Evolution of Pop Music.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('input/billboardHot100_1950_2015.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data1 = data.loc[:,['year', 'title']]\n",
    "data1 = data.loc[:,['pos', 'year', 'title', 'artist',\n",
    "       'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness',\n",
    "       'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo',\n",
    "       'duration_ms', 'time_signature', 'year_bin',\n",
    "       'cluster', 'Gender']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pos</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>artist</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>year_bin</th>\n",
       "      <th>cluster</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.199</td>\n",
       "      <td>1950</td>\n",
       "      <td>Mona Lisa</td>\n",
       "      <td>Nat King Cole</td>\n",
       "      <td>0.214</td>\n",
       "      <td>0.1940</td>\n",
       "      <td>1</td>\n",
       "      <td>-15.636</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>0.90300</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.3390</td>\n",
       "      <td>86.198</td>\n",
       "      <td>207573.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.224</td>\n",
       "      <td>1950</td>\n",
       "      <td>I Wanna Be Loved</td>\n",
       "      <td>Andrews Sisters</td>\n",
       "      <td>0.358</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>8</td>\n",
       "      <td>-13.664</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0389</td>\n",
       "      <td>0.93900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>170.869</td>\n",
       "      <td>198027.0</td>\n",
       "      <td>5</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.351</td>\n",
       "      <td>1950</td>\n",
       "      <td>Tennessee Waltz</td>\n",
       "      <td>Patti Page</td>\n",
       "      <td>0.424</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>3</td>\n",
       "      <td>-15.899</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0276</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.000671</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>86.335</td>\n",
       "      <td>182733.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.231</td>\n",
       "      <td>1950</td>\n",
       "      <td>I'll Never Be Free</td>\n",
       "      <td>Tennessee Ernie Ford</td>\n",
       "      <td>0.697</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>7</td>\n",
       "      <td>-12.586</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0357</td>\n",
       "      <td>0.78000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1260</td>\n",
       "      <td>0.4740</td>\n",
       "      <td>82.184</td>\n",
       "      <td>158000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.079</td>\n",
       "      <td>1950</td>\n",
       "      <td>All My Love</td>\n",
       "      <td>Patti Page</td>\n",
       "      <td>0.631</td>\n",
       "      <td>0.2730</td>\n",
       "      <td>8</td>\n",
       "      <td>-11.538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>0.80100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>0.6330</td>\n",
       "      <td>123.314</td>\n",
       "      <td>190933.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.182</td>\n",
       "      <td>1950</td>\n",
       "      <td>Hoop-Dee-Doo</td>\n",
       "      <td>Perry Como</td>\n",
       "      <td>0.645</td>\n",
       "      <td>0.4300</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.916</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0444</td>\n",
       "      <td>0.91000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5610</td>\n",
       "      <td>0.9440</td>\n",
       "      <td>132.643</td>\n",
       "      <td>174040.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.412</td>\n",
       "      <td>1950</td>\n",
       "      <td>Dear Hearts And Gentle People</td>\n",
       "      <td>Bing Crosby</td>\n",
       "      <td>0.767</td>\n",
       "      <td>0.2880</td>\n",
       "      <td>2</td>\n",
       "      <td>-12.741</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.91000</td>\n",
       "      <td>0.000377</td>\n",
       "      <td>0.1490</td>\n",
       "      <td>0.7220</td>\n",
       "      <td>107.741</td>\n",
       "      <td>160750.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.081</td>\n",
       "      <td>1950</td>\n",
       "      <td>Cry Of The Wild Goose</td>\n",
       "      <td>Frankie Laine</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.261</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0386</td>\n",
       "      <td>0.82400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.4540</td>\n",
       "      <td>80.044</td>\n",
       "      <td>174813.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.133</td>\n",
       "      <td>1951</td>\n",
       "      <td>Too Young</td>\n",
       "      <td>Nat King Cole</td>\n",
       "      <td>0.191</td>\n",
       "      <td>0.2020</td>\n",
       "      <td>8</td>\n",
       "      <td>-14.450</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0289</td>\n",
       "      <td>0.92300</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.2890</td>\n",
       "      <td>0.1810</td>\n",
       "      <td>92.091</td>\n",
       "      <td>205707.0</td>\n",
       "      <td>1</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.330</td>\n",
       "      <td>1951</td>\n",
       "      <td>Because Of You</td>\n",
       "      <td>Tony Bennett</td>\n",
       "      <td>0.248</td>\n",
       "      <td>0.2200</td>\n",
       "      <td>7</td>\n",
       "      <td>-10.768</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0299</td>\n",
       "      <td>0.94000</td>\n",
       "      <td>0.001970</td>\n",
       "      <td>0.1090</td>\n",
       "      <td>0.1910</td>\n",
       "      <td>71.377</td>\n",
       "      <td>242040.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.020</td>\n",
       "      <td>1951</td>\n",
       "      <td>Come On-a My House</td>\n",
       "      <td>Rosemary Clooney</td>\n",
       "      <td>0.527</td>\n",
       "      <td>0.6330</td>\n",
       "      <td>10</td>\n",
       "      <td>-8.560</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.82600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4220</td>\n",
       "      <td>0.9610</td>\n",
       "      <td>183.174</td>\n",
       "      <td>116933.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.346</td>\n",
       "      <td>1951</td>\n",
       "      <td>Be My Love</td>\n",
       "      <td>Mario Lanza</td>\n",
       "      <td>0.240</td>\n",
       "      <td>0.2790</td>\n",
       "      <td>0</td>\n",
       "      <td>-15.265</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.97400</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>110.355</td>\n",
       "      <td>210160.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.134</td>\n",
       "      <td>1951</td>\n",
       "      <td>Cold, Cold Heart</td>\n",
       "      <td>Tony Bennett</td>\n",
       "      <td>0.410</td>\n",
       "      <td>0.1680</td>\n",
       "      <td>5</td>\n",
       "      <td>-14.168</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.89100</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.1310</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>74.131</td>\n",
       "      <td>195973.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.158</td>\n",
       "      <td>1951</td>\n",
       "      <td>If</td>\n",
       "      <td>Perry Como</td>\n",
       "      <td>0.248</td>\n",
       "      <td>0.2360</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.033</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0291</td>\n",
       "      <td>0.95500</td>\n",
       "      <td>0.000733</td>\n",
       "      <td>0.3120</td>\n",
       "      <td>0.2310</td>\n",
       "      <td>82.922</td>\n",
       "      <td>186400.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.351</td>\n",
       "      <td>1951</td>\n",
       "      <td>Tennessee Waltz</td>\n",
       "      <td>Patti Page</td>\n",
       "      <td>0.424</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>3</td>\n",
