metrics_over_time.ipynb

{
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.10-final"
},
"orig_nbformat": 2,
"kernelspec": {
"name": "Python 3.6.10 64-bit ('PythonData': conda)",
"display_name": "Python 3.6.10 64-bit ('PythonData': conda)",
"metadata": {
"interpreter": {
"hash": "7e7c916c673641125590bd307b68bb4342787996dc085909d7e5c72ee4d13010"
}
}
}
},
"nbformat": 4,
"nbformat_minor": 2,
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"#dependencies\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import random\n",
"import scipy.stats as stats\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"The are 169909 songs in this this data set\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"   acousticness                                   artists  danceability  \\\n",
"0         0.995                       ['Carl Woitschach']         0.708   \n",
"1         0.994  ['Robert Schumann', 'Vladimir Horowitz']         0.379   \n",
"2         0.604                   ['Seweryn Goszczyński']         0.749   \n",
"3         0.995                      ['Francisco Canaro']         0.781   \n",
"4         0.990  ['Frédéric Chopin', 'Vladimir Horowitz']         0.210   \n",
"\n",
"   duration_ms  energy  explicit                      id  instrumentalness  \\\n",
"0       158648  0.1950         0  6KbQ3uYMLKb5jDxLF7wYDD             0.563   \n",
"1       282133  0.0135         0  6KuQTIu1KoTTkLXKrwlLPV             0.901   \n",
"2       104300  0.2200         0  6L63VW0PibdM1HDSBoqnoM             0.000   \n",
"3       180760  0.1300         0  6M94FkXd15sOAOQYRnWPN8             0.887   \n",
"4       687733  0.2040         0  6N6tiFZ9vLTSOIxkj8qKrd             0.908   \n",
"\n",
"   key  liveness  loudness  mode  \\\n",
"0   10    0.1510   -12.428     1   \n",
"1    8    0.0763   -28.454     1   \n",
"2    5    0.1190   -19.924     0   \n",
"3    1    0.1110   -14.734     0   \n",
"4   11    0.0980   -16.829     1   \n",
"\n",
"                                            name  popularity release_date  \\\n",
"0                    Singende Bataillone 1. Teil           0         1928   \n",
"1       Fantasiestücke, Op. 111: Più tosto lento           0         1928   \n",
"2                 Chapter 1.18 - Zamek kaniowski           0         1928   \n",
"3  Bebamos Juntos - Instrumental (Remasterizado)           0   1928-09-25   \n",
"4    Polonaise-Fantaisie in A-Flat Major, Op. 61           1         1928   \n",
"\n",
"   speechiness    tempo  valence  year  \n",
"0       0.0506  118.469   0.7790  1928  \n",
"1       0.0462   83.972   0.0767  1928  \n",
"2       0.9290  107.177   0.8800  1928  \n",
"3       0.0926  108.003   0.7200  1928  \n",
"4       0.0424   62.149   0.0693  1928  "
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>artists</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.995</td>\n      <td>['Carl Woitschach']</td>\n      <td>0.708</td>\n      <td>158648</td>\n      <td>0.1950</td>\n      <td>0</td>\n      <td>6KbQ3uYMLKb5jDxLF7wYDD</td>\n      <td>0.563</td>\n      <td>10</td>\n      <td>0.1510</td>\n      <td>-12.428</td>\n      <td>1</td>\n      <td>Singende Bataillone 1. Teil</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0506</td>\n      <td>118.469</td>\n      <td>0.7790</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.994</td>\n      <td>['Robert Schumann', 'Vladimir Horowitz']</td>\n      <td>0.379</td>\n      <td>282133</td>\n      <td>0.0135</td>\n      <td>0</td>\n      <td>6KuQTIu1KoTTkLXKrwlLPV</td>\n      <td>0.901</td>\n      <td>8</td>\n      <td>0.0763</td>\n      <td>-28.454</td>\n      <td>1</td>\n      <td>Fantasiestücke, Op. 111: Più tosto lento</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0462</td>\n      <td>83.972</td>\n      <td>0.0767</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.604</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.749</td>\n      <td>104300</td>\n      <td>0.2200</td>\n      <td>0</td>\n      <td>6L63VW0PibdM1HDSBoqnoM</td>\n      <td>0.000</td>\n      <td>5</td>\n      <td>0.1190</td>\n      <td>-19.924</td>\n      <td>0</td>\n      <td>Chapter 1.18 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.9290</td>\n      <td>107.177</td>\n      <td>0.8800</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.995</td>\n      <td>['Francisco Canaro']</td>\n      <td>0.781</td>\n      <td>180760</td>\n      <td>0.1300</td>\n      <td>0</td>\n      <td>6M94FkXd15sOAOQYRnWPN8</td>\n      <td>0.887</td>\n      <td>1</td>\n      <td>0.1110</td>\n      <td>-14.734</td>\n      <td>0</td>\n      <td>Bebamos Juntos - Instrumental (Remasterizado)</td>\n      <td>0</td>\n      <td>1928-09-25</td>\n      <td>0.0926</td>\n      <td>108.003</td>\n      <td>0.7200</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.990</td>\n      <td>['Frédéric Chopin', 'Vladimir Horowitz']</td>\n      <td>0.210</td>\n      <td>687733</td>\n      <td>0.2040</td>\n      <td>0</td>\n      <td>6N6tiFZ9vLTSOIxkj8qKrd</td>\n      <td>0.908</td>\n      <td>11</td>\n      <td>0.0980</td>\n      <td>-16.829</td>\n      <td>1</td>\n      <td>Polonaise-Fantaisie in A-Flat Major, Op. 61</td>\n      <td>1</td>\n      <td>1928</td>\n      <td>0.0424</td>\n      <td>62.149</td>\n      <td>0.0693</td>\n      <td>1928</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 24
}
],
"source": [
"#importing the kaggle data\n",
"kaggle_spot_df = pd.read_csv(\"Resources/kaggle_spotify.csv\")\n",
"\n",
"print(f'The are {len(kaggle_spot_df)} songs in this this data set')\n",
"kaggle_spot_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1296x1080 with 12 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"954.478125pt\" version=\"1.1\" viewBox=\"0 0 1183.064063 954.478125\" width=\"1183.064063pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M -0 954.478125 \r\nL 1183.064063 954.478125 \r\nL 1183.064063 0 \r\nL -0 0 \r\nz\r\n\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 105.532031 292.46087 \r\nL 400.943796 292.46087 \r\nL 400.943796 115.2 \r\nL 105.532031 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 118.959839 292.46087 \r\nL 145.815454 292.46087 \r\nL 145.815454 260.572671 \r\nL 118.959839 260.572671 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 145.815454 292.46087 \r\nL 172.671069 292.46087 \r\nL 172.671069 207.675776 \r\nL 145.815454 207.675776 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 172.671069 292.46087 \r\nL 199.526684 292.46087 \r\nL 199.526684 163.032298 \r\nL 172.671069 163.032298 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 199.526684 292.46087 \r\nL 226.382299 292.46087 \r\nL 226.382299 141.273292 \r\nL 