9Zbv  ...  1993-09-11\n",
       "15336  7zmVAVcT1oho7iWJGpApkE  ...  1967-04-22\n",
       "15337  7zqM7Wm2xJLZ50qAnTLoHD  ...  2009-02-28\n",
       "15338  7zsXy7vlHdItvUSH8EwQss  ...  2016-12-03\n",
       "15339  7zw0jBh5Khn08DkDP93yyh  ...  1965-02-06\n",
       "15340  7zySrJDb2H7fn2kF3t9odr  ...  1966-10-15\n",
       "15341  7zywdG4ysfC5XNBzjQAo2o  ...  2004-04-24\n",
       "15342  7zzme6UyNlgkBY4D8TZMHN  ...  1972-02-26\n",
       "15343      track id not found  ...  1969-04-05\n",
       "\n",
       "[15344 rows x 18 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "#get raw data from github\n",
    "spotify = 'https://bit.ly/2HvsJJT'\n",
    "\n",
    "#read csv\n",
    "df_spotify = pd.read_csv(spotify)\n",
    "\n",
    "#read dataframe onto notebook\n",
    "pd.DataFrame(df_spotify)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "B6hEdS-_u0lm"
   },
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1969
    },
    "colab_type": "code",
    "id": "h5nn7UqGu35o",
    "outputId": "5c2639dd-f721-45b6-bcc9-c7074ab4185b"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>song</th>\n",
       "      <th>artist</th>\n",
       "      <th>WeekID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.763</td>\n",
       "      <td>0.440</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-13.110</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.000457</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.4210</td>\n",
       "      <td>120.492</td>\n",
       "      <td>300440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Don't Want A Lover</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1989-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.553</td>\n",
       "      <td>0.717</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.857</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0318</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.128000</td>\n",
       "      <td>0.0385</td>\n",
       "      <td>0.3180</td>\n",
       "      <td>127.947</td>\n",
       "      <td>233267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Swing, Swing</td>\n",
       "      <td>The All-American Rejects</td>\n",
       "      <td>2003-08-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.348</td>\n",
       "      <td>0.924</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-3.048</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0945</td>\n",
       "      <td>0.236000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1020</td>\n",
       "      <td>0.0869</td>\n",
       "      <td>114.117</td>\n",
       "      <td>291800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Better Wait</td>\n",
       "      <td>Steve Perry</td>\n",
       "      <td>1994-07-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.699</td>\n",
       "      <td>0.760</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-3.173</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0677</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>129.996</td>\n",
       "      <td>179640.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Kissed A Girl</td>\n",
       "      <td>Katy Perry</td>\n",
       "      <td>2008-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.518</td>\n",
       "      <td>0.060</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-14.887</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0441</td>\n",
       "      <td>0.987000</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>127.870</td>\n",
       "      <td>216373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Nel Blu Dipinto Di Blu (Volaré)</td>\n",
       "      <td>Domenico Modugno</td>\n",
       "      <td>1958-08-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.668</td>\n",
       "      <td>0.650</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.351</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>0.142000</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.0956</td>\n",
       "      <td>0.5770</td>\n",
       "      <td>103.954</td>\n",
       "      <td>231347.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Brokenheartsville</td>\n",
       "      <td>Joe Nichols</td>\n",
       "      <td>2003-05-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.620</td>\n",
       "      <td>0.625</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-7.438</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5530</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3140</td>\n",
       "      <td>0.6650</td>\n",
       "      <td>167.911</td>\n",
       "      <td>284856.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Best Life</td>\n",
       "      <td>Cardi B</td>\n",
       "      <td>2018-04-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.679</td>\n",
       "      <td>0.412</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-16.962</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>0.416000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>105.903</td>\n",
       "      <td>166733.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Two Lovers</td>\n",
       "      <td>Mary Wells</td>\n",
       "      <td>1962-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.583</td>\n",
       "      <td>0.798</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-9.716</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.9600</td>\n",
       "      <td>85.323</td>\n",
       "      <td>280280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never, Never Gonna Give Ya Up</td>\n",
       "      <td>Barry White</td>\n",
       "      <td>1973-11-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.440</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.424</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4320</td>\n",
       "      <td>0.627000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.6070</td>\n",
       "      <td>0.8990</td>\n",
       "      <td>205.187</td>\n",
       "      <td>196347.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Junk Food Junkie</td>\n",
       "      <td>Larry Groce</td>\n",
       "      <td>1976-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.620</td>\n",
       "      <td>0.703</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-7.854</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>0.479000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>0.5590</td>\n",
       "      <td>136.155</td>\n",
       "      <td>239693.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Boy In The Bubble</td>\n",
       "      <td>Paul Simon</td>\n",
       "      <td>1987-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.487</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.417</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0482</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.4840</td>\n",
       "      <td>149.937</td>\n",
       "      <td>204000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sk8er Boi</td>\n",
       "      <td>Avril Lavigne</td>\n",
       "      <td>2002-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.894</td>\n",
       "      <td>0.568</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.207</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0952</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>0.028100</td>\n",
       "      <td>0.0666</td>\n",
       "      <td>0.7420</td>\n",
       "      <td>106.025</td>\n",
       "      <td>147000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Get The Funk Out Ma Face</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1976-08-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.621</td>\n",
       "      <td>0.682</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.058100</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.0815</td>\n",
       "      <td>0.7110</td>\n",
       "      <td>89.573</td>\n",
       "      <td>174027.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Nobody Wants You When You're Down And Out</td>\n",
       "      <td>Bobby Womack</td>\n",
       "      <td>1973-06-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.554</td>\n",
       "      <td>0.899</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.573</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4080</td>\n",
       "      <td>0.052100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0568</td>\n",
       "      <td>0.5520</td>\n",
       "      <td>171.966</td>\n",
       "      <td>227893.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>We Own It (Fast &amp; Furious)</td>\n",
       "      <td>2 Chainz &amp; Wiz Khalifa</td>\n",
       "      <td>2013-06-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3080</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0724</td>\n",
       "      <td>0.5020</td>\n",
       "      <td>149.989</td>\n",
       "      <td>207013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lookin Boy</td>\n",
       "      <td>Hot Stylz</td>\n",
       "      <td>2008-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.691</td>\n",
       "      <td>0.601</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.628000</td>\n",
       "      <td>0.017000</td>\n",
       "      <td>0.0709</td>\n",
       "      <td>0.8500</td>\n",
       "      <td>167.796</td>\n",
       "      <td>263813.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Remember (From \"With Honors\")</td>\n",
       "      <td>Madonna</td>\n",
       "      <td>1994-04-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.612</td>\n",
       "      <td>0.591</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-7.020</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0510</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>160.659</td>\n",
       "      <td>184333.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Stay (I Missed You) (From \"Reality Bites\")</td>\n",
       "      <td>Lisa Loeb &amp; Nine Stories</td>\n",
       "      <td>1994-06-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.302</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.875</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.008170</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3740</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>207.475</td>\n",
       "      <td>181040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Say Forever My Love</td>\n",
       "      <td>Jimmy Ruffin</td>\n",
       "      <td>1968-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.473</td>\n",
       "      <td>0.952</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.561</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0531</td>\n",
       "      <td>0.034200</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.7800</td>\n",
       "      <td>152.007</td>\n",
       "      <td>273187.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Even Now</td>\n",
       "      <td>Bob Seger &amp; The Silver Bullet Band</td>\n",
       "      <td>1983-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.614</td>\n",
       "      <td>0.612</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.948</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>0.161000</td>\n",
       "      <td>0.017800</td>\n",
       "      <td>0.9590</td>\n",
       "      <td>0.7050</td>\n",
       "      <td>111.421</td>\n",
       "      <td>578373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Can't Go For That (No Can Do)</td>\n",
       "      <td>Daryl Hall John Oates</td>\n",
       "      <td>1981-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.653</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11.948</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.202000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>99.647</td>\n",
       "      <td>251493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sentimental Street</td>\n",
       "      <td>Night Ranger</td>\n",
       "      <td>1985-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.407</td>\n",
       "      <td>0.470</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0370</td>\n",
       "      <td>0.755000</td>\n",
       "      <td>0.021600</td>\n",
       "      <td>0.0976</td>\n",
       "      <td>0.2270</td>\n",
       "      <td>138.471</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Wigwam</td>\n",
       "      <td>Bob Dylan</td>\n",
       "      <td>1970-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.373</td>\n",
       "      <td>0.884</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-7.707</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0421</td>\n",
       "      <td>0.004090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>130.099</td>\n",
       "      <td>257920.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>New Thing</td>\n",
       "      <td>Enuff Z'Nuff</td>\n",
       "      <td>1989-10-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.731</td>\n",
       "      <td>0.617</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-11.644</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.276000</td>\n",
       "      <td>0.014200</td>\n",
       "      <td>0.1340</td>\n",
       "      <td>0.7650</td>\n",
       "      <td>90.940</td>\n",
       "      <td>299067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Strawberry Letter 23</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1977-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.555</td>\n",
       "      <td>0.860</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>0.038600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>108.594</td>\n",
       "      <td>361307.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>All About Soul</td>\n",
       "      <td>Billy Joel</td>\n",
       "      <td>1994-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.357</td>\n",
       "      <td>0.653</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.554</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>0.5220</td>\n",
       "      <td>176.647</td>\n",
       "      <td>259800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Juke Box Hero</td>\n",
       "      <td>Foreigner</td>\n",
       "      <td>1982-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.539</td>\n",
       "      <td>0.930</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-6.035</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.013800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0673</td>\n",
       "      <td>0.5840</td>\n",
       "      <td>127.454</td>\n",
       "      <td>218440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What I Didn't Know</td>\n",
       "      <td>Athenaeum</td>\n",
       "      <td>1998-08-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.848</td>\n",
       "      <td>0.577</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3690</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>96.045</td>\n",
       "      <td>251707.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Head Over Heels</td>\n",
       "      <td>Allure</td>\n",
       "      <td>1997-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.483</td>\n",
       "      <td>0.460</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.055</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0282</td>\n",
       "      <td>0.658000</td>\n",
       "      <td>0.924000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>0.5640</td>\n",
       "      <td>94.185</td>\n",
       "      <td>116733.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Stripper</td>\n",
       "      <td>David Rose and His Orchestra</td>\n",
       "      <td>1962-05-19</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15313</th>\n",
       "      <td>0.719</td>\n",
       "      <td>0.616</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-3.951</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>0.006830</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.0742</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>124.963</td>\n",
       "      <td>200880.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Who Dat Girl</td>\n",
       "      <td>Flo Rida</td>\n",
       "      <td>2010-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15314</th>\n",
       "      <td>0.839</td>\n",
       "      <td>0.834</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0503</td>\n",
       "      <td>0.034700</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>0.7780</td>\n",
       "      <td>99.994</td>\n",
       "      <td>192427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never Leave You - Uh Ooh, Uh Oooh!</td>\n",
       "      <td>Lumidee</td>\n",
       "      <td>2003-06-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15315</th>\n",
       "      <td>0.635</td>\n",
       "      <td>0.180</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-13.843</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.5280</td>\n",
       "      <td>73.006</td>\n",
       "      <td>168827.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Glory Of Love</td>\n",
       "      <td>Otis Redding</td>\n",
       "      <td>1967-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15316</th>\n",
       "      <td>0.779</td>\n",
       "      <td>0.455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-15.025</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.1970</td>\n",
       "      <td>140.181</td>\n",
       "      <td>153429.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Uber Everywhere</td>\n",
       "      <td>MadeinTYO</td>\n",
       "      <td>2016-05-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15317</th>\n",
       "      <td>0.596</td>\n",
       "      <td>0.815</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0755</td>\n",
       "      <td>0.011100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.4590</td>\n",
       "      <td>165.015</td>\n",
       "      <td>206567.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Shell Shocked</td>\n",
       "      <td>Juicy J, Wiz Khalifa &amp; Ty Dolla $ign</td>\n",
       "      <td>2014-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15318</th>\n",
       "      <td>0.217</td>\n",
       "      <td>0.178</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-12.681</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.908000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>175.771</td>\n",
       "      <td>184507.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>When Joanna Loved Me</td>\n",
       "      <td>Tony Bennett</td>\n",
       "      <td>1964-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15319</th>\n",
       "      <td>0.445</td>\n",
       "      <td>0.787</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-10.145</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>0.008120</td>\n",