       "      <td>-15.899</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0276</td>\n",
       "      <td>0.78400</td>\n",
       "      <td>0.000671</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>86.335</td>\n",
       "      <td>182733.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.107</td>\n",
       "      <td>1951</td>\n",
       "      <td>Jezebel</td>\n",
       "      <td>Frankie Laine</td>\n",
       "      <td>0.504</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>5</td>\n",
       "      <td>-16.424</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.83500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.6040</td>\n",
       "      <td>0.3930</td>\n",
       "      <td>136.721</td>\n",
       "      <td>190933.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.108</td>\n",
       "      <td>1951</td>\n",
       "      <td>Mockin' Bird Hill</td>\n",
       "      <td>Patti Page</td>\n",
       "      <td>0.561</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>3</td>\n",
       "      <td>-13.995</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0422</td>\n",
       "      <td>0.75000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>0.5630</td>\n",
       "      <td>109.795</td>\n",
       "      <td>178867.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.092</td>\n",
       "      <td>1951</td>\n",
       "      <td>Rose, Rose I Love You</td>\n",
       "      <td>Frankie Laine</td>\n",
       "      <td>0.336</td>\n",
       "      <td>0.3150</td>\n",
       "      <td>0</td>\n",
       "      <td>-14.154</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0432</td>\n",
       "      <td>0.80100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1750</td>\n",
       "      <td>0.9380</td>\n",
       "      <td>202.391</td>\n",
       "      <td>152307.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.186</td>\n",
       "      <td>1951</td>\n",
       "      <td>You're Just In Love</td>\n",
       "      <td>Perry Como</td>\n",
       "      <td>0.649</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>2</td>\n",
       "      <td>-13.160</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0513</td>\n",
       "      <td>0.92400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2180</td>\n",
       "      <td>0.5490</td>\n",
       "      <td>74.990</td>\n",
       "      <td>175213.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.330</td>\n",
       "      <td>1951</td>\n",
       "      <td>Because Of You</td>\n",
       "      <td>Les Baxter</td>\n",
       "      <td>0.238</td>\n",
       "      <td>0.2070</td>\n",
       "      <td>5</td>\n",
       "      <td>-12.894</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0301</td>\n",
       "      <td>0.86500</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.1350</td>\n",
       "      <td>0.3030</td>\n",
       "      <td>97.574</td>\n",
       "      <td>170800.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.195</td>\n",
       "      <td>1952</td>\n",
       "      <td>Half As Much</td>\n",
       "      <td>Rosemary Clooney</td>\n",
       "      <td>0.277</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>10</td>\n",
       "      <td>-12.424</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0329</td>\n",
       "      <td>0.94400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2320</td>\n",
       "      <td>0.2080</td>\n",
       "      <td>86.655</td>\n",
       "      <td>166373.0</td>\n",
       "      <td>1</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.177</td>\n",
       "      <td>1952</td>\n",
       "      <td>I Went To Your Wedding</td>\n",
       "      <td>Patti Page</td>\n",
       "      <td>0.408</td>\n",
       "      <td>0.3090</td>\n",
       "      <td>9</td>\n",
       "      <td>-12.663</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0282</td>\n",
       "      <td>0.81400</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.0786</td>\n",
       "      <td>0.2570</td>\n",
       "      <td>90.702</td>\n",
       "      <td>175333.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.273</td>\n",
       "      <td>1952</td>\n",
       "      <td>Here In My Heart</td>\n",
       "      <td>Al Martino</td>\n",
       "      <td>0.195</td>\n",
       "      <td>0.2760</td>\n",
       "      <td>1</td>\n",
       "      <td>-9.634</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0336</td>\n",
       "      <td>0.64500</td>\n",
       "      <td>0.124000</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>0.2330</td>\n",
       "      <td>105.189</td>\n",
       "      <td>182560.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.094</td>\n",
       "      <td>1952</td>\n",
       "      <td>Botch-a-me</td>\n",
       "      <td>Rosemary Clooney</td>\n",
       "      <td>0.642</td>\n",
       "      <td>0.6640</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.485</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0934</td>\n",
       "      <td>0.80200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.9590</td>\n",
       "      <td>148.866</td>\n",
       "      <td>136867.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.206</td>\n",
       "      <td>1952</td>\n",
       "      <td>A Guy Is A Guy</td>\n",
       "      <td>Doris Day</td>\n",
       "      <td>0.727</td>\n",
       "      <td>0.2850</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.098</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>0.90100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1410</td>\n",
       "      <td>0.7590</td>\n",
       "      <td>120.195</td>\n",
       "      <td>159507.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.090</td>\n",
       "      <td>1952</td>\n",
       "      <td>High Noon</td>\n",
       "      <td>Frankie Laine</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.2520</td>\n",
       "      <td>3</td>\n",
       "      <td>-17.869</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0416</td>\n",
       "      <td>0.93500</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.1710</td>\n",
       "      <td>0.3380</td>\n",
       "      <td>140.970</td>\n",
       "      <td>158360.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.319</td>\n",
       "      <td>1953</td>\n",
       "      <td>No Other Love</td>\n",
       "      <td>Perry Como</td>\n",
       "      <td>0.284</td>\n",
       "      <td>0.1780</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.544</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0291</td>\n",
       "      <td>0.87900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.1880</td>\n",
       "      <td>88.898</td>\n",
       "      <td>193240.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.115</td>\n",
       "      <td>1953</td>\n",
       "      <td>Don't Let The Stars Get In Your Eyes</td>\n",
       "      <td>Perry Como</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.4210</td>\n",
       "      <td>8</td>\n",
       "      <td>-12.533</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0420</td>\n",
       "      <td>0.80900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0724</td>\n",
       "      <td>0.9630</td>\n",
       "      <td>122.752</td>\n",
       "      <td>160773.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.079</td>\n",
       "      <td>1953</td>\n",
       "      <td>I Believe</td>\n",
       "      <td>Frankie Laine</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>1</td>\n",
       "      <td>-18.598</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0306</td>\n",
       "      <td>0.97700</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.1550</td>\n",
       "      <td>0.2820</td>\n",
       "      <td>67.796</td>\n",
       "      <td>130893.0</td>\n",
       "      <td>4</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.207</td>\n",
       "      <td>1953</td>\n",
       "      <td>Ebb Tide</td>\n",
       "      <td>Frank Chacksfield</td>\n",
       "      <td>0.143</td>\n",
       "      <td>0.4960</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.564</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.72600</td>\n",
       "      <td>0.046900</td>\n",
       "      <td>0.5550</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>92.485</td>\n",