199.526684 141.273292 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 226.382299 292.46087 \r\nL 253.237914 292.46087 \r\nL 253.237914 123.640994 \r\nL 226.382299 123.640994 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 253.237914 292.46087 \r\nL 280.093529 292.46087 \r\nL 280.093529 206.925466 \r\nL 253.237914 206.925466 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 280.093529 292.46087 \r\nL 306.949144 292.46087 \r\nL 306.949144 249.318012 \r\nL 280.093529 249.318012 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 306.949144 292.46087 \r\nL 333.804759 292.46087 \r\nL 333.804759 256.070807 \r\nL 306.949144 256.070807 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 333.804759 292.46087 \r\nL 360.660373 292.46087 \r\nL 360.660373 279.330435 \r\nL 333.804759 279.330435 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#peb8b40f90f)\" d=\"M 360.660373 292.46087 \r\nL 387.515988 292.46087 \r\nL 387.515988 286.458385 \r\nL 360.660373 286.458385 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mb13c640469\" style=\"stroke:#ffffff;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"116.534325\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 60 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(110.171825 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"151.737721\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 80 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(145.375221 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"186.941117\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 100 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(177.397367 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"222.144514\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 120 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(212.600764 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"257.34791\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 140 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(247.80416 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"292.551306\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 160 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(283.007556 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"327.754703\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 180 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(318.210953 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"362.958099\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(353.414349 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"398.161496\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 220 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(388.617746 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_10\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m6af8fa42a9\" style=\"stroke:#ffffff;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(92.169531 296.260088)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"254.945342\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 258.74456)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"217.429814\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 221.229032)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"179.914286\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 300 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 183.713504)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"142.398758\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 146.197977)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 105.532031 292.46087 \r\nL 105.532031 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 400.943796 292.46087 \r\nL 400.943796 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 105.532031 292.46087 \r\nL 400.943796 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path d=\"M 105.532031 115.2 \r\nL 400.943796 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_15\">\r\n    <!-- tempo 1982 -->\r\n    <defs>\r\n     <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n     <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n     <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n     <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n     <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n     <path id=\"DejaVuSans-32\"/>\r\n     <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-57\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(216.692289 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"100.732422\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"198.144531\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"261.621094\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"322.802734\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"354.589844\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"418.212891\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"481.835938\" xlink:href=\"#DejaVuSans-56\"/>\r\n     <use x=\"545.458984\" xlink:href=\"#DejaVuSans-50\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_17\">\r\n    <path d=\"M 460.026149 292.46087 \r\nL 755.437914 292.46087 \r\nL 755.437914 115.2 \r\nL 460.026149 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 473.453956 292.46087 \r\nL 500.309571 292.46087 \r\nL 500.309571 123.640994 \r\nL 473.453956 123.640994 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 500.309571 292.46087 \r\nL 527.165186 292.46087 \r\nL 527.165186 278.495235 \r\nL 500.309571 278.495235 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 527.165186 292.46087 \r\nL 554.020801 292.46087 \r\nL 554.020801 288.250642 \r\nL 527.165186 288.250642 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 554.020801 292.46087 \r\nL 580.876416 292.46087 \r\nL 580.876416 289.790969 \r\nL 554.020801 289.790969 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_22\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 580.876416 292.46087 \r\nL 607.732031 292.46087 \r\nL 607.732031 290.817854 \r\nL 580.876416 290.817854 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_23\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 607.732031 292.46087 \r\nL 634.587646 292.46087 \r\nL 634.587646 290.715165 \r\nL 607.732031 290.715165 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_24\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 634.587646 292.46087 \r\nL 661.443261 292.46087 \r\nL 661.443261 291.74205 \r\nL 634.587646 291.74205 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_25\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 661.443261 292.46087 \r\nL 688.298876 292.46087 \r\nL 688.298876 291.639362 \r\nL 661.443261 