       "      <td>0.817000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.8570</td>\n",
       "      <td>121.472</td>\n",
       "      <td>152467.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Bust Out</td>\n",
       "      <td>The Busters</td>\n",
       "      <td>1963-10-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15320</th>\n",
       "      <td>0.658</td>\n",
       "      <td>0.294</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.0749</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>74.038</td>\n",
       "      <td>278180.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Get You</td>\n",
       "      <td>Daniel Caesar</td>\n",
       "      <td>2018-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15321</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.637</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.157</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.043100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.8160</td>\n",
       "      <td>81.857</td>\n",
       "      <td>339577.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Slow Love</td>\n",
       "      <td>Doc Box &amp; B. Fresh</td>\n",
       "      <td>1990-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15322</th>\n",
       "      <td>0.747</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-10.031</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.007500</td>\n",
       "      <td>0.0701</td>\n",
       "      <td>0.8310</td>\n",
       "      <td>127.549</td>\n",
       "      <td>245440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He's A Liar</td>\n",
       "      <td>Bee Gees</td>\n",
       "      <td>1981-10-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15323</th>\n",
       "      <td>0.618</td>\n",
       "      <td>0.607</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.625</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0299</td>\n",
       "      <td>0.042000</td>\n",
       "      <td>0.027700</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>95.715</td>\n",
       "      <td>213293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Since You're Gone</td>\n",
       "      <td>The Cars</td>\n",
       "      <td>1982-04-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15324</th>\n",
       "      <td>0.668</td>\n",
       "      <td>0.724</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.953</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0536</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2180</td>\n",
       "      <td>0.3180</td>\n",
       "      <td>148.522</td>\n",
       "      <td>221373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Girl Tonite</td>\n",
       "      <td>Twista</td>\n",
       "      <td>2005-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15325</th>\n",
       "      <td>0.814</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-12.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>0.8070</td>\n",
       "      <td>108.338</td>\n",
       "      <td>274960.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>My Forbidden Lover</td>\n",
       "      <td>Chic</td>\n",
       "      <td>1979-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15326</th>\n",
       "      <td>0.660</td>\n",
       "      <td>0.748</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-11.206</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.099300</td>\n",
       "      <td>0.005850</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>0.9720</td>\n",
       "      <td>143.549</td>\n",
       "      <td>170293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Burning Love</td>\n",
       "      <td>Elvis Presley</td>\n",
       "      <td>1972-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15327</th>\n",
       "      <td>0.684</td>\n",
       "      <td>0.715</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.132</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0336</td>\n",
       "      <td>0.159000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>0.5630</td>\n",
       "      <td>96.018</td>\n",
       "      <td>214107.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Keep Me In Mind</td>\n",
       "      <td>Zac Brown Band</td>\n",
       "      <td>2011-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15328</th>\n",
       "      <td>0.617</td>\n",
       "      <td>0.570</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.562</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.008470</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.0985</td>\n",
       "      <td>0.3950</td>\n",
       "      <td>111.846</td>\n",
       "      <td>218147.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Trying To Stop Your Leaving</td>\n",
       "      <td>Dierks Bentley</td>\n",
       "      <td>2008-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15329</th>\n",
       "      <td>0.656</td>\n",
       "      <td>0.347</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-13.398</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>0.002210</td>\n",
       "      <td>0.0645</td>\n",
       "      <td>0.3680</td>\n",
       "      <td>118.288</td>\n",
       "      <td>225973.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Next Time I Fall</td>\n",
       "      <td>Peter Cetera With Amy Grant</td>\n",
       "      <td>1986-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15330</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.851</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-9.779</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>0.122000</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.7520</td>\n",
       "      <td>122.065</td>\n",
       "      <td>327040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Lied To Me</td>\n",
       "      <td>Cathy Dennis</td>\n",
       "      <td>1992-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15331</th>\n",
       "      <td>0.603</td>\n",
       "      <td>0.675</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-12.027</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.748000</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0.0906</td>\n",
       "      <td>0.7770</td>\n",
       "      <td>120.634</td>\n",
       "      <td>79480.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Some Kind-A Earthquake</td>\n",
       "      <td>Duane Eddy His Twangy Guitar And The Rebels</td>\n",
       "      <td>1959-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15332</th>\n",
       "      <td>0.612</td>\n",
       "      <td>0.799</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.603</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>0.008980</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.6870</td>\n",
       "      <td>125.976</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What Ifs</td>\n",
       "      <td>Kane Brown</td>\n",
       "      <td>2017-07-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15333</th>\n",
       "      <td>0.470</td>\n",
       "      <td>0.426</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-10.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.076100</td>\n",
       "      <td>0.000545</td>\n",
       "      <td>0.4060</td>\n",
       "      <td>0.7400</td>\n",
       "      <td>133.601</td>\n",
       "      <td>164573.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Don't Have To Walk In The Rain</td>\n",
       "      <td>The Turtles</td>\n",
       "      <td>1969-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15334</th>\n",
       "      <td>0.645</td>\n",
       "      <td>0.828</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.493</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.234000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.7740</td>\n",
       "      <td>121.217</td>\n",
       "      <td>191667.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Misunderstanding</td>\n",
       "      <td>Genesis</td>\n",
       "      <td>1980-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15335</th>\n",
       "      <td>0.569</td>\n",
       "      <td>0.901</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.197</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.8390</td>\n",
       "      <td>133.193</td>\n",
       "      <td>259413.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Big Gun (From \"Last Action Hero\")</td>\n",
       "      <td>AC/DC</td>\n",
       "      <td>1993-09-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15336</th>\n",
       "      <td>0.321</td>\n",
       "      <td>0.664</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0326</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.5700</td>\n",
       "      <td>139.235</td>\n",
       "      <td>256280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer Wine</td>\n",
       "      <td>Nancy Sinatra with Lee Hazlewood</td>\n",
       "      <td>1967-04-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15337</th>\n",
       "      <td>0.576</td>\n",
       "      <td>0.515</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.078800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>95.406</td>\n",
       "      <td>251200.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Lions, Tigers &amp; Bears</td>\n",
       "      <td>Jazmine Sullivan</td>\n",
       "      <td>2009-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15338</th>\n",
       "      <td>0.602</td>\n",
       "      <td>0.797</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.084</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0534</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>0.4920</td>\n",
       "      <td>92.928</td>\n",
       "      <td>185360.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cold Water</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>2016-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15339</th>\n",
       "      <td>0.661</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.648</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>0.137000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>0.8760</td>\n",
       "      <td>134.171</td>\n",
       "      <td>150760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He Was Really Sayin' Somethin'</td>\n",
       "      <td>The Velvelettes</td>\n",
       "      <td>1965-02-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15340</th>\n",
       "      <td>0.489</td>\n",
       "      <td>0.531</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.871</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2850</td>\n",
       "      <td>0.6120</td>\n",
       "      <td>153.589</td>\n",
       "      <td>206427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't Worry Mother, Your Son's Heart Is Pure</td>\n",
       "      <td>The McCoys</td>\n",
       "      <td>1966-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15341</th>\n",
       "      <td>0.443</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.172</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.123000</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.5360</td>\n",
       "      <td>185.034</td>\n",
       "      <td>202760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>If You Ever Stop Loving Me</td>\n",
       "      <td>Montgomery Gentry</td>\n",
       "      <td>2004-04-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15342</th>\n",
       "      <td>0.491</td>\n",
       "      <td>0.443</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.847</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0528</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.6300</td>\n",
       "      <td>134.145</td>\n",
       "      <td>304493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ring The Living Bell</td>\n",
       "      <td>Melanie</td>\n",
       "      <td>1972-02-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15342 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       danceability  ...      WeekID\n",
       "1             0.763  ...  1989-09-16\n",
       "2             0.553  ...  2003-08-30\n",
       "3             0.348  ...  1994-07-23\n",
       "4             0.699  ...  2008-05-31\n",
       "5             0.518  ...  1958-08-09\n",
       "6             0.668  ...  2003-05-10\n",
       "7             0.620  ...  2018-04-28\n",
       "8             0.679  ...  1962-12-08\n",
       "9             0.583  ...  1973-11-03\n",
       "10            0.440  ...  1976-01-17\n",
       "11            0.620  ...  1987-03-21\n",
       "12            0.487  ...  2002-12-28\n",
       "13            0.894  ...  1976-08-21\n",
       "14            0.621  ...  1973-06-23\n",
       "15            0.554  ...  2013-06-15\n",
       "16            0.850  ...  2008-06-28\n",
       "17            0.691  ...  1994-04-09\n",
       "18            0.612  ...  1994-06-25\n",
       "19            0.302  ...  1968-03-16\n",
       "20            0.473  ...  1983-03-19\n",
       "21            0.614  ...  1981-11-21\n",
       "22            0.653  ...  1985-09-07\n",
       "23            0.407  ...  1970-08-01\n",
       "24            0.373  ...  1989-10-28\n",
       "25            0.731  ...  1977-10-22\n",
       "26            0.555  ...  1994-02-19\n",
       "27            0.357  ...  1982-02-20\n",
       "28            0.539  ...  1998-08-08\n",
       "29            0.848  ...  1997-03-22\n",
       "30            0.483  ...  1962-05-19\n",
       "...             ...  ...         ...\n",
       "15313         0.719  ...  2010-12-25\n",
       "15314         0.839  ...  2003-06-07\n",
       "15315         0.635  ...  1967-08-05\n",
       "15316         0.779  ...  2016-05-07\n",
       "15317         0.596  ...  2014-09-06\n",
       "15318         0.217  ...  1964-03-28\n",
       "15319         0.445  ...  1963-10-05\n",
       "15320         0.658  ...  2018-03-10\n",
       "15321         0.750  ...  1990-09-29\n",
       "15322         0.747  ...  1981-10-03\n",
       "15323         0.618  ...  1982-04-10\n",
       "15324         0.668  ...  2005-09-17\n",
       "15325         0.814  ...  1979-10-13\n",
       "15326         0.660  ...  1972-10-07\n",
       "15327         0.684  ...  2011-10-22\n",
       "15328         0.617  ...  2008-04-26\n",
       "15329         0.656  ...  1986-09-27\n",
       "15330         0.761  ...  1992-09-12\n",
       "15331         0.603  ...  1959-11-21\n",
       "15332         0.612  ...  2017-07-08\n",
       "15333         0.470  ...  1969-06-14\n",
       "15334         0.645  ...  1980-05-31\n",
       "15335         0.569  ...  1993-09-11\n",
       "15336         0.321  ...  1967-04-22\n",
       "15337         0.576  ...  2009-02-28\n",
       "15338         0.602  ...  2016-12-03\n",
       "15339         0.661  ...  1965-02-06\n",
       "15340         0.489  ...  1966-10-15\n",
       "15341         0.443  ...  2004-04-24\n",
       "15342         0.491  ...  1972-02-26\n",
       "\n",
       "[15342 rows x 16 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop unnecessary columns\n",
    "df_spotify = df_spotify.drop(df_spotify.columns[0], axis=1)\n",
    "df_spotify = df_spotify.drop(columns=[\"type\"])\n",
    "#drop null values\n",
    "df_spotify =df_spotify.dropna()\n",
    "#read data onto notebook\n",
    "pd.DataFrame(df_spotify)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1969
    },
    "colab_type": "code",
    "id": "gIqg_rsymS8C",
    "outputId": "48daff30-9501-4f41-c671-d34505c3f587"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>song</th>\n",
       "      <th>artist</th>\n",
       "      <th>WeekID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.763</td>\n",
       "      <td>0.440</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-13.110</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.000457</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.421</td>\n",
       "      <td>120.492</td>\n",
       "      <td>300440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Don't Want A Lover</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1989-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.518</td>\n",
       "      <td>0.060</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-14.887</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0441</td>\n",
       "      <td>0.987000</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.336</td>\n",
       "      <td>127.870</td>\n",
       "      <td>216373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Nel Blu Dipinto Di Blu (Volaré)</td>\n",
       "      <td>Domenico Modugno</td>\n",
       "      <td>1958-08-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.440</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.424</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4320</td>\n",
       "      <td>0.627000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.6070</td>\n",
       "      <td>0.899</td>\n",
       "      <td>205.187</td>\n",
       "      <td>196347.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Junk Food Junkie</td>\n",
       "      <td>Larry Groce</td>\n",
       "      <td>1976-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.554</td>\n",
       "      <td>0.899</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.573</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4080</td>\n",
       "      <td>0.052100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0568</td>\n",
       "      <td>0.552</td>\n",
       "      <td>171.966</td>\n",
       "      <td>227893.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>We Own It (Fast &amp; Furious)</td>\n",
       "      <td>2 Chainz &amp; Wiz Khalifa</td>\n",
       "      <td>2013-06-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3080</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0724</td>\n",
       "      <td>0.502</td>\n",
       "      <td>149.989</td>\n",
       "      <td>207013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lookin Boy</td>\n",
       "      <td>Hot Stylz</td>\n",
       "      <td>2008-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.539</td>\n",
       "      <td>0.930</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-6.035</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0624</td>\n",
       "      <td>0.013800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0673</td>\n",
       "      <td>0.584</td>\n",
       "      <td>127.454</td>\n",
       "      <td>218440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What I Didn't Know</td>\n",
       "      <td>Athenaeum</td>\n",
       "      <td>1998-08-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.483</td>\n",
       "      <td>0.460</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.055</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0282</td>\n",