       "      <td>217267.0</td>\n",
       "      <td>5</td>\n",
       "      <td>50s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3998</th>\n",
       "      <td>0.219</td>\n",
       "      <td>2015</td>\n",
       "      <td>Stay With Me</td>\n",
       "      <td>Sam Smith</td>\n",
       "      <td>0.414</td>\n",
       "      <td>0.4190</td>\n",
       "      <td>0</td>\n",
       "      <td>-6.431</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.55000</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>0.1800</td>\n",
       "      <td>84.082</td>\n",
       "      <td>172724.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>0.142</td>\n",
       "      <td>2015</td>\n",
       "      <td>You Know You Like It</td>\n",
       "      <td>DJ Snake</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.7250</td>\n",
       "      <td>5</td>\n",
       "      <td>-5.346</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1880</td>\n",
       "      <td>0.01410</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.3060</td>\n",
       "      <td>0.2470</td>\n",
       "      <td>196.093</td>\n",
       "      <td>247267.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>0.314</td>\n",
       "      <td>2015</td>\n",
       "      <td>Uma Thurman</td>\n",
       "      <td>Fall Out Boy</td>\n",
       "      <td>0.624</td>\n",
       "      <td>0.9530</td>\n",
       "      <td>4</td>\n",
       "      <td>-2.602</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>0.11300</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.6570</td>\n",
       "      <td>0.7290</td>\n",
       "      <td>149.992</td>\n",
       "      <td>211573.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4001</th>\n",
       "      <td>0.095</td>\n",
       "      <td>2015</td>\n",
       "      <td>The Heart Wants What It Wants</td>\n",
       "      <td>Selena Gomez</td>\n",
       "      <td>0.619</td>\n",
       "      <td>0.7860</td>\n",
       "      <td>7</td>\n",
       "      <td>-4.938</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.04900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1420</td>\n",
       "      <td>0.6280</td>\n",
       "      <td>83.048</td>\n",
       "      <td>227360.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4002</th>\n",
       "      <td>0.173</td>\n",
       "      <td>2015</td>\n",
       "      <td>Girl Crush</td>\n",
       "      <td>Little Big Town</td>\n",
       "      <td>0.506</td>\n",
       "      <td>0.2190</td>\n",
       "      <td>0</td>\n",
       "      <td>-10.180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.84300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.3620</td>\n",
       "      <td>173.799</td>\n",
       "      <td>193320.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4003</th>\n",
       "      <td>0.051</td>\n",
       "      <td>2015</td>\n",
       "      <td>Slow Motion</td>\n",
       "      <td>Trey Songz</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.4080</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.834</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.67900</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>0.2910</td>\n",
       "      <td>94.947</td>\n",
       "      <td>197854.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4004</th>\n",
       "      <td>0.121</td>\n",
       "      <td>2015</td>\n",
       "      <td>Drag Me Down</td>\n",
       "      <td>One Direction</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.7030</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.672</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.10900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0657</td>\n",
       "      <td>0.5950</td>\n",
       "      <td>138.113</td>\n",
       "      <td>192120.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4005</th>\n",
       "      <td>0.110</td>\n",
       "      <td>2015</td>\n",
       "      <td>Truffle Butter</td>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>0.890</td>\n",
       "      <td>0.6670</td>\n",
       "      <td>2</td>\n",
       "      <td>-6.862</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0521</td>\n",
       "      <td>0.05790</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.5220</td>\n",
       "      <td>105.099</td>\n",
       "      <td>220467.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4006</th>\n",
       "      <td>0.066</td>\n",
       "      <td>2015</td>\n",
       "      <td>One Last Time</td>\n",
       "      <td>Ariana Grande</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.5930</td>\n",
       "      <td>8</td>\n",
       "      <td>-5.036</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.09300</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.0960</td>\n",
       "      <td>0.1040</td>\n",
       "      <td>125.026</td>\n",
       "      <td>197267.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4007</th>\n",
       "      <td>0.109</td>\n",
       "      <td>2015</td>\n",
       "      <td>All Eyes On You</td>\n",
       "      <td>Meek Mill</td>\n",
       "      <td>0.589</td>\n",
       "      <td>0.6580</td>\n",
       "      <td>11</td>\n",
       "      <td>-5.288</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.02420</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1180</td>\n",
       "      <td>0.2510</td>\n",
       "      <td>77.521</td>\n",
       "      <td>223973.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4008</th>\n",
       "      <td>0.118</td>\n",
       "      <td>2015</td>\n",
       "      <td>No Type</td>\n",
       "      <td>Rae Sremmurd</td>\n",
       "      <td>0.885</td>\n",
       "      <td>0.4790</td>\n",
       "      <td>6</td>\n",
       "      <td>-7.810</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1490</td>\n",
       "      <td>0.01380</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.0925</td>\n",
       "      <td>0.2370</td>\n",
       "      <td>125.077</td>\n",
       "      <td>200080.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4009</th>\n",
       "      <td>0.154</td>\n",
       "      <td>2015</td>\n",
       "      <td>Riptide</td>\n",
       "      <td>Vance Joy</td>\n",
       "      <td>0.484</td>\n",
       "      <td>0.7310</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.694</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0379</td>\n",
       "      <td>0.43100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.5100</td>\n",
       "      <td>101.654</td>\n",
       "      <td>204280.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4010</th>\n",
       "      <td>0.221</td>\n",
       "      <td>2015</td>\n",
       "      <td>Dear Future Husband</td>\n",
       "      <td>Meghan Trainor</td>\n",
       "      <td>0.655</td>\n",
       "      <td>0.7820</td>\n",
       "      <td>1</td>\n",
       "      <td>-4.789</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1850</td>\n",
       "      <td>0.37500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3170</td>\n",
       "      <td>0.8320</td>\n",
       "      <td>79.427</td>\n",
       "      <td>184227.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4011</th>\n",
       "      <td>0.148</td>\n",
       "      <td>2015</td>\n",
       "      <td>Marvin Gaye</td>\n",
       "      <td>Charlie Puth</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.6210</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.267</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0490</td>\n",
       "      <td>0.45100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3370</td>\n",
       "      <td>0.8290</td>\n",
       "      <td>110.025</td>\n",
       "      <td>187742.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4012</th>\n",
       "      <td>0.253</td>\n",
       "      <td>2015</td>\n",
       "      <td>Like I'm Gonna Lose You</td>\n",
       "      <td>Meghan Trainor</td>\n",
       "      <td>0.630</td>\n",
       "      <td>0.5300</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.259</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0434</td>\n",
       "      <td>0.40000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>0.4170</td>\n",