291.639362 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_26\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 688.298876 292.46087 \r\nL 715.154491 292.46087 \r\nL 715.154491 291.74205 \r\nL 688.298876 291.74205 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_27\">\r\n    <path clip-path=\"url(#pfc6f11b58f)\" d=\"M 715.154491 292.46087 \r\nL 742.010106 292.46087 \r\nL 742.010106 287.531822 \r\nL 715.154491 287.531822 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"473.453956\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 0.0 -->\r\n      <defs>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(465.502394 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"529.637251\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(521.685689 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"585.820546\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(577.868984 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"642.003841\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(634.052279 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"698.187136\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(690.235574 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"754.370431\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(746.418868 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(446.663649 296.260088)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"266.788747\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 250 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 270.587966)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"241.116625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 244.915844)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"215.444503\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- 750 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 219.243722)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"189.772381\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 193.571599)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"164.100258\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 1250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 167.899477)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"138.428136\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 1500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 142.227355)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_28\">\r\n    <path d=\"M 460.026149 292.46087 \r\nL 460.026149 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_29\">\r\n    <path d=\"M 755.437914 292.46087 \r\nL 755.437914 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_30\">\r\n    <path d=\"M 460.026149 292.46087 \r\nL 755.437914 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_31\">\r\n    <path d=\"M 460.026149 115.2 \r\nL 755.437914 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_29\">\r\n    <!-- speechiness 1953 -->\r\n    <defs>\r\n     <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n     <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n     <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(553.722656 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"115.576172\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"177.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"238.623047\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"293.603516\" xlink:href=\"#DejaVuSans-104\"/>\r\n     <use x=\"356.982422\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"384.765625\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"448.144531\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"509.667969\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"561.767578\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"613.867188\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"645.654297\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"709.277344\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"772.900391\" xlink:href=\"#DejaVuSans-53\"/>\r\n     <use x=\"836.523438\" xlink:href=\"#DejaVuSans-51\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_3\">\r\n   <g id=\"patch_32\">\r\n    <path d=\"M 814.520267 292.46087 \r\nL 1109.932031 292.46087 \r\nL 1109.932031 115.2 \r\nL 814.520267 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_33\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 827.948074 292.46087 \r\nL 854.803689 292.46087 \r\nL 854.803689 176.048182 \r\nL 827.948074 176.048182 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_34\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 854.803689 292.46087 \r\nL 881.659304 292.46087 \r\nL 881.659304 124.070561 \r\nL 854.803689 124.070561 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_35\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 881.659304 292.46087 \r\nL 908.514919 292.46087 \r\nL 908.514919 123.640994 \r\nL 881.659304 123.640994 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_36\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 908.514919 292.46087 \r\nL 935.370534 292.46087 \r\nL 935.370534 156.288094 \r\nL 908.514919 156.288094 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_37\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 935.370534 292.46087 \r\nL 962.226149 292.46087 \r\nL 962.226149 197.956104 \r\nL 935.370534 197.956104 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_38\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 962.226149 292.46087 \r\nL 989.081764 292.46087 \r\nL 989.081764 221.582296 \r\nL 962.226149 221.582296 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_39\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 989.081764 292.46087 \r\nL 1015.937379 292.46087 \r\nL 1015.937379 246.497188 \r\nL 989.081764 246.497188 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_40\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 1015.937379 292.46087 \r\nL 1042.792994 292.46087 \r\nL 1042.792994 258.954635 \r\nL 1015.937379 258.954635 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_41\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 1042.792994 292.46087 \r\nL 1069.648609 292.46087 \r\nL 1069.648609 276.996453 \r\nL 1042.792994 276.996453 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_42\">\r\n    <path clip-path=\"url(#p71faf2dcc8)\" d=\"M 1069.648609 292.46087 \r\nL 1096.504224 292.46087 \r\nL 1096.504224 283.43996 \r\nL 1069.648609 283.43996 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_5\">\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"827.377796\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(819.426233 