       "      <td>0.658000</td>\n",
       "      <td>0.924000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>0.564</td>\n",
       "      <td>94.185</td>\n",
       "      <td>116733.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Stripper</td>\n",
       "      <td>David Rose and His Orchestra</td>\n",
       "      <td>1962-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.718</td>\n",
       "      <td>0.588</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11.360</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0532</td>\n",
       "      <td>0.050700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5890</td>\n",
       "      <td>0.650</td>\n",
       "      <td>109.103</td>\n",
       "      <td>160732.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Dreams Are Ten A Penny</td>\n",
       "      <td>The First Class</td>\n",
       "      <td>1974-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.452</td>\n",
       "      <td>0.794</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.011100</td>\n",
       "      <td>0.001820</td>\n",
       "      <td>0.4160</td>\n",
       "      <td>0.282</td>\n",
       "      <td>137.825</td>\n",
       "      <td>196664.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Harlem Shake</td>\n",
       "      <td>Baauer</td>\n",
       "      <td>2013-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.561</td>\n",
       "      <td>0.928</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.216</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1730</td>\n",
       "      <td>0.882</td>\n",
       "      <td>154.914</td>\n",
       "      <td>169533.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Someday, Someway</td>\n",
       "      <td>Marshall Crenshaw</td>\n",
       "      <td>1982-08-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.402</td>\n",
       "      <td>0.700</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-4.613</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.147000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0992</td>\n",
       "      <td>0.496</td>\n",
       "      <td>198.972</td>\n",
       "      <td>221387.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Crying On A Suitcase</td>\n",
       "      <td>Casey James</td>\n",
       "      <td>2013-02-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.739</td>\n",
       "      <td>0.696</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-10.926</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0389</td>\n",
       "      <td>0.000941</td>\n",
       "      <td>0.758000</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>0.963</td>\n",
       "      <td>124.095</td>\n",
       "      <td>193013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Makes You Blind</td>\n",
       "      <td>The Glitter Band</td>\n",
       "      <td>1976-11-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.780</td>\n",
       "      <td>0.680</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-6.081</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>0.141000</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.594</td>\n",
       "      <td>118.026</td>\n",
       "      <td>180560.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cheerleader</td>\n",
       "      <td>OMI</td>\n",
       "      <td>2015-06-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.446</td>\n",
       "      <td>0.940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3.145</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1570</td>\n",
       "      <td>0.504000</td>\n",
       "      <td>0.007540</td>\n",
       "      <td>0.0684</td>\n",
       "      <td>0.895</td>\n",
       "      <td>169.724</td>\n",
       "      <td>187947.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Treat Her Right</td>\n",
       "      <td>Roy Head And The Traits</td>\n",
       "      <td>1965-09-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.584</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.185</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0580</td>\n",
       "      <td>0.329000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.729</td>\n",
       "      <td>152.005</td>\n",
       "      <td>212867.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Wavin' Flag</td>\n",
       "      <td>K'Naan</td>\n",
       "      <td>2010-07-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.269</td>\n",
       "      <td>0.895</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-6.382</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.083000</td>\n",
       "      <td>0.002660</td>\n",
       "      <td>0.1530</td>\n",
       "      <td>0.160</td>\n",
       "      <td>168.479</td>\n",
       "      <td>299507.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>In The Meantime</td>\n",
       "      <td>Spacehog</td>\n",
       "      <td>1996-04-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.882</td>\n",
       "      <td>0.562</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.670</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.047500</td>\n",
       "      <td>0.374000</td>\n",
       "      <td>0.0338</td>\n",
       "      <td>0.926</td>\n",
       "      <td>129.990</td>\n",
       "      <td>189583.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Makin' It</td>\n",
       "      <td>David Naughton</td>\n",
       "      <td>1979-04-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>0.710</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3.329</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0359</td>\n",
       "      <td>0.039000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1270</td>\n",
       "      <td>0.930</td>\n",
       "      <td>118.024</td>\n",
       "      <td>222987.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Chloe (You're The One I Want)</td>\n",
       "      <td>Emblem3</td>\n",
       "      <td>2013-08-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0.662</td>\n",
       "      <td>0.830</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-12.279</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010500</td>\n",
       "      <td>0.7160</td>\n",
       "      <td>0.751</td>\n",
       "      <td>128.147</td>\n",
       "      <td>368760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Weird Science</td>\n",
       "      <td>Oingo Boingo</td>\n",
       "      <td>1985-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0.322</td>\n",
       "      <td>0.650</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-8.324</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0399</td>\n",
       "      <td>0.002440</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.479</td>\n",
       "      <td>132.864</td>\n",
       "      <td>322267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't Ever Wanna Lose Ya</td>\n",
       "      <td>New England</td>\n",
       "      <td>1979-06-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>0.736</td>\n",
       "      <td>0.939</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-2.812</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2840</td>\n",
       "      <td>0.005500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0905</td>\n",
       "      <td>0.761</td>\n",
       "      <td>132.070</td>\n",
       "      <td>219493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Gangnam Style</td>\n",
       "      <td>PSY</td>\n",
       "      <td>2012-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>0.805</td>\n",
       "      <td>0.473</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-12.999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0507</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.005160</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.519</td>\n",
       "      <td>124.618</td>\n",
       "      <td>201200.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>(The Lament Of The Cherokee) Indian Reservation</td>\n",
       "      <td>Don Fardon</td>\n",
       "      <td>1968-10-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0.563</td>\n",
       "      <td>0.524</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-7.620</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0225</td>\n",
       "      <td>0.432000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2720</td>\n",
       "      <td>0.252</td>\n",
       "      <td>86.496</td>\n",
       "      <td>202333.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Not On Your Love</td>\n",
       "      <td>Jeff Carson</td>\n",
       "      <td>1995-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>0.586</td>\n",
       "      <td>0.633</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-7.688</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0318</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>0.445</td>\n",
       "      <td>148.984</td>\n",
       "      <td>189800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Wild Child</td>\n",
       "      <td>Kenny Chesney With Grace Potter</td>\n",
       "      <td>2015-04-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>0.585</td>\n",
       "      <td>0.527</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-9.551</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0716</td>\n",
       "      <td>0.255000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3610</td>\n",
       "      <td>0.965</td>\n",
       "      <td>143.418</td>\n",
       "      <td>143099.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Let The Little Girl Dance</td>\n",
       "      <td>Billy Bland</td>\n",
       "      <td>1960-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>0.744</td>\n",
       "      <td>0.769</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.674</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>0.035500</td>\n",
       "      <td>0.001420</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.950</td>\n",
       "      <td>132.074</td>\n",
       "      <td>257107.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Can't We Try</td>\n",
       "      <td>Rockell [Duet With Collage]</td>\n",
       "      <td>1998-10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>0.391</td>\n",
       "      <td>0.629</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-4.687</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0442</td>\n",
       "      <td>0.258000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0626</td>\n",
       "      <td>0.546</td>\n",
       "      <td>141.342</td>\n",
       "      <td>253320.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Trust</td>\n",
       "      <td>Keyshia Cole Duet With Monica</td>\n",
       "      <td>2009-07-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>0.798</td>\n",
       "      <td>0.705</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.501</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0655</td>\n",
       "      <td>0.000893</td>\n",
       "      <td>0.205000</td>\n",
       "      <td>0.0949</td>\n",
       "      <td>0.601</td>\n",
       "      <td>119.387</td>\n",
       "      <td>383507.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>There's A Party Going On</td>\n",
       "      <td>Yvonne</td>\n",
       "      <td>1990-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.939</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.611</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0522</td>\n",
       "      <td>0.006280</td>\n",
       "      <td>0.036500</td>\n",
       "      <td>0.2790</td>\n",
       "      <td>0.569</td>\n",
       "      <td>147.301</td>\n",
       "      <td>290907.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Love And Loneliness</td>\n",
       "      <td>The Motors</td>\n",
       "      <td>1980-05-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>0.785</td>\n",
       "      <td>0.582</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-4.877</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2370</td>\n",
       "      <td>0.191000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.861</td>\n",
       "      <td>71.774</td>\n",
       "      <td>231360.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cupid Shuffle</td>\n",
       "      <td>Cupid</td>\n",
       "      <td>2007-09-29</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15186</th>\n",
       "      <td>0.520</td>\n",
       "      <td>0.761</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.093</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>0.256000</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.1700</td>\n",
       "      <td>0.286</td>\n",
       "      <td>141.971</td>\n",
       "      <td>180823.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Silence</td>\n",
       "      <td>Marshmello</td>\n",
       "      <td>2017-11-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15189</th>\n",
       "      <td>0.708</td>\n",
       "      <td>0.513</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-7.748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0888</td>\n",
       "      <td>0.118000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.310</td>\n",
       "      <td>89.000</td>\n",
       "      <td>248773.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't You Forget It</td>\n",
       "      <td>Glenn Lewis</td>\n",
       "      <td>2001-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15196</th>\n",
       "      <td>0.635</td>\n",
       "      <td>0.518</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-7.131</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0439</td>\n",
       "      <td>0.463000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1690</td>\n",
       "      <td>0.513</td>\n",
       "      <td>124.044</td>\n",
       "      <td>245067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Customer</td>\n",
       "      <td>Raheem DeVaughn</td>\n",
       "      <td>2008-05-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15197</th>\n",
       "      <td>0.492</td>\n",
       "      <td>0.275</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-13.400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>0.687000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.180</td>\n",
       "      <td>92.600</td>\n",
       "      <td>251034.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Hate U I Love U</td>\n",
       "      <td>gnash</td>\n",
       "      <td>2016-05-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15202</th>\n",
       "      <td>0.727</td>\n",
       "      <td>0.714</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-10.063</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0314</td>\n",
       "      <td>0.172000</td>\n",
       "      <td>0.009100</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.963</td>\n",
       "      <td>117.511</td>\n",
       "      <td>168533.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Charlena</td>\n",
       "      <td>The Sevilles</td>\n",
       "      <td>1961-01-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15207</th>\n",
       "      <td>0.674</td>\n",
       "      <td>0.767</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-7.303</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0609</td>\n",
       "      <td>0.104000</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0893</td>\n",
       "      <td>0.837</td>\n",
       "      <td>97.075</td>\n",
       "      <td>272160.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Whutcha Want?</td>\n",
       "      <td>Nine</td>\n",
       "      <td>1994-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15211</th>\n",
       "      <td>0.728</td>\n",
       "      <td>0.415</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-6.852</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0639</td>\n",
       "      <td>0.401000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0616</td>\n",
       "      <td>0.455</td>\n",
       "      <td>114.145</td>\n",
       "      <td>176320.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Issues</td>\n",
       "      <td>Julia Michaels</td>\n",
       "      <td>2017-02-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15214</th>\n",
       "      <td>0.817</td>\n",
       "      <td>0.485</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-11.659</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>0.052500</td>\n",
       "      <td>0.000210</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>0.672</td>\n",
       "      <td>100.978</td>\n",
       "      <td>228267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Keep On Movin'</td>\n",
       "      <td>Soul II Soul (</td>\n",
       "      <td>1989-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15215</th>\n",
       "      <td>0.815</td>\n",
       "      <td>0.723</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-6.903</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1260</td>\n",
       "      <td>0.052400</td>\n",
       "      <td>0.006800</td>\n",
       "      <td>0.0508</td>\n",
       "      <td>0.781</td>\n",
       "      <td>106.031</td>\n",
       "      <td>271813.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>If That's Your Boyfriend (He Wasn't Last Night)</td>\n",
       "      <td>MeShell Ndegeocello</td>\n",
       "      <td>1994-02-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15216</th>\n",
       "      <td>0.857</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.566</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.073900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0992</td>\n",
       "      <td>0.754</td>\n",
       "      <td>92.025</td>\n",
       "      <td>218933.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Way That You Talk</td>\n",
       "      <td>Jagged Edge</td>\n",
       "      <td>1997-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15227</th>\n",
       "      <td>0.752</td>\n",
       "      <td>0.741</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-11.644</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0896</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3470</td>\n",
       "      <td>0.910</td>\n",
       "      <td>122.912</td>\n",
       "      <td>201733.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Does Your Chewing Gum Lose It's Flavor (On The...</td>\n",
       "      <td>Lonnie Donegan And His Skiffle Group</td>\n",
       "      <td>1961-09-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15236</th>\n",
       "      <td>0.303</td>\n",
       "      <td>0.320</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.435</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0366</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.407</td>\n",