       "      <td>108.038</td>\n",
       "      <td>225053.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4013</th>\n",
       "      <td>0.068</td>\n",
       "      <td>2015</td>\n",
       "      <td>Habits</td>\n",
       "      <td>Tove Lo</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.6990</td>\n",
       "      <td>4</td>\n",
       "      <td>-7.048</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.00118</td>\n",
       "      <td>0.860000</td>\n",
       "      <td>0.0934</td>\n",
       "      <td>0.0970</td>\n",
       "      <td>120.991</td>\n",
       "      <td>258387.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4014</th>\n",
       "      <td>0.058</td>\n",
       "      <td>2015</td>\n",
       "      <td>The Hanging Tree</td>\n",
       "      <td>James Newton Howard</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.0734</td>\n",
       "      <td>9</td>\n",
       "      <td>-17.988</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.38300</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.1360</td>\n",
       "      <td>92.884</td>\n",
       "      <td>218507.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4015</th>\n",
       "      <td>0.139</td>\n",
       "      <td>2015</td>\n",
       "      <td>Lay Me Down</td>\n",
       "      <td>Sam Smith</td>\n",
       "      <td>0.468</td>\n",
       "      <td>0.2050</td>\n",
       "      <td>4</td>\n",
       "      <td>-11.014</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0412</td>\n",
       "      <td>0.92100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.3250</td>\n",
       "      <td>125.343</td>\n",
       "      <td>219536.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4016</th>\n",
       "      <td>0.080</td>\n",
       "      <td>2015</td>\n",
       "      <td>Kick The Dust Up</td>\n",
       "      <td>Luke Bryan</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.8520</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.282</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0481</td>\n",
       "      <td>0.20600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.7420</td>\n",
       "      <td>172.094</td>\n",
       "      <td>190600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4017</th>\n",
       "      <td>0.220</td>\n",
       "      <td>2015</td>\n",
       "      <td>Blessings</td>\n",
       "      <td>Big Sean</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.6210</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.634</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2950</td>\n",
       "      <td>0.33200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1220</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>118.843</td>\n",
       "      <td>252040.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4018</th>\n",
       "      <td>0.141</td>\n",
       "      <td>2015</td>\n",
       "      <td>Budapest</td>\n",
       "      <td>George Ezra</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.4510</td>\n",
       "      <td>5</td>\n",
       "      <td>-8.268</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0276</td>\n",
       "      <td>0.08830</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.4060</td>\n",
       "      <td>127.787</td>\n",
       "      <td>200720.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4019</th>\n",
       "      <td>0.117</td>\n",
       "      <td>2015</td>\n",
       "      <td>Chandelier</td>\n",
       "      <td>Sia</td>\n",
       "      <td>0.399</td>\n",
       "      <td>0.7870</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.880</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0499</td>\n",
       "      <td>0.01970</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.0685</td>\n",
       "      <td>0.5720</td>\n",
       "      <td>117.089</td>\n",
       "      <td>216120.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4020</th>\n",
       "      <td>0.088</td>\n",
       "      <td>2015</td>\n",
       "      <td>Heartbeat Song</td>\n",
       "      <td>Kelly Clarkson</td>\n",
       "      <td>0.491</td>\n",
       "      <td>0.7990</td>\n",
       "      <td>6</td>\n",
       "      <td>-3.660</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0488</td>\n",
       "      <td>0.01370</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0627</td>\n",
       "      <td>0.4860</td>\n",
       "      <td>149.095</td>\n",
       "      <td>198733.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4021</th>\n",
       "      <td>0.156</td>\n",
       "      <td>2015</td>\n",
       "      <td>Don't</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.6080</td>\n",
       "      <td>1</td>\n",
       "      <td>-7.008</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0659</td>\n",
       "      <td>0.01130</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.6350</td>\n",
       "      <td>0.8490</td>\n",
       "      <td>95.049</td>\n",
       "      <td>219840.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4022</th>\n",
       "      <td>0.085</td>\n",
       "      <td>2015</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Ella Henderson</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.8400</td>\n",
       "      <td>9</td>\n",
       "      <td>-3.823</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>0.04570</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>104.985</td>\n",
       "      <td>213213.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4023</th>\n",
       "      <td>0.120</td>\n",
       "      <td>2015</td>\n",
       "      <td>Here</td>\n",
       "      <td>Alessia Cara</td>\n",
       "      <td>0.376</td>\n",
       "      <td>0.8100</td>\n",
       "      <td>0</td>\n",
       "      <td>-4.003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>0.08440</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0730</td>\n",
       "      <td>0.3400</td>\n",
       "      <td>123.909</td>\n",
       "      <td>199453.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4024</th>\n",
       "      <td>0.184</td>\n",
       "      <td>2015</td>\n",
       "      <td>Waves</td>\n",
       "      <td>Mr. Probz</td>\n",
       "      <td>0.829</td>\n",
       "      <td>0.5100</td>\n",
       "      <td>5</td>\n",
       "      <td>-9.334</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.00821</td>\n",
       "      <td>0.001400</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.4500</td>\n",
       "      <td>119.993</td>\n",
       "      <td>208133.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4025</th>\n",
       "      <td>0.067</td>\n",
       "      <td>2015</td>\n",
       "      <td>She Knows</td>\n",
       "      <td>Ne-Yo</td>\n",
       "      <td>0.701</td>\n",
       "      <td>0.5710</td>\n",
       "      <td>8</td>\n",
       "      <td>-5.876</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.02510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5610</td>\n",
       "      <td>0.5330</td>\n",
       "      <td>139.988</td>\n",
       "      <td>214726.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>Poetic</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4026</th>\n",
       "      <td>0.026</td>\n",
       "      <td>2015</td>\n",
       "      <td>Night Changes</td>\n",
       "      <td>One Direction</td>\n",
       "      <td>0.672</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.747</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.85900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1150</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>120.001</td>\n",
       "      <td>226600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>Group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4027</th>\n",
       "      <td>0.189</td>\n",
       "      <td>2015</td>\n",
       "      <td>How Deep Is Your Love</td>\n",
       "      <td>Calvin Harris</td>\n",
       "      <td>0.738</td>\n",
       "      <td>0.8680</td>\n",
       "      <td>11</td>\n",
       "      <td>-4.373</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0731</td>\n",
       "      <td>0.03890</td>\n",
       "      <td>0.001710</td>\n",
       "      <td>0.3880</td>\n",
       "      <td>0.3360</td>\n",
       "      <td>122.003</td>\n",