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"883.562854\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(875.611291 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"939.747912\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(931.796349 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_19\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"995.93297\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(987.981407 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_20\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1052.118028\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1044.166465 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1108.303086\" xlink:href=\"#mb13c640469\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1100.351523 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_6\">\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(801.157767 296.260088)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"249.504158\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 253.303377)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"206.547447\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 210.346666)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"163.590735\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 300 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 167.389954)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"120.634024\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 124.433243)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_43\">\r\n    <path d=\"M 814.520267 292.46087 \r\nL 814.520267 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_44\">\r\n    <path d=\"M 1109.932031 292.46087 \r\nL 1109.932031 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_45\">\r\n    <path d=\"M 814.520267 292.46087 \r\nL 1109.932031 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_46\">\r\n    <path d=\"M 814.520267 115.2 \r\nL 1109.932031 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_41\">\r\n    <!-- energy 1958 -->\r\n    <defs>\r\n     <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n     <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n     <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(924.141149 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\r\n     <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\r\n     <use x=\"348.445312\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"380.232422\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"443.855469\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"507.478516\" xlink:href=\"#DejaVuSans-53\"/>\r\n     <use x=\"571.101562\" xlink:href=\"#DejaVuSans-56\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_4\">\r\n   <g id=\"patch_47\">\r\n    <path d=\"M 105.532031 505.173913 \r\nL 400.943796 505.173913 \r\nL 400.943796 327.913043 \r\nL 105.532031 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_48\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 118.959839 505.173913 \r\nL 145.815454 505.173913 \r\nL 145.815454 336.354037 \r\nL 118.959839 336.354037 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_49\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 145.815454 505.173913 \r\nL 172.671069 505.173913 \r\nL 172.671069 502.598695 \r\nL 145.815454 502.598695 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_50\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 172.671069 505.173913 \r\nL 199.526684 505.173913 \r\nL 199.526684 503.075587 \r\nL 172.671069 503.075587 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_51\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 199.526684 505.173913 \r\nL 226.382299 505.173913 \r\nL 226.382299 504.887778 \r\nL 199.526684 504.887778 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_52\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 226.382299 505.173913 \r\nL 253.237914 505.173913 \r\nL 253.237914 503.647858 \r\nL 226.382299 503.647858 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_53\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 253.237914 505.173913 \r\nL 280.093529 505.173913 \r\nL 280.093529 503.361722 \r\nL 253.237914 503.361722 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_54\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 280.093529 505.173913 \r\nL 306.949144 505.173913 \r\nL 306.949144 503.933993 \r\nL 280.093529 503.933993 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_55\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 306.949144 505.173913 \r\nL 333.804759 505.173913 \r\nL 333.804759 502.407938 \r\nL 306.949144 502.407938 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_56\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 333.804759 505.173913 \r\nL 360.660373 505.173913 \r\nL 360.660373 501.454153 \r\nL 333.804759 501.454153 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_57\">\r\n    <path clip-path=\"url(#pcc81b3cc67)\" d=\"M 360.660373 505.173913 \r\nL 387.515988 505.173913 \r\nL 387.515988 499.260448 \r\nL 360.660373 499.260448 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_7\">\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"118.959839\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(111.008276 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"172.886776\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(164.935214 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"226.813714\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(218.862152 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"280.740652\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(272.789089 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"334.66759\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(326.716027 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"388.594527\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(380.642965 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_8\">\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(92.169531 508.973132)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"481.329298\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 485.128517)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"457.484683\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 461.283901)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"433.640067\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 750 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 437.439286)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"409.795452\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 413.594671)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"385.950837\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 1250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 389.750056)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_24\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"362.106222\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 1500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 365.90544)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_25\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"338.261606\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_55\">\r\n      <!