       "      <td>82.000</td>\n",
       "      <td>220600.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>With You I'm Born Again</td>\n",
       "      <td>Billy Preston &amp; Syreeta</td>\n",
       "      <td>1979-12-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15241</th>\n",
       "      <td>0.537</td>\n",
       "      <td>0.382</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-15.568</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0245</td>\n",
       "      <td>0.079500</td>\n",
       "      <td>0.001150</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.338</td>\n",
       "      <td>148.061</td>\n",
       "      <td>257053.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't Close Your Eyes</td>\n",
       "      <td>KIX</td>\n",
       "      <td>1989-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15243</th>\n",
       "      <td>0.373</td>\n",
       "      <td>0.505</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-7.887</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0285</td>\n",
       "      <td>0.535000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3270</td>\n",
       "      <td>0.438</td>\n",
       "      <td>141.146</td>\n",
       "      <td>198987.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Betcha By Golly, Wow</td>\n",
       "      <td>The Stylistics</td>\n",
       "      <td>1972-04-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15261</th>\n",
       "      <td>0.753</td>\n",
       "      <td>0.682</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-15.990</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0424</td>\n",
       "      <td>0.000618</td>\n",
       "      <td>0.089400</td>\n",
       "      <td>0.0838</td>\n",
       "      <td>0.445</td>\n",
       "      <td>104.800</td>\n",
       "      <td>380440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Dance And Shake Your Tambourine</td>\n",
       "      <td>Universal Robot Band</td>\n",
       "      <td>1977-05-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15270</th>\n",
       "      <td>0.583</td>\n",
       "      <td>0.430</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-11.705</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0768</td>\n",
       "      <td>0.842000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1450</td>\n",
       "      <td>0.678</td>\n",
       "      <td>118.953</td>\n",
       "      <td>166120.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Old Rivers</td>\n",
       "      <td>Walter Brennan</td>\n",
       "      <td>1962-04-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15280</th>\n",
       "      <td>0.739</td>\n",
       "      <td>0.758</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-6.128</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2170</td>\n",
       "      <td>0.099900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.765</td>\n",
       "      <td>96.717</td>\n",
       "      <td>304667.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Can't Play With My Yo-Yo</td>\n",
       "      <td>Yo-Yo</td>\n",
       "      <td>1991-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15285</th>\n",
       "      <td>0.697</td>\n",
       "      <td>0.364</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-9.504</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0316</td>\n",
       "      <td>0.498000</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.482</td>\n",
       "      <td>99.025</td>\n",
       "      <td>238800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summertime In The LBC (From \"The Show\")</td>\n",
       "      <td>The Dove Shack</td>\n",
       "      <td>1995-11-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15286</th>\n",
       "      <td>0.569</td>\n",
       "      <td>0.495</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-8.964</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.353000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.302</td>\n",
       "      <td>128.228</td>\n",
       "      <td>281067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>One Sweet Day</td>\n",
       "      <td>Mariah Carey &amp; Boyz II Men</td>\n",
       "      <td>1995-12-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15287</th>\n",
       "      <td>0.593</td>\n",
       "      <td>0.651</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-6.904</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1350</td>\n",
       "      <td>0.016900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>0.323</td>\n",
       "      <td>86.535</td>\n",
       "      <td>223613.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Gallery</td>\n",
       "      <td>Mario Vazquez</td>\n",
       "      <td>2006-08-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15294</th>\n",
       "      <td>0.565</td>\n",
       "      <td>0.473</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.420</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.776000</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.2780</td>\n",
       "      <td>0.595</td>\n",
       "      <td>107.275</td>\n",
       "      <td>148560.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Baby Oh Baby</td>\n",
       "      <td>The Shells</td>\n",
       "      <td>1961-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15312</th>\n",
       "      <td>0.783</td>\n",
       "      <td>0.842</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-8.838</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0540</td>\n",
       "      <td>0.033700</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.0473</td>\n",
       "      <td>0.933</td>\n",
       "      <td>117.790</td>\n",
       "      <td>263779.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Opposites Attract</td>\n",
       "      <td>Paula Abdul (Duet With The Wild Pair)</td>\n",
       "      <td>1990-04-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15314</th>\n",
       "      <td>0.839</td>\n",
       "      <td>0.834</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0503</td>\n",
       "      <td>0.034700</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>0.778</td>\n",
       "      <td>99.994</td>\n",
       "      <td>192427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never Leave You - Uh Ooh, Uh Oooh!</td>\n",
       "      <td>Lumidee</td>\n",
       "      <td>2003-06-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15316</th>\n",
       "      <td>0.779</td>\n",
       "      <td>0.455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-15.025</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.197</td>\n",
       "      <td>140.181</td>\n",
       "      <td>153429.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Uber Everywhere</td>\n",
       "      <td>MadeinTYO</td>\n",
       "      <td>2016-05-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15317</th>\n",
       "      <td>0.596</td>\n",
       "      <td>0.815</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0755</td>\n",
       "      <td>0.011100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.459</td>\n",
       "      <td>165.015</td>\n",
       "      <td>206567.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Shell Shocked</td>\n",
       "      <td>Juicy J, Wiz Khalifa &amp; Ty Dolla $ign</td>\n",
       "      <td>2014-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15319</th>\n",
       "      <td>0.445</td>\n",
       "      <td>0.787</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-10.145</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>0.008120</td>\n",
       "      <td>0.817000</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.857</td>\n",
       "      <td>121.472</td>\n",
       "      <td>152467.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Bust Out</td>\n",
       "      <td>The Busters</td>\n",
       "      <td>1963-10-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15321</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.637</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.157</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.043100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4330</td>\n",
       "      <td>0.816</td>\n",
       "      <td>81.857</td>\n",
       "      <td>339577.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Slow Love</td>\n",
       "      <td>Doc Box &amp; B. Fresh</td>\n",
       "      <td>1990-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15329</th>\n",
       "      <td>0.656</td>\n",
       "      <td>0.347</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-13.398</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>0.002210</td>\n",
       "      <td>0.0645</td>\n",
       "      <td>0.368</td>\n",
       "      <td>118.288</td>\n",
       "      <td>225973.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Next Time I Fall</td>\n",
       "      <td>Peter Cetera With Amy Grant</td>\n",
       "      <td>1986-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15332</th>\n",
       "      <td>0.612</td>\n",
       "      <td>0.799</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.603</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>0.008980</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.687</td>\n",
       "      <td>125.976</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>What Ifs</td>\n",
       "      <td>Kane Brown</td>\n",
       "      <td>2017-07-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15336</th>\n",
       "      <td>0.321</td>\n",
       "      <td>0.664</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0326</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.570</td>\n",
       "      <td>139.235</td>\n",
       "      <td>256280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer Wine</td>\n",
       "      <td>Nancy Sinatra with Lee Hazlewood</td>\n",
       "      <td>1967-04-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2728 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       danceability  energy  ...                                 artist      WeekID\n",
       "1             0.763   0.440  ...                                  Texas  1989-09-16\n",
       "5             0.518   0.060  ...                       Domenico Modugno  1958-08-09\n",
       "10            0.440   0.655  ...                            Larry Groce  1976-01-17\n",
       "15            0.554   0.899  ...                 2 Chainz & Wiz Khalifa  2013-06-15\n",
       "16            0.850   0.687  ...                             Hot Stylz   2008-06-28\n",
       "28            0.539   0.930  ...                              Athenaeum  1998-08-08\n",
       "30            0.483   0.460  ...           David Rose and His Orchestra  1962-05-19\n",
       "49            0.718   0.588  ...                        The First Class  1974-11-30\n",
       "58            0.452   0.794  ...                                 Baauer  2013-03-09\n",
       "71            0.561   0.928  ...                      Marshall Crenshaw  1982-08-28\n",
       "73            0.402   0.700  ...                            Casey James  2013-02-23\n",
       "76            0.739   0.696  ...                       The Glitter Band  1976-11-13\n",
       "79            0.780   0.680  ...                                    OMI  2015-06-27\n",
       "81            0.446   0.940  ...                Roy Head And The Traits  1965-09-11\n",
       "92            0.584   0.768  ...                                 K'Naan  2010-07-03\n",
       "98            0.269   0.895  ...                               Spacehog  1996-04-13\n",
       "104           0.882   0.562  ...                         David Naughton  1979-04-07\n",
       "107           0.710   0.925  ...                                Emblem3  2013-08-17\n",
       "111           0.662   0.830  ...                           Oingo Boingo  1985-09-07\n",
       "121           0.322   0.650  ...                            New England  1979-06-23\n",
       "123           0.736   0.939  ...                                    PSY  2012-09-29\n",
       "153           0.805   0.473  ...                             Don Fardon  1968-10-19\n",
       "159           0.563   0.524  ...                            Jeff Carson  1995-09-23\n",
       "166           0.586   0.633  ...        Kenny Chesney With Grace Potter  2015-04-18\n",
       "188           0.585   0.527  ...                            Billy Bland  1960-02-20\n",
       "191           0.744   0.769  ...            Rockell [Duet With Collage]  1998-10-17\n",
       "193           0.391   0.629  ...          Keyshia Cole Duet With Monica  2009-07-18\n",
       "208           0.798   0.705  ...                                 Yvonne  1990-02-03\n",
       "234           0.400   0.939  ...                             The Motors  1980-05-24\n",
       "235           0.785   0.582  ...                                  Cupid  2007-09-29\n",
       "...             ...     ...  ...                                    ...         ...\n",
       "15186         0.520   0.761  ...                            Marshmello   2017-11-11\n",
       "15189         0.708   0.513  ...                            Glenn Lewis  2001-12-08\n",
       "15196         0.635   0.518  ...                        Raheem DeVaughn  2008-05-03\n",
       "15197         0.492   0.275  ...                                 gnash   2016-05-14\n",
       "15202         0.727   0.714  ...                           The Sevilles  1961-01-28\n",
       "15207         0.674   0.767  ...                                   Nine  1994-12-31\n",
       "15211         0.728   0.415  ...                         Julia Michaels  2017-02-18\n",
       "15214         0.817   0.485  ...                         Soul II Soul (  1989-07-01\n",
       "15215         0.815   0.723  ...                    MeShell Ndegeocello  1994-02-12\n",
       "15216         0.857   0.563  ...                           Jagged Edge   1997-09-27\n",
       "15227         0.752   0.741  ...   Lonnie Donegan And His Skiffle Group  1961-09-02\n",
       "15236         0.303   0.320  ...                Billy Preston & Syreeta  1979-12-15\n",
       "15241         0.537   0.382  ...                                    KIX  1989-12-30\n",
       "15243         0.373   0.505  ...                        The Stylistics   1972-04-15\n",
       "15261         0.753   0.682  ...                   Universal Robot Band  1977-05-21\n",
       "15270         0.583   0.430  ...                         Walter Brennan  1962-04-14\n",
       "15280         0.739   0.758  ...                                 Yo-Yo   1991-06-01\n",
       "15285         0.697   0.364  ...                         The Dove Shack  1995-11-25\n",
       "15286         0.569   0.495  ...             Mariah Carey & Boyz II Men  1995-12-09\n",
       "15287         0.593   0.651  ...                          Mario Vazquez  2006-08-19\n",
       "15294         0.565   0.473  ...                             The Shells  1961-01-14\n",
       "15312         0.783   0.842  ...  Paula Abdul (Duet With The Wild Pair)  1990-04-07\n",
       "15314         0.839   0.834  ...                                Lumidee  2003-06-07\n",
       "15316         0.779   0.455  ...                              MadeinTYO  2016-05-07\n",
       "15317         0.596   0.815  ...  Juicy J, Wiz Khalifa & Ty Dolla $ign   2014-09-06\n",
       "15319         0.445   0.787  ...                            The Busters  1963-10-05\n",
       "15321         0.750   0.637  ...                     Doc Box & B. Fresh  1990-09-29\n",
       "15329         0.656   0.347  ...            Peter Cetera With Amy Grant  1986-09-27\n",
       "15332         0.612   0.799  ...                            Kane Brown   2017-07-08\n",
       "15336         0.321   0.664  ...       Nancy Sinatra with Lee Hazlewood  1967-04-22\n",
       "\n",
       "[2728 rows x 16 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop all artist duplicates to determine the one hit wonders\n",
    "one_hit = df_spotify.drop_duplicates(subset=[\"artist\"], keep=False)\n",
    "df_one_hit = pd.DataFrame(one_hit)\n",
    "df_one_hit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "NFk_hIsenrHi",
    "outputId": "e5684abf-d318-40d7-d829-7e6eb5fcbdd6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2728, 18)"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get shape of dataframe\n",
    "df_one_hit.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1969
    },
    "colab_type": "code",
    "id": "TGkR0n0BndbX",
    "outputId": "8d73f9ec-acac-447e-ec26-9c24ed2a5aa4"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>song</th>\n",
       "      <th>artist</th>\n",
       "      <th>WeekID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.553</td>\n",
       "      <td>0.717</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.857</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0318</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.128000</td>\n",
       "      <td>0.0385</td>\n",
       "      <td>0.3180</td>\n",
       "      <td>127.947</td>\n",
       "      <td>233267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Swing, Swing</td>\n",
       "      <td>The All-American Rejects</td>\n",
       "      <td>2003-08-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.348</td>\n",
       "      <td>0.924</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-3.048</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0945</td>\n",
       "      <td>0.236000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1020</td>\n",
       "      <td>0.0869</td>\n",
       "      <td>114.117</td>\n",
       "      <td>291800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Better Wait</td>\n",
       "      <td>Steve Perry</td>\n",
       "      <td>1994-07-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.699</td>\n",
       "      <td>0.760</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-3.173</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0677</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>129.996</td>\n",
       "      <td>179640.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Kissed A Girl</td>\n",
       "      <td>Katy Perry</td>\n",
       "      <td>2008-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.668</td>\n",
       "      <td>0.650</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.351</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>0.142000</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.0956</td>\n",
       "      <td>0.5770</td>\n",
       "      <td>103.954</td>\n",
       "      <td>231347.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Brokenheartsville</td>\n",
       "      <td>Joe Nichols</td>\n",