       "      <td>212640.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10s</td>\n",
       "      <td>String Lover</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4028 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        pos  year                                 title                artist  \\\n",
       "0     0.199  1950                             Mona Lisa         Nat King Cole   \n",
       "1     0.224  1950                      I Wanna Be Loved       Andrews Sisters   \n",
       "2     0.351  1950                       Tennessee Waltz            Patti Page   \n",
       "3     0.231  1950                    I'll Never Be Free  Tennessee Ernie Ford   \n",
       "4     0.079  1950                           All My Love            Patti Page   \n",
       "5     0.182  1950                          Hoop-Dee-Doo            Perry Como   \n",
       "6     0.412  1950         Dear Hearts And Gentle People           Bing Crosby   \n",
       "7     0.081  1950                 Cry Of The Wild Goose         Frankie Laine   \n",
       "8     0.133  1951                             Too Young         Nat King Cole   \n",
       "9     0.330  1951                        Because Of You          Tony Bennett   \n",
       "10    0.020  1951                    Come On-a My House      Rosemary Clooney   \n",
       "11    0.346  1951                            Be My Love           Mario Lanza   \n",
       "12    0.134  1951                      Cold, Cold Heart          Tony Bennett   \n",
       "13    0.158  1951                                    If            Perry Como   \n",
       "14    0.351  1951                       Tennessee Waltz            Patti Page   \n",
       "15    0.107  1951                               Jezebel         Frankie Laine   \n",
       "16    0.108  1951                     Mockin' Bird Hill            Patti Page   \n",
       "17    0.092  1951                 Rose, Rose I Love You         Frankie Laine   \n",
       "18    0.186  1951                   You're Just In Love            Perry Como   \n",
       "19    0.330  1951                        Because Of You            Les Baxter   \n",
       "20    0.195  1952                          Half As Much      Rosemary Clooney   \n",
       "21    0.177  1952                I Went To Your Wedding            Patti Page   \n",
       "22    0.273  1952                      Here In My Heart            Al Martino   \n",
       "23    0.094  1952                            Botch-a-me      Rosemary Clooney   \n",
       "24    0.206  1952                        A Guy Is A Guy             Doris Day   \n",
       "25    0.090  1952                             High Noon         Frankie Laine   \n",
       "26    0.319  1953                         No Other Love            Perry Como   \n",
       "27    0.115  1953  Don't Let The Stars Get In Your Eyes            Perry Como   \n",
       "28    0.079  1953                             I Believe         Frankie Laine   \n",
       "29    0.207  1953                              Ebb Tide     Frank Chacksfield   \n",
       "...     ...   ...                                   ...                   ...   \n",
       "3998  0.219  2015                          Stay With Me             Sam Smith   \n",
       "3999  0.142  2015                  You Know You Like It              DJ Snake   \n",
       "4000  0.314  2015                           Uma Thurman          Fall Out Boy   \n",
       "4001  0.095  2015         The Heart Wants What It Wants          Selena Gomez   \n",
       "4002  0.173  2015                            Girl Crush       Little Big Town   \n",
       "4003  0.051  2015                           Slow Motion            Trey Songz   \n",
       "4004  0.121  2015                          Drag Me Down         One Direction   \n",
       "4005  0.110  2015                        Truffle Butter           Nicki Minaj   \n",
       "4006  0.066  2015                         One Last Time         Ariana Grande   \n",
       "4007  0.109  2015                       All Eyes On You             Meek Mill   \n",
       "4008  0.118  2015                               No Type          Rae Sremmurd   \n",
       "4009  0.154  2015                               Riptide             Vance Joy   \n",
       "4010  0.221  2015                   Dear Future Husband        Meghan Trainor   \n",
       "4011  0.148  2015                           Marvin Gaye          Charlie Puth   \n",
       "4012  0.253  2015               Like I'm Gonna Lose You        Meghan Trainor   \n",
       "4013  0.068  2015                                Habits               Tove Lo   \n",
       "4014  0.058  2015                      The Hanging Tree   James Newton Howard   \n",
       "4015  0.139  2015                           Lay Me Down             Sam Smith   \n",
       "4016  0.080  2015                      Kick The Dust Up            Luke Bryan   \n",
       "4017  0.220  2015                             Blessings              Big Sean   \n",
       "4018  0.141  2015                              Budapest           George Ezra   \n",
       "4019  0.117  2015                            Chandelier                   Sia   \n",
       "4020  0.088  2015                        Heartbeat Song        Kelly Clarkson   \n",
       "4021  0.156  2015                                 Don't            Ed Sheeran   \n",
       "4022  0.085  2015                                 Ghost        Ella Henderson   \n",
       "4023  0.120  2015                                  Here          Alessia Cara   \n",
       "4024  0.184  2015                                 Waves             Mr. Probz   \n",
       "4025  0.067  2015                             She Knows                 Ne-Yo   \n",
       "4026  0.026  2015                         Night Changes         One Direction   \n",
       "4027  0.189  2015                 How Deep Is Your Love         Calvin Harris   \n",
       "\n",
       "      danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0            0.214  0.1940    1   -15.636     1       0.0325       0.90300   \n",
       "1            0.358  0.0850    8   -13.664     1       0.0389       0.93900   \n",
       "2            0.424  0.1630    3   -15.899     1       0.0276       0.78400   \n",
       "3            0.697  0.1820    7   -12.586     1       0.0357       0.78000   \n",
       "4            0.631  0.2730    8   -11.538     1       0.0408       0.80100   \n",
       "5            0.645  0.4300    1   -11.916     1       0.0444       0.91000   \n",
       "6            0.767  0.2880    2   -12.741     1       0.0397       0.91000   \n",
       "7            0.637  0.2750    0   -12.261     0       0.0386       0.82400   \n",
       "8            0.191  0.2020    8   -14.450     1       0.0289       0.92300   \n",
       "9            0.248  0.2200    7   -10.768     0       0.0299       0.94000   \n",
       "10           0.527  0.6330   10    -8.560     0       0.1140       0.82600   \n",
       "11           0.240  0.2790    0   -15.265     1       0.0373       0.97400   \n",
       "12           0.410  0.1680    5   -14.168     0       0.0344       0.89100   \n",
       "13           0.248  0.2360    0   -11.033     1       0.0291       0.95500   \n",
       "14           0.424  0.1630    3   -15.899     1       0.0276       0.78400   \n",
       "15           0.504  0.2650    5   -16.424     1       0.0344       0.83500   \n",
       "16           0.561  0.3000    3   -13.995     1       0.0422       0.75000   \n",
       "17           0.336  0.3150    0   -14.154     1       0.0432       0.80100   \n",
       "18           0.649  0.1180    2   -13.160     1       0.0513       0.92400   \n",
       "19           0.238  0.2070    5   -12.894     0       0.0301       0.86500   \n",
       "20           0.277  0.1890   10   -12.424     1       0.0329       0.94400   \n",
       "21           0.408  0.3090    9   -12.663     1       0.0282       0.81400   \n",
       "22           0.195  0.2760    1    -9.634     1       0.0336       0.64500   \n",
       "23           0.642  0.6640    0    -8.485     1       0.0934       0.80200   \n",
       "24           0.727  0.2850    2   -14.098     1       0.0457       0.90100   \n",