-- 1750 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 342.060825)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_58\">\r\n    <path d=\"M 105.532031 505.173913 \r\nL 105.532031 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_59\">\r\n    <path d=\"M 400.943796 505.173913 \r\nL 400.943796 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_60\">\r\n    <path d=\"M 105.532031 505.173913 \r\nL 400.943796 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_61\">\r\n    <path d=\"M 105.532031 327.913043 \r\nL 400.943796 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_56\">\r\n    <!-- instrumentalness 2010 -->\r\n    <defs>\r\n     <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n     <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n     <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(184.064476 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"286.962891\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"384.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"445.898438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"509.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"548.486328\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"609.765625\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"637.548828\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"700.927734\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"762.451172\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"814.550781\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"898.4375\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"962.060547\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1025.683594\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"1089.306641\" xlink:href=\"#DejaVuSans-48\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_5\">\r\n   <g id=\"patch_62\">\r\n    <path d=\"M 460.026149 505.173913 \r\nL 755.437914 505.173913 \r\nL 755.437914 327.913043 \r\nL 460.026149 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_63\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 473.453956 505.173913 \r\nL 500.309571 505.173913 \r\nL 500.309571 336.354037 \r\nL 473.453956 336.354037 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_64\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 500.309571 505.173913 \r\nL 527.165186 505.173913 \r\nL 527.165186 427.78854 \r\nL 500.309571 427.78854 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_65\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 527.165186 505.173913 \r\nL 554.020801 505.173913 \r\nL 554.020801 454.044292 \r\nL 527.165186 454.044292 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_66\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 554.020801 505.173913 \r\nL 580.876416 505.173913 \r\nL 580.876416 468.784363 \r\nL 554.020801 468.784363 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_67\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 580.876416 505.173913 \r\nL 607.732031 505.173913 \r\nL 607.732031 480.76067 \r\nL 580.876416 480.76067 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_68\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 607.732031 505.173913 \r\nL 634.587646 505.173913 \r\nL 634.587646 485.366943 \r\nL 607.732031 485.366943 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_69\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 634.587646 505.173913 \r\nL 661.443261 505.173913 \r\nL 661.443261 486.748824 \r\nL 634.587646 486.748824 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_70\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 661.443261 505.173913 \r\nL 688.298876 505.173913 \r\nL 688.298876 490.203528 \r\nL 661.443261 490.203528 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_71\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 688.298876 505.173913 \r\nL 715.154491 505.173913 \r\nL 715.154491 490.664156 \r\nL 688.298876 490.664156 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_72\">\r\n    <path clip-path=\"url(#pa084d097c3)\" d=\"M 715.154491 505.173913 \r\nL 742.010106 505.173913 \r\nL 742.010106 470.396558 \r\nL 715.154491 470.396558 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_9\">\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"473.45037\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(465.498808 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"527.378028\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(519.426466 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_55\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"581.305686\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(573.354123 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"635.233344\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_60\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(627.281781 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"689.161001\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(681.209439 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"743.088659\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(735.137097 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_10\">\r\n    <g id=\"ytick_26\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_63\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(446.663649 508.973132)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_27\">\r\n     <g id=\"line2d_60\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"482.142552\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_64\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 485.941771)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_28\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"459.111191\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 462.91041)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_29\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"436.07983\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_66\">\r\n      <!