       "      <td>2003-05-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.620</td>\n",
       "      <td>0.625</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-7.438</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5530</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3140</td>\n",
       "      <td>0.6650</td>\n",
       "      <td>167.911</td>\n",
       "      <td>284856.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Best Life</td>\n",
       "      <td>Cardi B</td>\n",
       "      <td>2018-04-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.679</td>\n",
       "      <td>0.412</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-16.962</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>0.416000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>105.903</td>\n",
       "      <td>166733.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Two Lovers</td>\n",
       "      <td>Mary Wells</td>\n",
       "      <td>1962-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.583</td>\n",
       "      <td>0.798</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-9.716</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.9600</td>\n",
       "      <td>85.323</td>\n",
       "      <td>280280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Never, Never Gonna Give Ya Up</td>\n",
       "      <td>Barry White</td>\n",
       "      <td>1973-11-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.620</td>\n",
       "      <td>0.703</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-7.854</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>0.479000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>0.5590</td>\n",
       "      <td>136.155</td>\n",
       "      <td>239693.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Boy In The Bubble</td>\n",
       "      <td>Paul Simon</td>\n",
       "      <td>1987-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.487</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4.417</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0482</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.4840</td>\n",
       "      <td>149.937</td>\n",
       "      <td>204000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sk8er Boi</td>\n",
       "      <td>Avril Lavigne</td>\n",
       "      <td>2002-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.894</td>\n",
       "      <td>0.568</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.207</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0952</td>\n",
       "      <td>0.332000</td>\n",
       "      <td>0.028100</td>\n",
       "      <td>0.0666</td>\n",
       "      <td>0.7420</td>\n",
       "      <td>106.025</td>\n",
       "      <td>147000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Get The Funk Out Ma Face</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1976-08-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.621</td>\n",
       "      <td>0.682</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-7.429</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0511</td>\n",
       "      <td>0.058100</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.0815</td>\n",
       "      <td>0.7110</td>\n",
       "      <td>89.573</td>\n",
       "      <td>174027.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Nobody Wants You When You're Down And Out</td>\n",
       "      <td>Bobby Womack</td>\n",
       "      <td>1973-06-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.691</td>\n",
       "      <td>0.601</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.628000</td>\n",
       "      <td>0.017000</td>\n",
       "      <td>0.0709</td>\n",
       "      <td>0.8500</td>\n",
       "      <td>167.796</td>\n",
       "      <td>263813.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Remember (From \"With Honors\")</td>\n",
       "      <td>Madonna</td>\n",
       "      <td>1994-04-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.612</td>\n",
       "      <td>0.591</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-7.020</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0510</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>160.659</td>\n",
       "      <td>184333.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Stay (I Missed You) (From \"Reality Bites\")</td>\n",
       "      <td>Lisa Loeb &amp; Nine Stories</td>\n",
       "      <td>1994-06-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.302</td>\n",
       "      <td>0.595</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.875</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.008170</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3740</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>207.475</td>\n",
       "      <td>181040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I'll Say Forever My Love</td>\n",
       "      <td>Jimmy Ruffin</td>\n",
       "      <td>1968-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.473</td>\n",
       "      <td>0.952</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.561</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0531</td>\n",
       "      <td>0.034200</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.7800</td>\n",
       "      <td>152.007</td>\n",
       "      <td>273187.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Even Now</td>\n",
       "      <td>Bob Seger &amp; The Silver Bullet Band</td>\n",
       "      <td>1983-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.614</td>\n",
       "      <td>0.612</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.948</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>0.161000</td>\n",
       "      <td>0.017800</td>\n",
       "      <td>0.9590</td>\n",
       "      <td>0.7050</td>\n",
       "      <td>111.421</td>\n",
       "      <td>578373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I Can't Go For That (No Can Do)</td>\n",
       "      <td>Daryl Hall John Oates</td>\n",
       "      <td>1981-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.653</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11.948</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.202000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>99.647</td>\n",
       "      <td>251493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Sentimental Street</td>\n",
       "      <td>Night Ranger</td>\n",
       "      <td>1985-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.407</td>\n",
       "      <td>0.470</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0370</td>\n",
       "      <td>0.755000</td>\n",
       "      <td>0.021600</td>\n",
       "      <td>0.0976</td>\n",
       "      <td>0.2270</td>\n",
       "      <td>138.471</td>\n",
       "      <td>188253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Wigwam</td>\n",
       "      <td>Bob Dylan</td>\n",
       "      <td>1970-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.373</td>\n",
       "      <td>0.884</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-7.707</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0421</td>\n",
       "      <td>0.004090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3290</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>130.099</td>\n",
       "      <td>257920.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>New Thing</td>\n",
       "      <td>Enuff Z'Nuff</td>\n",
       "      <td>1989-10-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.731</td>\n",
       "      <td>0.617</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-11.644</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0529</td>\n",
       "      <td>0.276000</td>\n",
       "      <td>0.014200</td>\n",
       "      <td>0.1340</td>\n",
       "      <td>0.7650</td>\n",
       "      <td>90.940</td>\n",
       "      <td>299067.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Strawberry Letter 23</td>\n",
       "      <td>The Brothers Johnson</td>\n",
       "      <td>1977-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.555</td>\n",
       "      <td>0.860</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>0.038600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>108.594</td>\n",
       "      <td>361307.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>All About Soul</td>\n",
       "      <td>Billy Joel</td>\n",
       "      <td>1994-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.357</td>\n",
       "      <td>0.653</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.554</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>0.5220</td>\n",
       "      <td>176.647</td>\n",
       "      <td>259800.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Juke Box Hero</td>\n",
       "      <td>Foreigner</td>\n",
       "      <td>1982-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.848</td>\n",
       "      <td>0.577</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3690</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>96.045</td>\n",
       "      <td>251707.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Head Over Heels</td>\n",
       "      <td>Allure</td>\n",
       "      <td>1997-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.685</td>\n",
       "      <td>0.594</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-10.906</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0289</td>\n",
       "      <td>0.294000</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.8530</td>\n",
       "      <td>121.761</td>\n",
       "      <td>184160.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Manic Monday</td>\n",
       "      <td>The Bangles</td>\n",
       "      <td>1986-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.646</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-5.509</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.376000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0705</td>\n",
       "      <td>0.2530</td>\n",
       "      <td>128.279</td>\n",
       "      <td>236213.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>When It Hurts</td>\n",
       "      <td>Avant</td>\n",
       "      <td>2009-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.555</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.874</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0287</td>\n",
       "      <td>0.403000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>0.8160</td>\n",
       "      <td>168.120</td>\n",
       "      <td>277267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Truly Madly Deeply</td>\n",
       "      <td>Savage Garden</td>\n",
       "      <td>1997-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.542</td>\n",
       "      <td>0.929</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.066</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0784</td>\n",
       "      <td>0.526000</td>\n",
       "      <td>0.005970</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.7930</td>\n",
       "      <td>140.800</td>\n",
       "      <td>138227.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Till The End Of The Day</td>\n",
       "      <td>The Kinks</td>\n",
       "      <td>1966-04-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.635</td>\n",
       "      <td>0.758</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.772</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.006430</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2290</td>\n",
       "      <td>0.3220</td>\n",
       "      <td>113.002</td>\n",
       "      <td>209253.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>She Won't Be Lonely Long</td>\n",
       "      <td>Clay Walker</td>\n",
       "      <td>2010-07-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.682</td>\n",
       "      <td>0.579</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-6.526</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.467000</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.0952</td>\n",
       "      <td>0.7120</td>\n",
       "      <td>76.915</td>\n",
       "      <td>278760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>When A Woman's Fed Up</td>\n",
       "      <td>R. Kelly</td>\n",
       "      <td>1999-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.706</td>\n",
       "      <td>0.440</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-11.577</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0493</td>\n",
       "      <td>0.763000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0958</td>\n",
       "      <td>0.3950</td>\n",
       "      <td>90.012</td>\n",
       "      <td>292933.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Rush Rush</td>\n",
       "      <td>Paula Abdul</td>\n",
       "      <td>1991-06-08</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15304</th>\n",
       "      <td>0.809</td>\n",
       "      <td>0.744</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.892</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0434</td>\n",
       "      <td>0.080900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>0.5720</td>\n",
       "      <td>107.990</td>\n",
       "      <td>237893.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Echo</td>\n",
       "      <td>Gorilla Zoe</td>\n",
       "      <td>2009-05-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15305</th>\n",
       "      <td>0.689</td>\n",
       "      <td>0.344</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-10.636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0677</td>\n",
       "      <td>0.7950</td>\n",
       "      <td>77.621</td>\n",
       "      <td>158960.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The Pill</td>\n",
       "      <td>Loretta Lynn</td>\n",
       "      <td>1975-03-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15306</th>\n",
       "      <td>0.574</td>\n",
       "      <td>0.897</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-6.599</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0387</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.2560</td>\n",
       "      <td>0.6610</td>\n",
       "      <td>122.977</td>\n",
       "      <td>273333.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Do You Feel Like I Feel?</td>\n",
       "      <td>Belinda Carlisle</td>\n",
       "      <td>1991-11-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15307</th>\n",
       "      <td>0.854</td>\n",
       "      <td>0.664</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-4.880</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>0.027800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.7820</td>\n",
       "      <td>125.840</td>\n",
       "      <td>210307.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Do You Remember</td>\n",
       "      <td>Jay Sean</td>\n",
       "      <td>2010-01-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15308</th>\n",
       "      <td>0.465</td>\n",
       "      <td>0.569</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-4.934</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0276</td>\n",
       "      <td>0.135000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>137.870</td>\n",
       "      <td>248587.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>When I Look At You</td>\n",
       "      <td>Miley Cyrus</td>\n",
       "      <td>2010-03-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15309</th>\n",
       "      <td>0.560</td>\n",
       "      <td>0.845</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-7.097</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.052900</td>\n",
       "      <td>0.000897</td>\n",
       "      <td>0.0479</td>\n",
       "      <td>0.8840</td>\n",
       "      <td>129.115</td>\n",
       "      <td>206453.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Girls Talk</td>\n",
       "      <td>Dave Edmunds</td>\n",
       "      <td>1979-09-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15310</th>\n",
       "      <td>0.567</td>\n",
       "      <td>0.749</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-8.817</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0399</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.791000</td>\n",
       "      <td>0.1230</td>\n",
       "      <td>0.7310</td>\n",
       "      <td>119.264</td>\n",
       "      <td>177573.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Kommotion</td>\n",
       "      <td>Duane Eddy</td>\n",
       "      <td>1960-08-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15311</th>\n",
       "      <td>0.763</td>\n",
       "      <td>0.701</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-9.510</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0461</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>0.8060</td>\n",
       "      <td>109.974</td>\n",
       "      <td>222133.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Spice Of Life</td>\n",
       "      <td>The Manhattan Transfer</td>\n",
       "      <td>1983-11-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15313</th>\n",
       "      <td>0.719</td>\n",
       "      <td>0.616</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-3.951</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>0.006830</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.0742</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>124.963</td>\n",
       "      <td>200880.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Who Dat Girl</td>\n",
       "      <td>Flo Rida</td>\n",
       "      <td>2010-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15315</th>\n",
       "      <td>0.635</td>\n",
       "      <td>0.180</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-13.843</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.5280</td>\n",
       "      <td>73.006</td>\n",
       "      <td>168827.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Glory Of Love</td>\n",
       "      <td>Otis Redding</td>\n",
       "      <td>1967-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15318</th>\n",
       "      <td>0.217</td>\n",
       "      <td>0.178</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-12.681</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.908000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>175.771</td>\n",
       "      <td>184507.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>When Joanna Loved Me</td>\n",
       "      <td>Tony Bennett</td>\n",
       "      <td>1964-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15320</th>\n",
       "      <td>0.658</td>\n",
       "      <td>0.294</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-8.533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.0749</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>74.038</td>\n",