       "25           0.466  0.2520    3   -17.869     1       0.0416       0.93500   \n",
       "26           0.284  0.1780    0   -12.544     1       0.0291       0.87900   \n",
       "27           0.808  0.4210    8   -12.533     1       0.0420       0.80900   \n",
       "28           0.402  0.1590    1   -18.598     1       0.0306       0.97700   \n",
       "29           0.143  0.4960    0    -9.564     1       0.0344       0.72600   \n",
       "...            ...     ...  ...       ...   ...          ...           ...   \n",
       "3998         0.414  0.4190    0    -6.431     1       0.0388       0.55000   \n",
       "3999         0.407  0.7250    5    -5.346     0       0.1880       0.01410   \n",
       "4000         0.624  0.9530    4    -2.602     0       0.1040       0.11300   \n",
       "4001         0.619  0.7860    7    -4.938     0       0.0397       0.04900   \n",
       "4002         0.506  0.2190    0   -10.180     1       0.0317       0.84300   \n",
       "4003         0.733  0.4080    7    -7.834     0       0.0388       0.67900   \n",
       "4004         0.730  0.7030    0    -5.672     0       0.0369       0.10900   \n",
       "4005         0.890  0.6670    2    -6.862     1       0.0521       0.05790   \n",
       "4006         0.628  0.5930    8    -5.036     1       0.0323       0.09300   \n",
       "4007         0.589  0.6580   11    -5.288     0       0.2030       0.02420   \n",
       "4008         0.885  0.4790    6    -7.810     1       0.1490       0.01380   \n",
       "4009         0.484  0.7310    1    -6.694     1       0.0379       0.43100   \n",
       "4010         0.655  0.7820    1    -4.789     1       0.1850       0.37500   \n",
       "4011         0.792  0.6210    1    -5.267     0       0.0490       0.45100   \n",
       "4012         0.630  0.5300    0    -7.259     1       0.0434       0.40000   \n",
       "4013         0.733  0.6990    4    -7.048     0       0.0355       0.00118   \n",
       "4014         0.255  0.0734    9   -17.988     0       0.0333       0.38300   \n",
       "4015         0.468  0.2050    4   -11.014     1       0.0412       0.92100   \n",
       "4016         0.600  0.8520    1    -2.282     1       0.0481       0.20600   \n",
       "4017         0.775  0.6210    1    -7.634     1       0.2950       0.33200   \n",
       "4018         0.714  0.4510    5    -8.268     1       0.0276       0.08830   \n",
       "4019         0.399  0.7870    1    -2.880     1       0.0499       0.01970   \n",
       "4020         0.491  0.7990    6    -3.660     1       0.0488       0.01370   \n",
       "4021         0.806  0.6080    1    -7.008     1       0.0659       0.01130   \n",
       "4022         0.680  0.8400    9    -3.823     1       0.0415       0.04570   \n",
       "4023         0.376  0.8100    0    -4.003     1       0.1660       0.08440   \n",
       "4024         0.829  0.5100    5    -9.334     0       0.0369       0.00821   \n",
       "4025         0.701  0.5710    8    -5.876     0       0.0322       0.02510   \n",
       "4026         0.672  0.5200    8    -7.747     1       0.0353       0.85900   \n",
       "4027         0.738  0.8680   11    -4.373     0       0.0731       0.03890   \n",
       "\n",
       "      instrumentalness  liveness  valence    tempo  duration_ms  \\\n",
       "0             0.000001    0.1070   0.3390   86.198     207573.0   \n",
       "1             0.000000    0.1600   0.1810  170.869     198027.0   \n",
       "2             0.000671    0.1160   0.2940   86.335     182733.0   \n",
       "3             0.000000    0.1260   0.4740   82.184     158000.0   \n",
       "4             0.000000    0.1580   0.6330  123.314     190933.0   \n",
       "5             0.000000    0.5610   0.9440  132.643     174040.0   \n",
       "6             0.000377    0.1490   0.7220  107.741     160750.0   \n",
       "7             0.000000    0.2390   0.4540   80.044     174813.0   \n",
       "8             0.000362    0.2890   0.1810   92.091     205707.0   \n",
       "9             0.001970    0.1090   0.1910   71.377     242040.0   \n",
       "10            0.000000    0.4220   0.9610  183.174     116933.0   \n",
       "11            0.000017    0.1740   0.2100  110.355     210160.0   \n",
       "12            0.000013    0.1310   0.3580   74.131     195973.0   \n",
       "13            0.000733    0.3120   0.2310   82.922     186400.0   \n",
       "14            0.000671    0.1160   0.2940   86.335     182733.0   \n",
       "15            0.000000    0.6040   0.3930  136.721     190933.0   \n",
       "16            0.000000    0.2830   0.5630  109.795     178867.0   \n",
       "17            0.000000    0.1750   0.9380  202.391     152307.0   \n",
       "18            0.000000    0.2180   0.5490   74.990     175213.0   \n",
       "19            0.000001    0.1350   0.3030   97.574     170800.0   \n",
       "20            0.000000    0.2320   0.2080   86.655     166373.0   \n",
       "21            0.000076    0.0786   0.2570   90.702     175333.0   \n",
       "22            0.124000    0.3430   0.2330  105.189     182560.0   \n",
       "23            0.000000    0.1380   0.9590  148.866     136867.0   \n",
       "24            0.000000    0.1410   0.7590  120.195     159507.0   \n",
       "25            0.000002    0.1710   0.3380  140.970     158360.0   \n",
       "26            0.000000    0.1290   0.1880   88.898     193240.0   \n",
       "27            0.000000    0.0724   0.9630  122.752     160773.0   \n",
       "28            0.000018    0.1550   0.2820   67.796     130893.0   \n",
       "29            0.046900    0.5550   0.0675   92.485     217267.0   \n",
       "...                ...       ...      ...      ...          ...   \n",
       "3998          0.000195    0.1100   0.1800   84.082     172724.0   \n",
       "3999          0.000002    0.3060   0.2470  196.093     247267.0   \n",
       "4000          0.000128    0.6570   0.7290  149.992     211573.0   \n",
       "4001          0.000000    0.1420   0.6280   83.048     227360.0   \n",
       "4002          0.000000    0.1120   0.3620  173.799     193320.0   \n",
       "4003          0.000039    0.1100   0.2910   94.947     197854.0   \n",
       "4004          0.000000    0.0657   0.5950  138.113     192120.0   \n",
       "4005          0.000030    0.1080   0.5220  105.099     220467.0   \n",
       "4006          0.000002    0.0960   0.1040  125.026     197267.0   \n",
       "4007          0.000000    0.1180   0.2510   77.521     223973.0   \n",
       "4008          0.000003    0.0925   0.2370  125.077     200080.0   \n",
       "4009          0.000000    0.1510   0.5100  101.654     204280.0   \n",
       "4010          0.000000    0.3170   0.8320   79.427     184227.0   \n",
       "4011          0.000000    0.3370   0.8290  110.025     187742.0   \n",
       "4012          0.000000    0.1770   0.4170  108.038     225053.0   \n",
       "4013          0.860000    0.0934   0.0970  120.991     258387.0   \n",
       "4014          0.000100    0.2000   0.1360   92.884     218507.0   \n",
       "4015          0.000000    0.1070   0.3250  125.343     219536.0   \n",
       "4016          0.000000    0.1170   0.7420  172.094     190600.0   \n",
       "4017          0.000000    0.1220   0.1500  118.843     252040.0   \n",
       "4018          0.000000    0.1080   0.4060  127.787     200720.0   \n",
       "4019          0.000061    0.0685   0.5720  117.089     216120.0   \n",
       "4020          0.000000    0.0627   0.4860  149.095     198733.0   \n",
       "4021          0.000000    0.6350   0.8490   95.049     219840.0   \n",
       "4022          0.000008    0.1430   0.4680  104.985     213213.0   \n",
       "4023          0.000000    0.0730   0.3400  123.909     199453.0   \n",
       "4024          0.001400    0.0829   0.4500  119.993     208133.0   \n",
       "4025          0.000000    0.5610   0.5330  139.988     214726.0   \n",
       "4026          0.000000    0.1150   0.3700  120.001     226600.0   \n",
       "4027          0.001710    0.3880   0.3360  122.003     212640.0   \n",
       "\n",
       "      time_signature year_bin       cluster  Gender  \n",
       "0                  3      50s  String Lover    male  \n",
       "1                  5      50s  String Lover   Group  \n",