-- 300 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 439.879049)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_30\">\r\n     <g id=\"line2d_63\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"413.048469\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 416.847688)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_31\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"390.017108\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_68\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 393.816327)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_32\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"366.985747\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_69\">\r\n      <!-- 600 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 370.784966)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_33\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"343.954386\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 700 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 347.753605)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_73\">\r\n    <path d=\"M 460.026149 505.173913 \r\nL 460.026149 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_74\">\r\n    <path d=\"M 755.437914 505.173913 \r\nL 755.437914 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_75\">\r\n    <path d=\"M 460.026149 505.173913 \r\nL 755.437914 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_76\">\r\n    <path d=\"M 460.026149 327.913043 \r\nL 755.437914 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_71\">\r\n    <!-- acousticness 2019 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(551.916094 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"643.994141\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"675.78125\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"739.404297\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"803.027344\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-57\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_6\">\r\n   <g id=\"patch_77\">\r\n    <path d=\"M 814.520267 505.173913 \r\nL 1109.932031 505.173913 \r\nL 1109.932031 327.913043 \r\nL 814.520267 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_78\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 827.948074 505.173913 \r\nL 854.803689 505.173913 \r\nL 854.803689 428.377421 \r\nL 827.948074 428.377421 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_79\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 854.803689 505.173913 \r\nL 881.659304 505.173913 \r\nL 881.659304 407.85422 \r\nL 854.803689 407.85422 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_80\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 881.659304 505.173913 \r\nL 908.514919 505.173913 \r\nL 908.514919 372.766167 \r\nL 881.659304 372.766167 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_81\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 908.514919 505.173913 \r\nL 935.370534 505.173913 \r\nL 935.370534 357.539277 \r\nL 908.514919 357.539277 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_82\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 935.370534 505.173913 \r\nL 962.226149 505.173913 \r\nL 962.226149 359.525393 \r\nL 935.370534 359.525393 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_83\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 962.226149 505.173913 \r\nL 989.081764 505.173913 \r\nL 989.081764 336.354037 \r\nL 962.226149 336.354037 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_84\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 989.081764 505.173913 \r\nL 1015.937379 505.173913 \r\nL 1015.937379 344.298502 \r\nL 989.081764 344.298502 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_85\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 1015.937379 505.173913 \r\nL 1042.792994 505.173913 \r\nL 1042.792994 344.298502 \r\nL 1015.937379 344.298502 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_86\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 1042.792994 505.173913 \r\nL 1069.648609 505.173913 \r\nL 1069.648609 379.386555 \r\nL 1042.792994 379.386555 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_87\">\r\n    <path clip-path=\"url(#p10def0fc82)\" d=\"M 1069.648609 505.173913 \r\nL 1096.504224 505.173913 \r\nL 1096.504224 397.2616 \r\nL 1069.648609 397.2616 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_11\">\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"819.21818\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(811.266618 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_68\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"875.179037\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(867.227474 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_69\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"931.139893\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(923.188331 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"987.10075\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_75\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(979.149187 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1043.061606\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_76\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1035.110043 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1099.022462\" xlink:href=\"#mb13c640469\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_77\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1091.0709 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_12\">\r\n    <g id=\"ytick_34\">\r\n     <g id=\"line2d_73\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_78\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(801.157767 508.973132)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_35\">\r\n     <g id=\"line2d_74\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"472.071977\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_79\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(794.795267 475.871195)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_36\">\r\n     <g id=\"line2d_75\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"438.97004\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_80\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 442.769259)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_37\">\r\n     <g id=\"line2d_76\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"405.868104\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_81\">\r\n      <!