       "      <td>278180.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Get You</td>\n",
       "      <td>Daniel Caesar</td>\n",
       "      <td>2018-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15322</th>\n",
       "      <td>0.747</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-10.031</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.007500</td>\n",
       "      <td>0.0701</td>\n",
       "      <td>0.8310</td>\n",
       "      <td>127.549</td>\n",
       "      <td>245440.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He's A Liar</td>\n",
       "      <td>Bee Gees</td>\n",
       "      <td>1981-10-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15323</th>\n",
       "      <td>0.618</td>\n",
       "      <td>0.607</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.625</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0299</td>\n",
       "      <td>0.042000</td>\n",
       "      <td>0.027700</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.5450</td>\n",
       "      <td>95.715</td>\n",
       "      <td>213293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Since You're Gone</td>\n",
       "      <td>The Cars</td>\n",
       "      <td>1982-04-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15324</th>\n",
       "      <td>0.668</td>\n",
       "      <td>0.724</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.953</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0536</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2180</td>\n",
       "      <td>0.3180</td>\n",
       "      <td>148.522</td>\n",
       "      <td>221373.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Girl Tonite</td>\n",
       "      <td>Twista</td>\n",
       "      <td>2005-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15325</th>\n",
       "      <td>0.814</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-12.712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.143000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>0.8070</td>\n",
       "      <td>108.338</td>\n",
       "      <td>274960.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>My Forbidden Lover</td>\n",
       "      <td>Chic</td>\n",
       "      <td>1979-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15326</th>\n",
       "      <td>0.660</td>\n",
       "      <td>0.748</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-11.206</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.099300</td>\n",
       "      <td>0.005850</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>0.9720</td>\n",
       "      <td>143.549</td>\n",
       "      <td>170293.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Burning Love</td>\n",
       "      <td>Elvis Presley</td>\n",
       "      <td>1972-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15327</th>\n",
       "      <td>0.684</td>\n",
       "      <td>0.715</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.132</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0336</td>\n",
       "      <td>0.159000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>0.5630</td>\n",
       "      <td>96.018</td>\n",
       "      <td>214107.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Keep Me In Mind</td>\n",
       "      <td>Zac Brown Band</td>\n",
       "      <td>2011-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15328</th>\n",
       "      <td>0.617</td>\n",
       "      <td>0.570</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-5.562</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.008470</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.0985</td>\n",
       "      <td>0.3950</td>\n",
       "      <td>111.846</td>\n",
       "      <td>218147.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Trying To Stop Your Leaving</td>\n",
       "      <td>Dierks Bentley</td>\n",
       "      <td>2008-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15330</th>\n",
       "      <td>0.761</td>\n",
       "      <td>0.851</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-9.779</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0524</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>0.122000</td>\n",
       "      <td>0.0360</td>\n",
       "      <td>0.7520</td>\n",
       "      <td>122.065</td>\n",
       "      <td>327040.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Lied To Me</td>\n",
       "      <td>Cathy Dennis</td>\n",
       "      <td>1992-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15331</th>\n",
       "      <td>0.603</td>\n",
       "      <td>0.675</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-12.027</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.748000</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0.0906</td>\n",
       "      <td>0.7770</td>\n",
       "      <td>120.634</td>\n",
       "      <td>79480.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Some Kind-A Earthquake</td>\n",
       "      <td>Duane Eddy His Twangy Guitar And The Rebels</td>\n",
       "      <td>1959-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15333</th>\n",
       "      <td>0.470</td>\n",
       "      <td>0.426</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-10.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.076100</td>\n",
       "      <td>0.000545</td>\n",
       "      <td>0.4060</td>\n",
       "      <td>0.7400</td>\n",
       "      <td>133.601</td>\n",
       "      <td>164573.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>You Don't Have To Walk In The Rain</td>\n",
       "      <td>The Turtles</td>\n",
       "      <td>1969-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15334</th>\n",
       "      <td>0.645</td>\n",
       "      <td>0.828</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.493</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.234000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.7740</td>\n",
       "      <td>121.217</td>\n",
       "      <td>191667.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Misunderstanding</td>\n",
       "      <td>Genesis</td>\n",
       "      <td>1980-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15335</th>\n",
       "      <td>0.569</td>\n",
       "      <td>0.901</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.197</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.8390</td>\n",
       "      <td>133.193</td>\n",
       "      <td>259413.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Big Gun (From \"Last Action Hero\")</td>\n",
       "      <td>AC/DC</td>\n",
       "      <td>1993-09-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15337</th>\n",
       "      <td>0.576</td>\n",
       "      <td>0.515</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-6.178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.078800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.4070</td>\n",
       "      <td>95.406</td>\n",
       "      <td>251200.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Lions, Tigers &amp; Bears</td>\n",
       "      <td>Jazmine Sullivan</td>\n",
       "      <td>2009-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15338</th>\n",
       "      <td>0.602</td>\n",
       "      <td>0.797</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-5.084</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0534</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>0.4920</td>\n",
       "      <td>92.928</td>\n",
       "      <td>185360.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cold Water</td>\n",
       "      <td>Major Lazer</td>\n",
       "      <td>2016-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15339</th>\n",
       "      <td>0.661</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.648</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>0.137000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>0.8760</td>\n",
       "      <td>134.171</td>\n",
       "      <td>150760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>He Was Really Sayin' Somethin'</td>\n",
       "      <td>The Velvelettes</td>\n",
       "      <td>1965-02-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15340</th>\n",
       "      <td>0.489</td>\n",
       "      <td>0.531</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.871</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2850</td>\n",
       "      <td>0.6120</td>\n",
       "      <td>153.589</td>\n",
       "      <td>206427.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Don't Worry Mother, Your Son's Heart Is Pure</td>\n",
       "      <td>The McCoys</td>\n",
       "      <td>1966-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15341</th>\n",
       "      <td>0.443</td>\n",
       "      <td>0.885</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.172</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.123000</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.2800</td>\n",
       "      <td>0.5360</td>\n",
       "      <td>185.034</td>\n",
       "      <td>202760.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>If You Ever Stop Loving Me</td>\n",
       "      <td>Montgomery Gentry</td>\n",
       "      <td>2004-04-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15342</th>\n",
       "      <td>0.491</td>\n",
       "      <td>0.443</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.847</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0528</td>\n",
       "      <td>0.543000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.6300</td>\n",
       "      <td>134.145</td>\n",
       "      <td>304493.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ring The Living Bell</td>\n",
       "      <td>Melanie</td>\n",
       "      <td>1972-02-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12614 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       danceability  ...      WeekID\n",
       "2             0.553  ...  2003-08-30\n",
       "3             0.348  ...  1994-07-23\n",
       "4             0.699  ...  2008-05-31\n",
       "6             0.668  ...  2003-05-10\n",
       "7             0.620  ...  2018-04-28\n",
       "8             0.679  ...  1962-12-08\n",
       "9             0.583  ...  1973-11-03\n",
       "11            0.620  ...  1987-03-21\n",
       "12            0.487  ...  2002-12-28\n",
       "13            0.894  ...  1976-08-21\n",
       "14            0.621  ...  1973-06-23\n",
       "17            0.691  ...  1994-04-09\n",
       "18            0.612  ...  1994-06-25\n",
       "19            0.302  ...  1968-03-16\n",
       "20            0.473  ...  1983-03-19\n",
       "21            0.614  ...  1981-11-21\n",
       "22            0.653  ...  1985-09-07\n",
       "23            0.407  ...  1970-08-01\n",
       "24            0.373  ...  1989-10-28\n",
       "25            0.731  ...  1977-10-22\n",
       "26            0.555  ...  1994-02-19\n",
       "27            0.357  ...  1982-02-20\n",
       "29            0.848  ...  1997-03-22\n",
       "31            0.685  ...  1986-02-01\n",
       "32            0.682  ...  2009-01-03\n",
       "33            0.555  ...  1997-12-13\n",
       "34            0.542  ...  1966-04-02\n",
       "35            0.635  ...  2010-07-31\n",
       "36            0.682  ...  1999-01-02\n",
       "37            0.706  ...  1991-06-08\n",
       "...             ...  ...         ...\n",
       "15304         0.809  ...  2009-05-23\n",
       "15305         0.689  ...  1975-03-08\n",
       "15306         0.574  ...  1991-11-09\n",
       "15307         0.854  ...  2010-01-09\n",
       "15308         0.465  ...  2010-03-13\n",
       "15309         0.560  ...  1979-09-08\n",
       "15310         0.567  ...  1960-08-27\n",
       "15311         0.763  ...  1983-11-19\n",
       "15313         0.719  ...  2010-12-25\n",
       "15315         0.635  ...  1967-08-05\n",
       "15318         0.217  ...  1964-03-28\n",
       "15320         0.658  ...  2018-03-10\n",
       "15322         0.747  ...  1981-10-03\n",
       "15323         0.618  ...  1982-04-10\n",
       "15324         0.668  ...  2005-09-17\n",
       "15325         0.814  ...  1979-10-13\n",
       "15326         0.660  ...  1972-10-07\n",
       "15327         0.684  ...  2011-10-22\n",
       "15328         0.617  ...  2008-04-26\n",
       "15330         0.761  ...  1992-09-12\n",
       "15331         0.603  ...  1959-11-21\n",
       "15333         0.470  ...  1969-06-14\n",
       "15334         0.645  ...  1980-05-31\n",
       "15335         0.569  ...  1993-09-11\n",
       "15337         0.576  ...  2009-02-28\n",
       "15338         0.602  ...  2016-12-03\n",
       "15339         0.661  ...  1965-02-06\n",
       "15340         0.489  ...  1966-10-15\n",
       "15341         0.443  ...  2004-04-24\n",
       "15342         0.491  ...  1972-02-26\n",
       "\n",
       "[12614 rows x 16 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop one hit wonders from the spotify datafram \n",
    "#to get people who have multiple hits\n",
    "multiple_hits = pd.concat([df_spotify, one_hit, one_hit]).drop_duplicates(keep=False)\n",
    "df_multiple_hits = pd.DataFrame(multiple_hits)\n",
    "df_multiple_hits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "bX81YM2ou4qi"
   },
   "source": [
    "# Data Analysis & Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IzaHEvvLjPA3"
   },
   "source": [
    "Our group and Wikipedia defined a \"One Hit Wonder\" as a song that reached the Top 20 charts, but the artist never topped the charts again. This was a way to scrape out all of the songs by artists who were consistently charting, and find songs that were unique and truly a OHW. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HopXBkL7Ju_1"
   },
   "source": [
    "In the analysis, we want to get key features of songs relative to the decade and month that the song made the top 100. In order to do this, we created a function to extract the month and year that the song made the top 100. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "m8dtG-AkQ9Iq"
   },
   "outputs": [],
   "source": [
    "# function to grab the month of each song\n",
    "def extract_month(week):\n",
    "  return week[(week.find('-')+1):(week.find('-')+3)]\n",
    "\n",
    "# function to grab the year of each song\n",
    "def extract_year(week):\n",
    "  return week[0:4]\n",
    "\n",
    "# function to grab all values of a particular feature for the one hit wonders\n",
    "# for each month and place them in a dictionary object\n",
    "def one_hit_features_month(feature):\n",
    "  toReturn = {}\n",
    "  for i,row in df_one_hit.iterrows():\n",
    "    if row['month'] in toReturn:\n",
    "      toReturn[row['month']].append(row[feature])\n",
    "    else:\n",
    "      toReturn[row['month']] = list()\n",
    "      toReturn[row['month']].append(row[feature])\n",
    "  return get_average(toReturn)\n",
    "\n",
    "# function to grab all values of a particular feature for the mutliple hit \n",
    "# wonders for each month and place them in a dictionary object\n",
    "def multiple_hit_features_month(feature):\n",
    "  toReturn = {}\n",
    "  for i,row in df_multiple_hits.iterrows():\n",
    "    if row['month'] in toReturn:\n",
    "      toReturn[row['month']].append(row[feature])\n",
    "    else:\n",
    "      toReturn[row['month']] = list()\n",
    "      toReturn[row['month']].append(row[feature])\n",
    "  return get_average(toReturn)\n",
    "\n",
    "# function to grab all values of a particular feature for the one hit wonders\n",
    "# for each decade starting at 1950 and place them in a dictionary object\n",
    "def one_hit_features_year(feature):\n",
    "  toReturn = dict()\n",
    "  toReturn[1950] = list()\n",
    "  toReturn[1960] = list()\n",
    "  toReturn[1970] = list()\n",
    "  toReturn[1980] = list()\n",
    "  toReturn[1990] = list()\n",
    "  toReturn[2000] = list()\n",
    "  toReturn[2010] = list()\n",
    "  for i,row in df_one_hit.iterrows():\n",
    "    year = int(row['year'])\n",
    "    if year < 1960:\n",
    "      toReturn[1950].append(row[feature])\n",
    "    elif year >= 1960 and year < 1970:\n",
    "      toReturn[1960].append(row[feature])\n",
    "    elif year >= 1970 and year < 1980:\n",
    "      toReturn[1970].append(row[feature])\n",
    "    elif year >= 1980 and year < 1990:\n",
    "      toReturn[1980].append(row[feature])\n",
    "    elif year >= 1990 and year < 2000:\n",
    "      toReturn[1990].append(row[feature])\n",
    "    elif year >= 2000 and year < 2010:\n",
    "      toReturn[2000].append(row[feature])\n",
    "    else:\n",
    "      toReturn[2010].append(row[feature])\n",
    "  return get_average(toReturn)\n",
    "\n",
    "# function to grab all values of a particular feature for the multiple hit \n",
    "# wonders for each decade starting at 1950 and place them in a dictionary object\n",
    "def multiple_hit_features_year(feature):\n",
    "  toReturn = dict()\n",
    "  toReturn[1950] = list()\n",
    "  toReturn[1960] = list()\n",
    "  toReturn[1970] = list()\n",
    "  toReturn[1980] = list()\n",
    "  toReturn[1990] = list()\n",
    "  toReturn[2000] = list()\n",
    "  toReturn[2010] = list()\n",
    "  for i,row in df_multiple_hits.iterrows():\n",
    "    year = int(row['year'])\n",
    "    if year < 1960:\n",
    "      toReturn[1950].append(row[feature])\n",
    "    elif year >= 1960 and year < 1970:\n",
    "      toReturn[1960].append(row[feature])\n",
    "    elif year >= 1970 and year < 1980:\n",
    "      toReturn[1970].append(row[feature])\n",
    "    elif year >= 1980 and year < 1990:\n",
    "      toReturn[1980].append(row[feature])\n",
    "    elif year >= 1990 and year < 2000:\n",
    "      toReturn[1990].append(row[feature])\n",
    "    elif year >= 2000 and year < 2010:\n",
    "      toReturn[2000].append(row[feature])\n",
    "    else:\n",
    "      toReturn[2010].append(row[feature])\n",
    "  return get_average(toReturn)\n",
    "\n",
    "# function to get the average of the list of elements of the dict\n",
    "def get_average(dt):\n",
    "  for elem in dt:\n",
    "    dt[elem] = mean(dt[elem])\n",
    "  return dict(sorted(dt.items()))\n",
    "\n",
    "# function to plot bar plot for month\n",
    "def plotting_func_month(dict1, dict2, label, title):\n",
    "  n_groups = 12\n",
    "  fig,ax = plt.subplots()\n",
    "  index = np.arange(n_groups)\n",
    "  bar_width = 0.35\n",
    "  opacity = 0.8\n",
    "\n",
    "  rects1 = plt.bar(index, dict1, bar_width, alpha=opacity, \n",
    "                   color='g', label='One hits')\n",
    "  rects2 = plt.bar(index+bar_width, dict2, bar_width, alpha=opacity, \n",
    "                   color='b', label='Multiple hits')\n",
    "\n",
    "  plt.xlabel('Month')\n",