       "2                  3      50s  String Lover  female  \n",
       "3                  3      50s  String Lover    male  \n",
       "4                  4      50s  String Lover  female  \n",
       "5                  4      50s  String Lover    male  \n",
       "6                  3      50s  String Lover    male  \n",
       "7                  4      50s  String Lover    male  \n",
       "8                  1      50s  String Lover    male  \n",
       "9                  4      50s  String Lover    male  \n",
       "10                 4      50s  String Lover  female  \n",
       "11                 4      50s  String Lover    male  \n",
       "12                 4      50s  String Lover    male  \n",
       "13                 3      50s  String Lover    male  \n",
       "14                 3      50s  String Lover  female  \n",
       "15                 4      50s  String Lover    male  \n",
       "16                 4      50s  String Lover  female  \n",
       "17                 4      50s  String Lover    male  \n",
       "18                 4      50s  String Lover    male  \n",
       "19                 4      50s  String Lover   Group  \n",
       "20                 1      50s  String Lover  female  \n",
       "21                 3      50s  String Lover  female  \n",
       "22                 3      50s  String Lover    male  \n",
       "23                 4      50s  String Lover  female  \n",
       "24                 4      50s  String Lover  female  \n",
       "25                 4      50s  String Lover    male  \n",
       "26                 4      50s  String Lover    male  \n",
       "27                 4      50s  String Lover    male  \n",
       "28                 4      50s  String Lover    male  \n",
       "29                 5      50s  String Lover    male  \n",
       "...              ...      ...           ...     ...  \n",
       "3998               4      10s  String Lover    male  \n",
       "3999               4      10s  String Lover    male  \n",
       "4000               4      10s        Poetic   Group  \n",
       "4001               4      10s        Poetic  female  \n",
       "4002               3      10s  String Lover   Group  \n",
       "4003               4      10s        Poetic    male  \n",
       "4004               4      10s  String Lover   Group  \n",
       "4005               4      10s        Poetic  female  \n",
       "4006               4      10s        Poetic  female  \n",
       "4007               4      10s        Poetic    male  \n",
       "4008               4      10s        Poetic    male  \n",
       "4009               4      10s  String Lover    male  \n",
       "4010               4      10s        Poetic  female  \n",
       "4011               4      10s  String Lover    male  \n",
       "4012               3      10s        Poetic  female  \n",
       "4013               4      10s  String Lover  female  \n",
       "4014               4      10s  String Lover    male  \n",
       "4015               4      10s  String Lover    male  \n",
       "4016               4      10s  String Lover    male  \n",
       "4017               4      10s        Poetic    male  \n",
       "4018               4      10s  String Lover    male  \n",
       "4019               5      10s        Poetic  female  \n",
       "4020               4      10s  String Lover  female  \n",
       "4021               4      10s  String Lover    male  \n",
       "4022               4      10s        Poetic  female  \n",
       "4023               4      10s        Poetic  female  \n",
       "4024               4      10s  String Lover    male  \n",
       "4025               4      10s        Poetic    male  \n",
       "4026               4      10s  String Lover   Group  \n",
       "4027               4      10s  String Lover    male  \n",
       "\n",
       "[4028 rows x 20 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pos</th>\n",
       "      <th>year</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "      <td>4028.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.156243</td>\n",
       "      <td>1987.455561</td>\n",
       "      <td>0.607321</td>\n",
       "      <td>0.614682</td>\n",
       "      <td>5.217229</td>\n",
       "      <td>-8.328453</td>\n",
       "      <td>0.702334</td>\n",
       "      <td>0.065679</td>\n",
       "      <td>0.274039</td>\n",
       "      <td>0.016540</td>\n",
       "      <td>0.179080</td>\n",
       "      <td>0.600138</td>\n",
       "      <td>117.485640</td>\n",
       "      <td>230396.064052</td>\n",
       "      <td>3.911370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.093612</td>\n",
       "      <td>17.036509</td>\n",
       "      <td>0.164274</td>\n",
       "      <td>0.209738</td>\n",
       "      <td>3.594236</td>\n",
       "      <td>3.619392</td>\n",
       "      <td>0.457289</td>\n",
       "      <td>0.070125</td>\n",
       "      <td>0.273961</td>\n",
       "      <td>0.087393</td>\n",
       "      <td>0.151862</td>\n",
       "      <td>0.250096</td>\n",
       "      <td>29.971266</td>\n",
       "      <td>64512.502623</td>\n",
       "      <td>0.488598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-25.487000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.087000</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>0.512000</td>\n",
       "      <td>0.477750</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-10.685500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031475</td>\n",
       "      <td>0.042075</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.086475</td>\n",
       "      <td>0.404000</td>\n",
       "      <td>97.707250</td>\n",
       "      <td>193282.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.139000</td>\n",
       "      <td>1988.000000</td>\n",
       "      <td>0.628000</td>\n",
       "      <td>0.638000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-7.837500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.039900</td>\n",
       "      <td>0.173000</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.122000</td>\n",
       "      <td>0.631000</td>\n",
       "      <td>117.073000</td>\n",
       "      <td>229253.500000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.208000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>0.780000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>-5.563500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.453000</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.225250</td>\n",
       "      <td>0.810000</td>\n",
       "      <td>132.889250</td>\n",
       "      <td>263227.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.687000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.984000</td>\n",
       "      <td>0.997000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.911000</td>\n",
       "      <td>0.991000</td>\n",
       "      <td>0.971000</td>\n",
       "      <td>0.991000</td>\n",
       "      <td>0.980000</td>\n",
       "      <td>210.861000</td>\n",
       "      <td>830400.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               pos         year  danceability       energy          key  \\\n",
       "count  4028.000000  4028.000000   4028.000000  4028.000000  4028.000000   \n",
       "mean      0.156243  1987.455561      0.607321     0.614682     5.217229   \n",
       "std       0.093612    17.036509      0.164274     0.209738     3.594236   \n",
       "min       0.000000  1950.000000      0.000000     0.000000     0.000000   \n",
       "25%       0.087000  1974.000000      0.512000     0.477750     2.000000   \n",
       "50%       0.139000  1988.000000      0.628000     0.638000     5.000000   \n",
       "75%       0.208000  2003.000000      0.720000     0.780000     9.000000   \n",
       "max       0.687000  2015.000000      0.984000     0.997000    11.000000   \n",
       "\n",
       "          loudness         mode  speechiness  acousticness  instrumentalness  \\\n",
       "count  4028.000000  4028.000000  4028.000000   4028.000000       4028.000000   \n",
       "mean     -8.328453     0.702334     0.065679      0.274039          0.016540   \n",
       "std       3.619392     0.457289     0.070125      0.273961          0.087393   \n",