-- 150 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 409.667323)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_38\">\r\n     <g id=\"line2d_77\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"372.766167\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_82\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 376.565386)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_39\">\r\n     <g id=\"line2d_78\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"339.664231\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_83\">\r\n      <!-- 250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 343.46345)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_88\">\r\n    <path d=\"M 814.520267 505.173913 \r\nL 814.520267 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_89\">\r\n    <path d=\"M 1109.932031 505.173913 \r\nL 1109.932031 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_90\">\r\n    <path d=\"M 814.520267 505.173913 \r\nL 1109.932031 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_91\">\r\n    <path d=\"M 814.520267 327.913043 \r\nL 1109.932031 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_84\">\r\n    <!-- valence 2003 -->\r\n    <defs>\r\n     <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(921.668961 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"328.125\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"389.648438\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"421.435547\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"485.058594\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"548.681641\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"612.304688\" xlink:href=\"#DejaVuSans-51\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_7\">\r\n   <g id=\"patch_92\">\r\n    <path d=\"M 105.532031 717.886957 \r\nL 400.943796 717.886957 \r\nL 400.943796 540.626087 \r\nL 105.532031 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_93\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 118.959839 717.886957 \r\nL 145.815454 717.886957 \r\nL 145.815454 706.205845 \r\nL 118.959839 706.205845 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_94\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 145.815454 717.886957 \r\nL 172.671069 717.886957 \r\nL 172.671069 713.297948 \r\nL 145.815454 713.297948 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_95\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 172.671069 717.886957 \r\nL 199.526684 717.886957 \r\nL 199.526684 713.019827 \r\nL 172.671069 713.019827 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_96\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 199.526684 717.886957 \r\nL 226.382299 717.886957 \r\nL 226.382299 715.522922 \r\nL 199.526684 715.522922 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_97\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 226.382299 717.886957 \r\nL 253.237914 717.886957 \r\nL 253.237914 714.132313 \r\nL 226.382299 714.132313 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_98\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 253.237914 717.886957 \r\nL 280.093529 717.886957 \r\nL 280.093529 715.661983 \r\nL 253.237914 715.661983 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_99\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 280.093529 717.886957 \r\nL 306.949144 717.886957 \r\nL 306.949144 711.351096 \r\nL 280.093529 711.351096 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_100\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 306.949144 717.886957 \r\nL 333.804759 717.886957 \r\nL 333.804759 710.37767 \r\nL 306.949144 710.37767 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_101\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 333.804759 717.886957 \r\nL 360.660373 717.886957 \r\nL 360.660373 700.921532 \r\nL 333.804759 700.921532 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_102\">\r\n    <path clip-path=\"url(#p586ebadc99)\" d=\"M 360.660373 717.886957 \r\nL 387.515988 717.886957 \r\nL 387.515988 549.067081 \r\nL 360.660373 549.067081 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_13\">\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_79\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"118.927209\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_85\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(110.975646 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_80\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"172.860699\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_86\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(164.909136 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_81\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"226.794189\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_87\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(218.842626 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_82\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"280.727679\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_88\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(272.776116 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_83\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"334.661168\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_89\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(326.709606 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_84\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"388.594658\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_90\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(380.643096 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_14\">\r\n    <g id=\"ytick_40\">\r\n     <g id=\"line2d_85\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_91\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(92.169531 721.686175)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_41\">\r\n     <g id=\"line2d_86\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"690.074786\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_92\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 693.874005)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_42\">\r\n     <g id=\"line2d_87\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"662.262615\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_93\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 666.061834)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_43\">\r\n     <g id=\"line2d_88\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"634.450445\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_94\">\r\n      <!-- 600 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 638.249663)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_44\">\r\n     <g id=\"line2d_89\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"606.638274\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_95\">\r\n      <!