    "  plt.ylabel(label)\n",
    "  plt.title(title)\n",
    "  plt.xticks(index+bar_width, \n",
    "             ('01','02','03','04','05','06','07','08','09','10','11','12'))\n",
    "  plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "  plt.tight_layout()\n",
    "  plt.show()\n",
    "  \n",
    "# function to plot bar plot for year\n",
    "def plotting_func_year(dict1, dict2, label, title):\n",
    "  n_groups = 7\n",
    "  fig, ax = plt.subplots()\n",
    "  index = np.arange(n_groups)\n",
    "  bar_width = 0.40\n",
    "  opacity = 0.8\n",
    "  \n",
    "  rects1 = plt.bar(index, dict1, bar_width, alpha=opacity, \n",
    "                   color='g', label='One hits')\n",
    "  rects2 = plt.bar(index+bar_width, dict2, bar_width, alpha=opacity, \n",
    "                   color='b', label='Multiple hits')\n",
    "  \n",
    "  plt.xlabel('Year')\n",
    "  plt.ylabel(label)\n",
    "  plt.title(title)\n",
    "  plt.xticks(index+bar_width, ('1950-59','1960-69','1970-79','1980-89',\n",
    "                               '1990-99','2000-09','2010-18'))\n",
    "  plt.legend(loc='center left', bbox_to_anchor=(1, 0.40))\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Cun4Hykch5A3"
   },
   "outputs": [],
   "source": [
    "# setting the month column values\n",
    "df_one_hit['month'] = np.nan\n",
    "df_one_hit['year'] = np.nan\n",
    "df_multiple_hits['month'] = np.nan\n",
    "df_multiple_hits['year'] = np.nan\n",
    "\n",
    "for i,row in df_one_hit.iterrows():\n",
    "  week = df_one_hit.loc[i,'WeekID']\n",
    "  df_one_hit.loc[i,'month'] = extract_month(week)\n",
    "  df_one_hit.loc[i,'year'] = extract_year(week)\n",
    "\n",
    "for i,row in df_multiple_hits.iterrows():\n",
    "  week = df_multiple_hits.loc[i,'WeekID']\n",
    "  df_multiple_hits.loc[i,'month'] = extract_month(week)\n",
    "  df_multiple_hits.loc[i,'year'] = extract_year(week)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "35wKuh9BheHE"
   },
   "source": [
    "In all of our plot sections, we wanted to record values through month and through years. The first plot has the X axis as the month as a number (where 01 is January and 12 is December), and the Y axis is the audio feature of the song (like tempo) that we are looking at. The second plot looks at the same feature of the song, but throughout the decades. We compare the one hit wonder data (in green) to the songs by artists who are normally on the charts (multiple hits) in blue. We also created an **if statement** that would do the T-Test to gather if there was some statistical significance in the scores. To define what the audio features and their values meant, we used the [Spotify Audio Features](https://developer.spotify.com/documentation/web-api/reference/tracks/get-audio-features/) page. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KPeBrPghgWZI"
   },
   "source": [
    "### Danceability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BlDUEkebJcYM"
   },
   "source": [
    "The first feature that we want to look at is the danceability of the song. The danceability of the song represents how suitable the song is for dancing. Spotify describes it as the combination of other features such as tempo, rhythm, stabilty, beat strength, and overall regularity. A 0.0 is a low danceability rate, while a 1.0 is the highest. \n",
    "\n",
    "We notice that, on average, one hit wonders have slightly more danceability in both per month and per decade. Only in the yearly values (not decades) is there a statistical significance. Furthermore,  there seems to be an upwards trend of danceability throughout the decades, but there is no statistical significance between OHW and multiple hits. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "Na2ZynJmVlb6",
    "outputId": "89f2bdf4-69ea-46a6-c714-319bab3722b0"
   },
   "outputs": [
    {
     "data": {
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yG0g6CLgdGBkRy4uYi5mZtTBFK1ARUQlcBDwFzAYejohZksZJGpk2ux7oDDwi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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tqqu/P2o7XnrtGxwS1AnazKztmllTU9PNSXrHq6urU01NTTdgZkNl3MRtZtZG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\nHzcmFxyr5UaVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# danceability PER MONTH\n",
    "danceabilityOHM = one_hit_features_month('danceability')\n",
    "danceabilityMHM = multiple_hit_features_month('danceability')\n",
    "\n",
    "plotting_func_month(danceabilityOHM.values(), danceabilityMHM.values(), \n",
    "                    'Danceability', 'Danceability values per month')\n",
    "\n",
    "# danceability PER DECADE\n",
    "danceabilityOHY = one_hit_features_year('danceability')\n",
    "danceabilityMHY = multiple_hit_features_year('danceability')\n",
    "\n",
    "plotting_func_year(danceabilityOHY.values(), danceabilityMHY.values(), \n",
    "                   'Danceability', 'Danceability values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "id": "9nffG95IQSgq",
    "outputId": "f6c1d050-dce2-439a-9a20-0fcfe825bd09"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T value is  10.17853364501621\n",
      "P value is  8.739924474678036e-10\n",
      "There is a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_dance = list(danceabilityOHM.values())\n",
    "month_multi_hit_dance = list(danceabilityMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_dance,month_multi_hit_dance)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "thbkwv31RA_h",
    "outputId": "333eafe9-ce0d-4ded-910c-1a3dac549e97"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8086341777304219 0.4344650120303821\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_dance = list(danceabilityOHY.values())\n",
    "year_multi_hit_dance = list(danceabilityMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_dance,year_multi_hit_dance)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "93xCwRYjgmGA"
   },
   "source": [
    "### Valence\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JeLXw35XDOkT"
   },
   "source": [
    "The next feature that we want to look at is the valence of the song. The valence is a measure of internal goodness, or how happy the song makes you feel. Spotify describes it as \"musical positiveness\". A 0.0 is a low danceability rate, while a 1.0 is the highest.\n",
    "\n",
    "It seems as if valence values in one hit wonders are higher in the beginning of the year (namely January, February, and April), slow down for the middle of the year, peak in October, and then slowly decline for the rest of the year. Based on the T-Test, there is not a statistically significant effect, but the graphs show a decline in valence throughout the decades in both, one hit wonders and multiple hits. One hits seem to have a bigger valence value compared to multiple hits, until 2010 and onward. \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "u8cQUQG9Yuta",
    "outputId": "be6e75d1-bdd3-4893-e0cb-ebfecc2529d5"
   },
   "outputs": [
    {
     "data": {
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KiBmSqiWNAJD0aUmLgFOB2yTNyKofMzNrX7I8io+ImARMqjfvqoL7L5Hs+jMz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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZvpmZWXtViEFiZmZmtiUnaDMzswJygjYzMysgJ2gzM7MCcoI2MzMrICdoMzOz\nAnKCNjMzKyAnaDMzswJygjYzMysgJ2gzM7MCcoI2MzMrICdoMzOzAnKCNjMzKyAnaDMzswJygjYz\nMysgJ2gzM7MCcoI2MzMrICdoMzOzAnKCNjMzKyAnaDMzswLKNUFLGi9pnqQFks5pZP0Rkv4hqU7S\np/OMxczMrD3JLUFL6ghcARwLjAROkjSypNjLwKnALXnFYWZm1h5V5Fj3WGBBRLwAIOk24HigpqFA\nRCxK19XnGIeZmVm7k+cl7n7A4sz8knRZi0maLKlaUnVtbW2rBGdmZlZk7WKQWERcExFVEVFVWVnZ\n1uGYmZnlLs8EvRQYkJnvny4zMzOzrcgzQT8JDJU0WFInYBIwPcf2zMzMdhq5JeiIqANOB+4F5gC3\nR8RsSVMkTQCQ9D5JS4ATgaslzc4rHjMzs/Ykz1HcRMQMYEbJsvMz00+SXPo2MzOzjHYxSMzMzGxX\n4wRtZmZWQE7QZmZmBeQEbWZmVkBO0GZmZgXkBG1mZlZATtBmZmYF5ARtZmZWQE7QZmZmBeQEbWZm\nVkBO0GZmZgXkBG1mZlZATtBmZmYF5ARtZmZWQE7QZmZmBeQEbWZmVkBO0GZmZgXkBG1mZlZATtBm\nZmYF5ARtZmZWQE7QZmZmBZRrgpY0XtI8SQskndPI+s6SpqXr/y5pUJ7xmJmZtRe5JWhJHYErgGOB\nkcBJkkaWFPsSsCoihgA/B36SVzxmZmbtSZ496LHAgoh4ISI2ArcBx5eUOR64MZ2+E/iwJOUYk5mZ\nWbtQkWPd/YDFmfklwKFNlYmIOkmrgb2A17KFJE0GJqez6yTNyyXispV1DrE3Jfvxjlp26KmIY85f\ne4sXHPOOUoiYB27X1rbD5ZmgW01EXANc09ZxtISk6oioaus4WsIx56+9xQuOeUdpjzFbvvK8xL0U\nGJCZ758ua7SMpAqgJ/B6jjGZmZm1C3km6CeBoZIGS+oETAKml5SZDpySTn8auD8iIseYzMzM2oXc\nLnGn95RPB+4FOgLXR8RsSVOA6oiYDvwS+LWkBcBKkiS+s2hXl+RTjjl/7S1ecMw7SnuM2XIkd1jN\nzMyKx08SMzMzKyAnaDMzswJygk5Jul7SCkmzMsveI+lvkp6T9EdJPdLlgyS9KemZ9HNVZpsxafkF\nki5r6sErkhal5Z6RVL21Nrc35nTdwem62en63VsY856S7pQ0V9IcSYflGbOkz2WO8TOS6iUdUm7M\nkoaXbL9G0jdzjnk3STemy+dIOjezTbOPvs2U+2n6M5qT3TdJn5H0bLquyafutTDeTpJ+lS6fKenI\nzDbl/l6cKWlWGtc3t9ZmE3VllCSfAAAItklEQVQMkPSApJq0njPT5b0l/VnS8+m/vdLlSmNakB6T\n92bqOiUt/7ykU5pp89x0+3mSPrq1/WmFmEekx+MtSWeX1FXu78Y9kt6Q9KeS5R+W9I/09/wRSUOa\nqsPakYjwJ7kPfwTwXmBWZtmTwIfS6S8C30+nB2XLldTzBPB+kicT3A0c20S5RcDejSxvtM1WiLkC\neBZ4Tzq/F9CxhTHfCHw5ne4E7JlnzCXbHQQsbOlxzpTvCCwHBuZ8nD8L3JZOd0l/zoPS9hcC706P\n3UxgZCNtHQ48mpbvCPwNODL9eb0MVGZ+Fh9uhXi/Afwqne4DPAV0KPcYA6OAWem+VgB/AYZswzHu\nC7w3ne4OzCd5RPBPgXPS5ecAP0mnP5bGpDTGv6fLewMvpP/2Sqd7NdLeyPRn0BkYnP5sOja3P60Q\ncx/gfcAPgLNLfje3+ruRlv0w8AngTyXL5wMHpNNfB25o7u/Bn/bxcQ86FREPkYwkzxoGPJRO/xmY\n2FwdkvoCPSLi8Uj+Um4CTmhhKGW32cKYPwI8GxEz021fj4jN5cYsqSfJf/y/TLffGBFv5Bxz1kkk\nj4vd1uP8YZIE/1LOMQfQVcn3+vcANgJrKO/Rtw3b707yH3VnYDfgVZL/vJ+PiNq03F+airmF8Y4E\n7k+3WwG8AVS14BgfQJIcN0REHfBX4FNbabOxmJdFxD/S6bXAHJInDWYfB3xjJobjgZsi8TiwZxrz\nR4E/R8TKiFiVtju+kSaPJzmReisiXgQWkPyMmtuf7Yo5IlZExJPAppKqyv3dICL+B1jb2Cqg4QpF\nT+CVxra39sUJunmz+dcfyols+eCVwZKelvRXSR9Ml/UjeaRpgyXpssYEcJ+kp5Q8yrScNrcn5mFA\nSLo3vRT2v1sY82CgFvhVut/XSeqac8xZnwFubWHMWZMy25fbZnOa2v5OYD2wjKTHe0lErKTxR9++\nI+aI+BvwQLr9MuDeiJhDkkCGK7m9UkHyn35LYm4q3pnABEkVkgYDY9J15R7jWcAHJe0lqQtJz7ah\n7m06xkreajca+DuwT0QsS1ctB/ZJp5s6nmUd52bKNbc/2xtzU8qNuTlfBmZIWgJ8AfhxC7e3AnKC\nbt4Xga9LeorkEtbGdPkyYL+IGA18C7iluftrTRgXEe8ledvXNyQdsZU2tzfmCmAc8Ln0309K+nAL\n6q0guWx6Zbrf60ku3+UZMwCSDgU2RMSsxjbeGiUPypkA3FFum9sR81hgM7AvyUnNf0p6dwtiHULS\ni+tP8p/0UZI+mPYGvwZMAx4muXS+uRXivZ4kIVQDU4HHWlJvevLwE+A+4B7gmcz2LT7GkroBvwW+\nGRFrStoKkhPb3GxlfxrV1jGnzgI+FhH9gV8Bl+6ANi1nTtDNiIi5EfGRiBhD0vtamC5/KyJeT6ef\nSpcPI3l0af9MFf2BpelgkoaBSqel2y1N/10B3EXyH3uTbW5vzCT/CT8UEa9FxAZgBknCLTfmJcCS\niPh7Wu7OdPs8Y25Q2vst+zinjgX+ERGvtqDNbY35s8A9EbEp/dk+ClTRxKNvJR2aiXkC8Eng8YhY\nFxHrSO6zHpa2+ceIODQiDgPmkdx33K54I6IuIs6KiEMi4nhgz7Telvwu/zIixkTEEcCqhrhaeowl\n7UaS6G6OiN+li19NL1033NpYkS5v6lHCTR3nT2bibvLn0dz+tELMTSn3d6OpGCpJxpY0/G1OIxnL\nYO1d7KCb3e3hQ8ngL6BP+m8HkntwX0znK/nXAKt3k/yB9U7nSwfWfKyRdroC3TPTjwHjm2uzFWLu\nBfyDLQe/fLzcmNNyDwPD0+nvARfnGXNm2VLg3SV1lBVzWvY24D9KluV1nL/DvwZddQVqgIPTY/4C\nSa+6YSDQgY2085n0Z1NBcv/5f4BPlLTZi6RnN6wV4u0CdE2njyE5iWvRMc7UvR8wl38NHiz7GKdt\n3ARMLVl+MVsOuPppOv1xthwk9kS6vDfwYnqMeqXTvRtp70C2HCT2Av/6m250f7Y35sz677HlILGy\nfjcy5Y8kM0gs3f61ht8H4EvAb5v7ffanfXzaPICifEjO8JeRDOBYkv6Sn0ly9jyf5J5Ow5PXJpLc\nX3uGJOl9IlNPFcl9rIXA5Q3blLT17vSPcGZaz3mZdY22ub0xp+U/n7Y3K/ufRjkxp+UOIbkU+izw\ne9LRsTnHfCRJj7K0nnJj7kryApaeJctziRnoRnIpfTZJcv52pp6PpeUXZn/mJW11BK4mGXBUA1xa\nEkdN+pnUSvEOIumNzyE5MRi4Dcf44TSmmWRGlrfwGI8juRT8LMnf1TPp8dqL5CTl+TS+hhNhAVek\nsT0HVGXq+iLJPfsFlJyYlbR5Xrr9PDIj1Jvan1aI+V3pz2MNyWC8JSQD8cr63cjEVgu8mW7/0XT5\nJ9PjMBN4kJITWn/a58eP+jQzMysg34M2MzMrICdoMzOzAnKCNjMzKyAnaDMzswJygjYzMysgJ2iz\nZijxiKRjM8tOlHRPW8ZlZjs/f83KbCskjSL5bvNokodCPE3yYJkWPX2spM6KSF7GYGbWKPegzbYi\nkmeA/5HkKWHnk7xFaaGS9w4/kT6K8b8kdQCQdI2k6vQdwec31CNpiaQfS3qa5MESZmZNqmjrAMza\niQtJnhq3keR1jKNIkuzhEVEn6RqSZ4bfQvKYx5XpW6cekHRnRNSk9ayI5GUjZmbNcoI2K0NErJc0\nDVgXEW9JOhp4H1AtCZJ3Pze8MvAkSV8i+fval+Sdyw0JetqOjdzM2isnaLPy1acfSJ4FfX1E/N9s\nAUlDSZ5BPTYi3pD0G2D3TJH1OyRSM2v3fA/abNv8Bfh3SXsDSNpL0n5AD2AtsCZ91eBH2zBGM2vH\n3IM22wYR8ZykC4G/pIPDNgGnkbztq4bkNYUvkbwP2sysxfw1KzMzswLyJW4zM7MCcoI2MzMrICdo\nMzOzAnKCNjMzKyAnaDMzswJygjYzMysgJ2gzM7MC+v/3vczUq/VjDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# valence PER MONTH\n",
    "valenceOHM = one_hit_features_month('valence')\n",
    "valenceMHM = multiple_hit_features_month('valence')\n",
    "\n",
    "plotting_func_month(valenceOHM.values(), valenceMHM.values(), \n",
    "                    'Valence', 'Valence values per month')\n",
    "\n",
    "# valence PER DECADE\n",
    "valenceOHY = one_hit_features_year('valence')\n",
    "valenceMHY = multiple_hit_features_year('valence')\n",
    "\n",
    "plotting_func_year(valenceOHY.values(), valenceMHY.values(), \n",
    "                   'Valence', 'Valence values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "wSWvYH9VRM9Z",
    "outputId": "c0efaa38-e7f9-4413-d9cd-c1f35acd586b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5056765012647755 0.6181129829256431\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_valence = list(valenceOHM.values())\n",
    "month_multi_hit_valence = list(valenceMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_valence,month_multi_hit_valence)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "_fExpJtSRqIk",
    "outputId": "5fb053d8-84e3-4aea-8d36-a846c12b7faa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3703698055748461 0.7175617214373\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_valence = list(valenceOHY.values())\n",
    "year_multi_hit_valence = list(valenceMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_valence,year_multi_hit_valence)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qwkGiq4cgo0e"
   },
   "source": [
    "### Tempo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XLflUBXgkWCI"
   },
   "source": [
    "Tempo is based off of the beats per minute (or *bpm*). The higher the number, the faster paced the song is. \n",
    "\n",
    "We notice that the average tempo of tracks hovers around 115-120 bpm and stays around those values consistently throughout the month and decades. Differing tempos usually implies different genres/production. Pop music tends to be in the 90-100 bpm range, while house music is higher (around 125). There were no statistically significant differences found between the two groups. This just shows that listeners have always liked songs with the same range of beats per minute. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "7sSY28hcYwxA",
    "outputId": "41738396-fae2-4b48-94a8-0c0a67965f25"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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D9M4a75VMMzOzvUzaAur/gAGS+klqBYwFHs1zT2Zmlgep2sUXEaWSvgv8EWgJ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\nuqLWngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# tempo PER MONTH\n",
    "tempoOHM = one_hit_features_month('tempo')\n",
    "tempoMHM = multiple_hit_features_month('tempo')\n",
    "\n",
    "plotting_func_month(tempoOHM.values(), tempoMHM.values(), \n",
    "                    'Tempo', 'Tempo values per month')\n",
    "\n",
    "# tempo PER DECADE\n",
    "tempoOHY = one_hit_features_year('tempo')\n",
    "tempoMHY = multiple_hit_features_year('tempo')\n",
    "\n",
    "plotting_func_year(tempoOHY.values(), tempoMHY.values(), \n",
    "                   'Tempo', 'Tempo values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "Hx5Tzu8IRxVb",
    "outputId": "57e35ac3-4a06-4b37-9e26-96d92ace2676"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.5196296755589325 0.6085108571299931\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_bpm = list(tempoOHM.values())\n",
    "month_multi_hit_bpm = list(tempoMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_bpm,month_multi_hit_bpm)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "AKjzUrlFSKEg",
    "outputId": "92204867-f572-4d42-8931-b0f00348327b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.230257766506424 0.8217699845427475\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_bpm = list(tempoOHY.values())\n",
    "year_multi_hit_bpm = list(tempoMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_bpm,year_multi_hit_bpm)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "hmvHfQaHgrBG"
   },
   "source": [
    "### Liveness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "U0TT4WR7o-BJ"
   },
   "source": [
    "Liveness is the measurement for how much audience or background noise there is in a song. Anything above a 0.8 displays a high liveness level. \n",
    "\n",
    "The results show that the liveness value of songs is usually under a 0.2. This makes sense, as most of the songs on the charts are highly produced and usually not live versions. Although the differences seem prominent in the graphs, there is no statistical significance between the two plots. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "eZYKXKOkYx2r",
    "outputId": "9657e14a-72e2-45db-babf-910911aa45e6"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VfzuMrgX2+a8NM2vTRo4cuQoY09r9sMIaTVARcXv68/r8fZKavFmsmZnZzmrO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\nZWZmmfT/A2Zf0GqJzeh+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OHbqseGG5p8pvBW4BLk6v5wATyEabm5nZh0hVVdWvdt999wOqq6tXtmnTxre33spqa2u1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\nzHLEidvMzCxHnLjNzMxy5P8Dmu0BTt622lsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# liveness PER MONTH\n",
    "livenessOHM = one_hit_features_month('liveness')\n",
    "livenessMHM = multiple_hit_features_month('liveness')\n",
    "\n",
    "plotting_func_month(livenessOHM.values(), livenessMHM.values(), \n",
    "                    'Liveness', 'Liveness values per month')\n",
    "\n",
    "# liveness PER DECADE\n",
    "livenessOHY = one_hit_features_year('liveness')\n",
    "livenessMHY = multiple_hit_features_year('liveness')\n",
    "\n",
    "plotting_func_year(livenessOHY.values(), livenessMHY.values(), \n",
    "                   'Liveness', 'Liveness values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "_blYGtIeSUUc",
    "outputId": "5c8afe8f-2fd1-4432-80db-1cba816bf38b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.9975974020662416 0.3293214127825085\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_live = list(livenessOHM.values())\n",
    "month_multi_hit_live = list(livenessMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_live,month_multi_hit_live)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "kRv8uQJxSgT2",
    "outputId": "c1763827-b42b-4eac-b0d8-3e35cb53f174"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.14274222762483427 0.88886251678749\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_live = list(livenessOHY.values())\n",
    "year_multi_hit_live = list(livenessMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_live,year_multi_hit_live)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "k2_08RxEgvAy"
   },
   "source": [
    "### Loudness\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "P-0jkksYks1H"
   },
   "source": [
    "Spotify describes loudness as the quality of sound that primarily correlates to the amplitude of the song. These values typically range from -60dB (being the lowest) to 0dB (being the highest).\n",
    "\n",