       "min     -25.487000     0.000000     0.000000      0.000000          0.000000   \n",
       "25%     -10.685500     0.000000     0.031475      0.042075          0.000000   \n",
       "50%      -7.837500     1.000000     0.039900      0.173000          0.000003   \n",
       "75%      -5.563500     1.000000     0.062500      0.453000          0.000263   \n",
       "max       0.000000     1.000000     0.911000      0.991000          0.971000   \n",
       "\n",
       "          liveness      valence        tempo    duration_ms  time_signature  \n",
       "count  4028.000000  4028.000000  4028.000000    4028.000000     4028.000000  \n",
       "mean      0.179080     0.600138   117.485640  230396.064052        3.911370  \n",
       "std       0.151862     0.250096    29.971266   64512.502623        0.488598  \n",
       "min       0.000000     0.000000     0.000000       0.000000        0.000000  \n",
       "25%       0.086475     0.404000    97.707250  193282.000000        4.000000  \n",
       "50%       0.122000     0.631000   117.073000  229253.500000        4.000000  \n",
       "75%       0.225250     0.810000   132.889250  263227.000000        4.000000  \n",
       "max       0.991000     0.980000   210.861000  830400.000000        5.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1:4028 2:4028\n"
     ]
    }
   ],
   "source": [
    "print(\"1:%d 2:%d\"%(len(data1),len(data)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year=1950, nsongs=8\n",
      "Year=1951, nsongs=12\n",
      "Year=1952, nsongs=6\n",
      "Year=1953, nsongs=9\n",
      "Year=1954, nsongs=14\n",
      "Year=1955, nsongs=8\n",
      "Year=1956, nsongs=39\n",
      "Year=1957, nsongs=46\n",
      "Year=1958, nsongs=42\n",
      "Year=1959, nsongs=37\n",
      "Year=1960, nsongs=42\n",
      "Year=1961, nsongs=44\n",
      "Year=1962, nsongs=44\n",
      "Year=1963, nsongs=45\n",
      "Year=1964, nsongs=55\n",
      "Year=1965, nsongs=59\n",
      "Year=1966, nsongs=60\n",
      "Year=1967, nsongs=70\n",
      "Year=1968, nsongs=46\n",
      "Year=1969, nsongs=54\n",
      "Year=1970, nsongs=58\n",
      "Year=1971, nsongs=54\n",
      "Year=1972, nsongs=59\n",
      "Year=1973, nsongs=66\n",
      "Year=1974, nsongs=72\n",
      "Year=1975, nsongs=60\n",
      "Year=1976, nsongs=65\n",
      "Year=1977, nsongs=67\n",
      "Year=1978, nsongs=73\n",
      "Year=1979, nsongs=71\n",
      "Year=1980, nsongs=72\n",
      "Year=1981, nsongs=79\n",
      "Year=1982, nsongs=75\n",
      "Year=1983, nsongs=80\n",
      "Year=1984, nsongs=81\n",
      "Year=1985, nsongs=78\n",
      "Year=1986, nsongs=77\n",
      "Year=1987, nsongs=69\n",
      "Year=1988, nsongs=78\n",
      "Year=1989, nsongs=70\n",
      "Year=1990, nsongs=77\n",
      "Year=1991, nsongs=61\n",
      "Year=1992, nsongs=70\n",
      "Year=1993, nsongs=70\n",
      "Year=1994, nsongs=78\n",
      "Year=1995, nsongs=61\n",
      "Year=1996, nsongs=60\n",
      "Year=1997, nsongs=67\n",
      "Year=1998, nsongs=56\n",
      "Year=1999, nsongs=71\n",
      "Year=2000, nsongs=65\n",
      "Year=2001, nsongs=67\n",
      "Year=2002, nsongs=69\n",
      "Year=2003, nsongs=81\n",
      "Year=2004, nsongs=77\n",
      "Year=2005, nsongs=80\n",
      "Year=2006, nsongs=71\n",
      "Year=2007, nsongs=76\n",
      "Year=2008, nsongs=81\n",
      "Year=2009, nsongs=78\n",
      "Year=2010, nsongs=82\n",
      "Year=2011, nsongs=80\n",
      "Year=2012, nsongs=76\n",
      "Year=2013, nsongs=75\n",
      "Year=2014, nsongs=79\n",
      "Year=2015, nsongs=76\n"
     ]
    }
   ],
   "source": [
    "nsongs = {}\n",
    "for y in range(1950,2016):\n",
    "    nsongs[y] = len(data1[data1.year==y])\n",
    "    print(\"Year=%d, nsongs=%d\" % (y, nsongs[y]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of songs')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AmQgkaeBMBJI0cCYCSRo4E4EkDZyJQJIGrrdEkOQBSS5McnWSK5Oc1pYfkuSCJNe27wf3FYMkaWF91gh2Aq+sqt8AHgG8JMmxwAZgc1UdA2xu1yVJY9JbIqiqbVV1Wbt8B3A1cARwIs0kN7TvJ/UVgyRpYSPpI0iylmYi+4uBw6tqGzTJAjhsjn3WJ9mSZMuOHTtGEaYkDVLviSDJfYC/B15eVZ0ntKmqjVU1XVXTU1NT/QUoSQPXayJIsi9NEvhgVX20Lb4lyZr28zXA9j5jkCTNr8+7hgKcAVxdVW+f8dH5wLp2eR1wXl8xSJIWNudUlcvgkcALgG8mubwtey1wOnBOklOBm4CTe4xBkrSA3hJBVX0JyBwfn9DXeSVJi+OTxZI0cCYCSRo4E4EkDZyJQJIGzkQgSQNnIpCkgTMRSNLAmQgkaeBMBJI0cH0OMbHqrN3wqV8s33j6U8YYiSQtH2sEkjRwJgJJGjgTgSQNnIlAkgZukJ3FdvpK0j2sEUjSwPU5VeWZSbYnuWJG2SFJLkhybft+cF/nlyR102eN4H8BT9ytbAOwuaqOATa365KkMeotEVTVF4Fbdys+EdjULm8CTurr/JKkbkbdR3B4VW0DaN8PG/H5JUm7mdjO4iTrk2xJsmXHjh3jDkeSVq1RJ4JbkqwBaN+3z7VhVW2squmqmp6amhpZgJI0NKN+juB8YB1wevt+3ojP39nMZw3A5w0krV593j76YeArwIOTbE1yKk0CeHySa4HHt+uSpDHqrUZQVc+Z46MT+jqnJGnxVv0QE3028dh8JGk1mNi7hiRJo2EikKSBMxFI0sCZCCRp4FZ9Z3EXdvpKGjJrBJI0cCYCSRo4E4EkDZyJQJIGzkQgSQNnIpCkgTMRSNLAmQgkaeBMBJI0cCYCSRq4sSSCJE9Mck2S65JsGEcMkqTGyBNBkr2BvwWeBBwLPCfJsaOOQ5LUGEeN4Hjguqq6oaruAs4CThxDHJIkxpMIjgD+ecb61rZMkjQGqarRnjA5GfijqvqP7foLgOOr6mW7bbceWN+uPhi4Zg9PfT/gu3t4jHEw7tFbqbEb92ithLgfWFVTC200jvkItgIPmLF+JHDz7htV1UZg43KdNMmWqpperuONinGP3kqN3bhHa6XGPZtxNA1dAhyT5Ogk+wGnAOePIQ5JEmOoEVTVziQvBT4H7A2cWVVXjjoOSVJjLFNVVtWngU+P+LTL1sw0YsY9eis1duMerZUa968YeWexJGmyOMSEJA3cik0ESc5Msj3JFTPKjkvylSTfTPKJJPdty9cm+UmSy9vXe2fs89vt9tcleXeSTFLs7We/1X52Zfv5vcYR+yKv+fNmXO/Lk9yd5KErIO59k2xqy69O8poZ+4x0aJRFxr1fkve35V9P8pgZ+4z6ej8gyYXt9bsyyWlt+SFJLkhybft+cFueNq7rknwjycNnHGtdu/21Sdb1GfcSY/937c/jziR/vtuxVs5QOlW1Il/Ao4CHA1fMKLsEeHS7/CLgje3y2pnb7Xac/wv8HhDgM8CTJiz2fYBvAMe164cCe48j9sXEvdt+DwFuGNc1X+T1fi5wVrt8AHBj+/uzN3A98CBgP+DrwLETFPdLgPe3y4cBlwJ7jel6rwEe3i4fCPwTzXAybwE2tOUbgDe3y09u4wrwCODitvwQ4Ib2/eB2+eAJi/0w4HeA/w78+YzjjPz3ZU9eK7ZGUFVfBG7drfjBwBfb5QuAP57vGEnWAPetqq9U89P7AHDScse6u0XG/gTgG1X19Xbf71XVz8cR+x5c8+cAH4bxXPNFxl3AvZPsA+wP3AXczhiGRllk3McCm9v9tgO3AdNjut7bquqydvkO4Gqa0QNOBDa1m22aEceJwAeq8VXgoDbuPwIuqKpbq+r77b/3iZMUe1Vtr6pLgJ/tdqgVNZTOik0Ec7gCeFq7fDK//ODa0Um+luQLSf59W3YEzQNuu4xzuIu5Yv91oJJ8LsllSV7Vlk9K7PNd812eTZsImPy4zwV+BGwDbgL+pqpuZXKGRpkr7q8DJybZJ8nRwG+3n431eidZCzwMuBg4vKq2QfMHl+bbNMx9bcd6zTvGPpdJ+X3pZLUlghcBL0lyKU217q62fBtwVFU9DHgF8KG2bXW2ttJx3UY1V+z7AH8APK99f3qSE5ic2OeKG4Akvwv8uKp2tXNPetzHAz8H7g8cDbwyyYOY/LjPpPljswV4J/BlYCdjjDvJfYC/B15eVbfPt+ksZTVPee8WEfuch5ilbGJv0RzLcwR9qapv0TSlkOTXgae05XcCd7bLlya5nuab9laaIS52mXW4i1GYK3aaGL9QVd9tP/s0Tbvx3zEBsc8T9y6ncE9tACbkms8T93OBz1bVz4DtSf4RmKb5drfg0Ch9m+d3fCfwZ7u2S/Jl4Frg+4zheifZl+YP6Qer6qNt8S1J1lTVtrbpZ3tbPtewM1uBx+xWflGfccOiY59Lp6F0JsWqqhEkOax93wt4HfDedn0qzTwItN/ujqHpvNwG3JHkEe2dFH8CnDdJsdM8gf1bSQ5o260fDVw1KbHPE/euspNp2keBX1SrJznum4DHtney3Jum8/JbTMjQKPP8jh/QxkuSxwM7q2osvyftec4Arq6qt8/46Hxg150/62bEcT7wJ+01fwTwgzbuzwFPSHJwe5fOE9qySYp9LhPx+9LZuHurl/qi+Za5jaaTZitwKnAaTS//PwGnc88Dc38MXEnTjnoZ8NQZx5mmaXe9Hvgfu/aZlNjb7Z/fxn8F8JZxxb6EuB8DfHWW40xs3MB9gI+01/sq4C9mHOfJ7fbXA/91kn5PaO5suoamc/PzNKNOjut6/wFNM8g3gMvb15Np7njbTFNT2Qwc0m4fmsmqrge+CUzPONaLgOva1wtHcM0XG/uvtT+b22k66LfSdM6P/PdlT14+WSxJA7eqmoYkSYtnIpCkgTMRSNLAmQgkaeBMBJI0cCYCaTft/exfSvKkGWXPSvLZccYl9cXbR6VZJPlNmucJHkYzkuTlwBOr6vo9OOY+1TwBLE0UE4E0hyRvoRmA7t7AHVX1xnZM/JfQDC38ZeClVXV3ko00Q3/sD5xdVX/dHmMr8D6aUTPfWVUfGcM/RZrXqhprSFpmb6B5Ev0umiGdfxN4OvD7VbWz/eN/CvAhmrHqb22HAbkwyblVdVV7nB9V1SPH8Q+QujARSHOoqh8lORv4YVXdmeRxNJOQbGmGpGF/7hlq+DlJTqX5P3V/mvkBdiWCs0cbubQ4JgJpfne3L2jGxDmzqv5y5gZJjqEZA+j4qrotyd8B95qxyY9GEqm0RN41JHX3eeBZSe4HkOTQJEcB9wXuAG6fMbOWtGJYI5A6qqpvJnkD8Pl2GOifAf+JZjKYq2hG+LwB+MfxRSktnncNSdLA2TQkSQNnIpCkgTMRSNLAmQgkaeBMBJI0cCYCSRo4E4EkDZyJQJIG7v8D5ngSg9KWUXoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yrs = range(1950,2016)\n",
    "values = [nsongs[y] for y in yrs]\n",
    "plt.bar(yrs, values, align='center')\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Number of songs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = data1\n",
    "df_g = df.groupby('year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attr = ['danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness',\n",
    "       'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo',\n",
    "       'duration_ms', 'time_signature']\n",
    "y_vals = []\n",
    "i = 1\n",
    "plt.figure(figsize=(15,20))\n",
    "for a in attr:\n",
    "    y_vals = []\n",
    "    for name, groups in df_g:\n",
    "    #     print(name)\n",
    "        y_vals.append(groups[a].mean())\n",
    "    plt.subplot(7, 2, i)\n",
    "    plt.plot(yrs, y_vals)\n",
    "    plt.ylabel(a)\n",
    "    i += 1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}