    "Throughout the year, it seems that the loudness value of songs that come out usually stays consistent. However, we do notice that throughout there is a small jump from the 80s to the 90s and a bigger jump transitioning from the 90s to the 21st century. There is a statistical significance in loudness throughout the months. OHW seem to be higher/louder than multiple hits, especially in the months of February - May, and July - September. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "jk-mu7f6Yy2H",
    "outputId": "9336c657-7a67-4a68-8b4f-976808ad61fe"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4imp+CbD4Ngm4OgU1Wyes8yvg5rrWjJcVAn8EtqfouT8MfC0N79NlwKNAo3i9\n9ql4/gnrPA1cmoJ2LgV6x+tcAzycgpqrgPx4nTHAt2v4mp4KfA4oSpj3y7K/IeBm4BcpqNkb6Am8\nChTW4r2vqOYXgKx4+hc1baduB96tofagBgDL3f09d/8U+BNwnrv/291XprjmdI8BbwFdUlBzK0Q9\nCaAZUJMjXSqsaWaNgbuBH9SgVpU1a1En2bpXA2PcvRTA3denqq1m1ho4E6hJD6qymg60jtdpA3xQ\nx5rDgE/dfWm8zsvxvKS5+yxgU7nZ5wGPxNOPAOfXtaa7L3L3JTWpk0TNGe5eHN+dTc3+L8kBqKEG\n1BFE30TLrI7npa1mPLT3TeDFVNQ0s4eAdUAv4LcpqPk94Bl3X1uDWtW2E7gzHpL5tZllp6ju0cA3\nzGyumb1gZj1S1FaIPpz/WvYloI41Lwemm9lqovf+rjrW7AhkJQyZfQ3oWoOalemQ8L6vAzqkoGa6\nfQt4IdONkPRqqAGVCb8DZrn766ko5u6XAZ2BRcA36liuOTCcmgVdMn5EFKAnAO2AH6aobjawy6PT\n3jwATExRXYALiYZiU+F64Evu3gV4iGg4ti4cuAD4tZm9BWwDSupYc98NRD39oH97YmajgWLg8Uy3\nRdKroQbUGvb95tklnpeWmmZ2K5AD3JCqmgDuXsJnQz91qbkCyAOWm9lKoLmZLa9rO919bTy6uZvo\nA3pADWpWWpeoNzElnjcVOC4FNYkPjBkAPJ+Cdn4IHO/uc+J5k4GBdW2nu//D3U9x9wHALKL9XHX1\noZl1Aoj/rcmQab0ys5HAucDFcZjKQayhBtQ/gR5m1t3MmhB9K30mHTXN7HLgi8CFZftMUlAzD/bu\ngxoKLK5jzWnu3tHdu7l7N2CHu9fkiLPK2ln2oWdEQ2dFVdRIui7R/qEz4nVOo2Yf0lW9918DnnP3\nXSlqZxszy4/XOZuot1unmmbWHiAeLv0hMK6Gba3IM8CIeHoE8JcU1Ew5MxtCtI90qLvvyHR7pB5k\n+iiNTN2Ijq5bStR7GB3Pu5bo23kx0Q7tB1NQszi+/058+0ldahJ9qXgTmE/0gf84CUf11bad5ZbX\n6Ci+Kp77zIR2Pga0TFHdQ4l6OfOBfxD1VOr8/ImOOBuSwr+n/4nbOC+ufVQKat5NFHRLgOtq0c5J\nwFpgT/y3/m3gMOCvwDLgFaBdCmr+Tzy9m6g3+VIKai4n2i9X9n9pXG3eK90OnJtOdSQiIkFqqEN8\nIiISOAWUiIgESQElIiJBUkCJiEiQFFAiIhIkBZQExaIzyT+WcD/LzDaY2XO1rHeomV2TcP/02tYS\nkfqlgJLQfAIUmFmz+P7Z1O31pUOcAAABYklEQVQsH4cSnUlcRA4wCigJ0XTgy/H0PufGi69dNC0+\nAe1sMzsunn9bfA2hV83sPfvsGlF3AUfH12S6O57X0qLraC226HpdVl9PTESSp4CSEP0JuMDMmhKd\nZ29OwrLbgX+7+3HAj4muC1WmF9FppQYAt8ZnkL8ZWOHufd39pni9fsB1RNdXOgr4fDqfjIjUjgJK\nguPu7xJdOPJCot5UokFEF1XE3WcCh8XXcAJ43t13u/tGohOeVnbZiLfcfbVH50Z8J96WiASmRpeL\nFqlHzwD3AKcTnSsuGbsTpkuo/O872fVEJIPUg5JQTQRud/f55ea/DlwM0RF5wEav+uKC24BWaWmh\niKSVvjlKkNx9NXBfBYtuAyaa2bvADj67TERldT4yszfNrIjoCqw1vdaTiGSIzmYuIiJB0hCfiIgE\nSQElIiJBUkCJiEiQFFAiIhIkBZSIiARJASUiIkFSQImISJD+P85BEVcVHyI7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tMzOzjHDSNjMzywgnbTMzs4xw0jYzM8sIJ20zM7OMcNI2MzPLCCdtMzOzjHDS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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# loudness PER MONTH\n",
    "loudnessOHM = one_hit_features_month('loudness')\n",
    "loudnessMHM = multiple_hit_features_month('loudness')\n",
    "\n",
    "plotting_func_month(loudnessOHM.values(), loudnessMHM.values(), \n",
    "                    'Loudness', 'Loudness values per month')\n",
    "\n",
    "# loudness PER DECADE\n",
    "loudnessOHY = one_hit_features_year('loudness')\n",
    "loudnessMHY = multiple_hit_features_year('loudness')\n",
    "\n",
    "plotting_func_year(loudnessOHY.values(), loudnessMHY.values(), \n",
    "                   'Loudness', 'Loudness values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "V5mDS2rsSqxY",
    "outputId": "b20403ba-219b-4e64-b97e-14e78bf3aa68"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.0937488668003934 0.0053020136418929515\n",
      "There is a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_loudness = list(loudnessOHM.values())\n",
    "month_multi_hit_loudness = list(loudnessMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_loudness,month_multi_hit_loudness)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "SQ1NXIzkS3Va",
    "outputId": "0878ea9c-372a-46ad-df55-9f6db8b1229e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.0693616158401369 0.9458442255554049\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_loudness = list(loudnessOHY.values())\n",
    "year_multi_hit_loudness = list(loudnessMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_loudness,year_multi_hit_loudness)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ij9B2h4ugx86"
   },
   "source": [
    "### Instrumentalness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "t-2mQDFKpj5I"
   },
   "source": [
    "Spotify describes the instrumentalness of a song the sounds of the music rather than the vocals. The higher the instrumentalness value, the greater chance that the song contains no vocal content. \n",
    "\n",
    "We found that the instrumentalness values of all one hits throughout the months are higher than multiple hits. Although there is no hollistic statistical significance throughout the decades, 1960-80 see the largest peak and then decline in instrumentalness in OHW compared to multiple hits. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "lqIdIY_hYzk6",
    "outputId": "5f808b5a-6c34-43cc-e2b7-6ddad4c9758d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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t5QFGjx79bvX0r371q4/qvvLKKxdfeeWVHyXa6dOnb/F7WmyCOgQ4G/gcmz4P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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XL2/y0ZzFijs/F7+PCF133XUfDBkypNHEWvyI0U8++aTRs9ndunVbNXbs2PEP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\nLEecuM3MzHLEidvMzCxH/j8csEUg6UXwEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# instrumentalness PER MONTH\n",
    "instrumentalnessOHM = one_hit_features_month('instrumentalness')\n",
    "instrumentalnessMHM = multiple_hit_features_month('instrumentalness')\n",
    "\n",
    "plotting_func_month(instrumentalnessOHM.values(), instrumentalnessMHM.values(), \n",
    "                    'Instrumentalness', 'Instrumentalness values per month')\n",
    "\n",
    "# instrumentalness PER DECADE\n",
    "instrumentalnessOHY = one_hit_features_year('instrumentalness')\n",
    "instrumentalnessMHY = multiple_hit_features_year('instrumentalness')\n",
    "\n",
    "plotting_func_year(instrumentalnessOHY.values(), instrumentalnessMHY.values(), \n",
    "                   'Instrumentalness', 'Instrumentalness values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "UwciwxRzP4qo",
    "outputId": "b9d46846-47e1-45af-8508-f54a4ee3c4e7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.007663619416906 5.810143009078152e-08\n",
      "There is a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_instrum = list(instrumentalnessOHM.values())\n",
    "month_mult_hit_instrum = list(instrumentalnessMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_instrum, month_mult_hit_instrum)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "Uj5fs5XZQBIL",
    "outputId": "5dd52756-f343-4408-c824-9f82185341e9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.490742127922239 0.1618400713901249\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#We now want to do the same to the instrumentalness throughout each decade\n",
    "year_one_hit_instrum = list(instrumentalnessOHY.values())\n",
    "year_multi_hit_instrum = list(instrumentalnessMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_instrum, year_multi_hit_instrum)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uNkeXNQSg00g"
   },
   "source": [
    "### Key Values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "26Qj895gmvS1"
   },
   "source": [
    "Key values are described as the pitch of the song and each key is represented by numbers 0-10. Seeing the averages of the keys throughout both plots sitting around 5 indicates that there is a good representation of all keys hitting the top 100. \n",
    "\n",
    "No significant difference was found in either group. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "u2C4mkpPY0f6",
    "outputId": "d145b18a-1d68-45ae-8fde-370dd00be234"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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R9LqZvejus9LVeQBIp4YuC09CYWFh+YwZM1bUtu7666//SNLnp1deeeWVz7cbNWrUtlGj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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nImJ1RKxJ+x1XT5dnKHmTtDki3pK0UMnPqbHX0+J6I2JlRPxZ0ta8pgq+bG5E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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# key PER MONTH\n",
    "keyOHM = one_hit_features_month('key')\n",
    "keyMHM = multiple_hit_features_month('key')\n",
    "\n",
    "plotting_func_month(keyOHM.values(), keyMHM.values(), \n",
    "                    'Key', 'Key values per month')\n",
    "\n",
    "# instrumentalness PER DECADE\n",
    "keyOHY = one_hit_features_year('key')\n",
    "keyMHY = multiple_hit_features_year('key')\n",
    "\n",
    "plotting_func_year(keyOHY.values(), keyMHY.values(), \n",
    "                   'Key', 'Key values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "HYKWXSfrTGDM",
    "outputId": "a0b345bc-4edb-4772-c362-9ae8e48c1035"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9978815614169371 0.32918665930656543\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_key = list(keyOHM.values())\n",
    "month_multi_hit_key = list(keyMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_key,month_multi_hit_key)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "poJF5gUmTRgV",
    "outputId": "b0685923-4b55-4d74-be33-1f04e68e9b5c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7704402220858 0.45593980742013174\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_key = list(keyOHY.values())\n",
    "year_multi_hit_key = list(keyMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_key,year_multi_hit_key)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mH_HyU4cg5AS"
   },
   "source": [
    "### Duration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ojoPtPtNqCSc"
   },
   "source": [
    "Duration is just the length of the song, and spotify measured it in milliseconds.There is not much significant difference between OHW and regular chart tracks in the month to month comparison versus the decade comparison. There does seem to be an upwards trend of the duration of songs throughout the years, but not enough to pass the T-Test. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "colab_type": "code",
    "id": "qlKIGrVyck_t",
    "outputId": "1458363a-7855-4e6c-e2ac-ef569e180ae4"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kdSmY/RegcoTfROC0NAJvL6AX8DzwAtArjdjbnmwgxcR0PumPwFfT+sOAhwpiDUvTXwWe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\nzMxy6f8DEbsA+xuw26kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E/DS9AKg9zdIdKBwsMTeV1Vc+t0R5fX38G0mjyM4wsMsuuzR2XczMbBM3bNiw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\n/wiJJALvVMxVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# duration_ms PER MONTH\n",
    "duration_msOHM = one_hit_features_month('duration_ms')\n",
    "duration_msMHM = multiple_hit_features_month('duration_ms')\n",
    "\n",
    "plotting_func_month(duration_msOHM.values(), duration_msMHM.values(), \n",
    "                    'Duration in ms', 'Duration in ms values per month')\n",
    "\n",
    "# instrumentalness PER DECADE\n",
    "duration_msOHY = one_hit_features_year('duration_ms')\n",
    "duration_msMHY = multiple_hit_features_year('duration_ms')\n",
    "\n",
    "plotting_func_year(duration_msOHY.values(), duration_msMHY.values(), \n",
    "                   'Duration in ms', 'Duration in ms values per decade')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "id": "wzdJYwHeTaA4",
    "outputId": "af034128-5bcd-4e15-ea86-c1729fc5a503"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T value is  2.403120851641827\n",
      "P value is  0.025126837956196326\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "month_one_hit_duration = list(duration_msOHM.values())\n",
    "month_multi_hit_duration = list(duration_msMHM.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(month_one_hit_duration,month_multi_hit_duration)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "id": "Ijf9S4rCTbdV",
    "outputId": "c6e20608-62f7-446a-8b7b-dccf5564873e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T value is  0.05307559191080929\n",
      "P value is  0.9585450249121119\n",
      "There is NOT a significant difference!\n"
     ]
    }
   ],
   "source": [
    "#convert dictionary to array so we can use in ttest\n",
    "year_one_hit_duration = list(duration_msOHY.values())\n",
    "year_multi_hit_duration = list(duration_msMHY.values())\n",
    "\n",
    "#perform ttest\n",
    "t_val,p_val = stats.ttest_ind(year_one_hit_duration,year_multi_hit_duration)\n",
    "\n",
    "#test to see if p_val passes significance\n",
    "if p_val < 0.01:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is a significant difference!')\n",
    "else:\n",
    "    print('T value is ',t_val)\n",
    "    print('P value is ',p_val)\n",
    "    print('There is NOT a significant difference!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "yYlzULXxu8of"
   },
   "source": [
    "# Ethics & Privacy "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "pZ4HtLmku_7d"
   },
   "source": [
    "### Data Collection \n",
    "Most of the datasets we found are through Kaggle and other open data repositories. The data comes from Spotify which reflects musicical trends rather than personal information itself. Since the data is public, we did not have to gather private information. \n",
    "\n",
    "### Data Storage\n",
    "Since we took a lot of the spotify data and merged them all, we had to create our own spreadsheet. The storage of this data is on a  google spreadsheet that is viewable to everyone and we also have the raw data uploaded to github.  All of the information on the spreadsheets and raw data are from Spotify's own datasets. \n",
    "\n",
    "### Analysis\n",
    "We do not plan on revealing any personal information because there is none in any of our datasets during our presentation of the data. \n",
    "\n",
    "### Modeling\n",
    "We are only focusing on the music trends  and audio features of the songs that everyone that is listening to so variables such as race, sex, or religion are not included in the data. From this, we hope that no discriminatory conclusions can be drawn. \n",
    "\n",
    "### Deployment\n",
    "If there are any implications that arise from the data, we will not use that information and exclude those variables from our analysis. \n",
    "\n",
    "###Unintended Consequences \n",
    "The U.S. Copyright Law Section 107 defines fair use as anything relating to [\"criticism, comment, news reporting, teaching, scholarship, and research\"](https://www.copyright.gov/fair-use/more-info.html).  Since our project is for scholarship and research, it is protected under fair use. We are not looking at specific populations and their trends, just communities as a whole. To access the Spotify API, we registered our application with Spotify to assure Spotify we aren't stealing music or trying to hack them, but also to ensure that we are making authorized calls. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "nUCk9H6BvAdU"
   },
   "source": [
    "# Conclusion & Discussion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lK39aPXevDKK"
   },
   "source": [
    "**Limitations:**\n",
    "Our team originally wanted to factor in \"memeability\", or internet popularity and Twitter trends in regards to one hit wonders, but we were unable to analyze data to do that. In addition to this, internet data from social media sites would be hard to retreive since most of them did not exist before the 21st century. \n",
    "\n",
    "Another limitation was that we wanted to be able to compare the spotify data with the Billboard Top 100 data, but the datasets were completely different and the only way we would be able to compare them was through artist and song name. During this time, we were only using one year of the Spotify Top 100. We decided to just drop the Billboard 100 and use all of the Spotify Top 100s from the 1950s to current day. \n",
    "\n",
    "When we then tried to graph our findings. We wanted to create histograms to show the distributions of one hit wonders through out the years, but through our coding it was difficult to do. We ended up using bar graphs which was efficient since we could then compare the one hit wonders to the regular hits on a single graph.  \n",
    "\n",
    "**Discussion:** \n",
    "There are some potential improvements that we could address for next time if we ever decide to continue working on this project. If we were to expand this project we would look at Twitter trends and see if we could compare One Hit Wonders from a certain time period to how many times they were tweeted about. This would provide information regarding the social factors behind the popularity of a song; different events can take place that give rise to a chart-topping song that are beyond the factors that we analyzed.\n",
    "\n",
    "Another potential improvement would be to maybe organize the songs by key and then compare the one hit wonders to songs within their own key. This way the comparisons are more specific and might present something we haven't found yet. We could implement his idea further, by creating another column with each song's respective genre and use that to compare songs withint their own genre. \n",
    "\n",
    "Finally, a last expansion of the project could be finding OHW that are extreme outliers, and comparing them to the averages of the one hit wonders and regular top trending tracks. What makes the already OHW a truly unique and outlier of a song?\n",
    "\n",
    "**Conclusions:**\n",
    "In conclusion, our hypothesis that different audio features play a role in the importance of one hit wonders compared to others are mostly insignificant. Our results show that the only features displaying significant differences were danceability, loudness, and instrumentalness. Even then, the significant differences in those features were only present in the month to month comparison. All of the comparisons throughout each decade failed to reject the null hypothesis that audio features DO NOT play a role in the popularity of a song. We did notice that even though the features had no significant differences between one hit wonders and multiple hits, there were certain trends within certain features throughout the decades. Additional research can potentially show how these trends affect the production of music. One trend our group found interesting was the instrumentalness result. Throughout the decades, all top songs (OHW and multiple hits) have decreased in instrumentalness exceptionally. Songs with more vocals, like rap and spoken word songs show lower instrumentalness values, and many songs these days have atleast a rap verse or feature. "
   ]
  }
 ],
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