-- 800 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 610.437493)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_45\">\r\n     <g id=\"line2d_90\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"578.826103\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_96\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 582.625322)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_46\">\r\n     <g id=\"line2d_91\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"551.013933\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_97\">\r\n      <!-- 1200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(73.082031 554.813151)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_103\">\r\n    <path d=\"M 105.532031 717.886957 \r\nL 105.532031 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_104\">\r\n    <path d=\"M 400.943796 717.886957 \r\nL 400.943796 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_105\">\r\n    <path d=\"M 105.532031 717.886957 \r\nL 400.943796 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_106\">\r\n    <path d=\"M 105.532031 540.626087 \r\nL 400.943796 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_98\">\r\n    <!-- acousticness 1942 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(197.421976 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"643.994141\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"675.78125\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"739.404297\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"803.027344\" xlink:href=\"#DejaVuSans-52\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-50\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_8\">\r\n   <g id=\"patch_107\">\r\n    <path d=\"M 460.026149 717.886957 \r\nL 755.437914 717.886957 \r\nL 755.437914 540.626087 \r\nL 460.026149 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_108\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 473.453956 717.886957 \r\nL 500.309571 717.886957 \r\nL 500.309571 549.067081 \r\nL 473.453956 549.067081 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_109\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 500.309571 717.886957 \r\nL 527.165186 717.886957 \r\nL 527.165186 714.357953 \r\nL 500.309571 714.357953 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_110\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 527.165186 717.886957 \r\nL 554.020801 717.886957 \r\nL 554.020801 715.884009 \r\nL 527.165186 715.884009 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_111\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 554.020801 717.886957 \r\nL 580.876416 717.886957 \r\nL 580.876416 715.884009 \r\nL 554.020801 715.884009 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_112\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 580.876416 717.886957 \r\nL 607.732031 717.886957 \r\nL 607.732031 716.45628 \r\nL 580.876416 716.45628 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_113\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 607.732031 717.886957 \r\nL 634.587646 717.886957 \r\nL 634.587646 715.884009 \r\nL 607.732031 715.884009 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_114\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 634.587646 717.886957 \r\nL 661.443261 717.886957 \r\nL 661.443261 716.647037 \r\nL 634.587646 716.647037 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_115\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 661.443261 717.886957 \r\nL 688.298876 717.886957 \r\nL 688.298876 716.360901 \r\nL 661.443261 716.360901 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_116\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 688.298876 717.886957 \r\nL 715.154491 717.886957 \r\nL 715.154491 713.213412 \r\nL 688.298876 713.213412 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_117\">\r\n    <path clip-path=\"url(#p5f743380ca)\" d=\"M 715.154491 717.886957 \r\nL 742.010106 717.886957 \r\nL 742.010106 714.357953 \r\nL 715.154491 714.357953 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_15\">\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_92\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"473.453956\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_99\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(465.502394 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_47\">\r\n     <g id=\"line2d_93\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"527.489399\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_100\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(519.537836 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_48\">\r\n     <g id=\"line2d_94\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"581.524842\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_101\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(573.573279 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_95\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"635.560284\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_102\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(627.608722 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_96\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"689.595727\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_103\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(681.644164 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_97\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"743.631169\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_104\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(735.679607 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_16\">\r\n    <g id=\"ytick_47\">\r\n     <g id=\"line2d_98\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_105\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(446.663649 721.686175)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_48\">\r\n     <g id=\"line2d_99\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"694.042341\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_106\">\r\n      <!-- 250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 697.84156)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_49\">\r\n     <g id=\"line2d_100\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"670.197726\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_107\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 673.996945)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_50\">\r\n     <g id=\"line2d_101\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"646.353111\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_108\">\r\n      <!-- 750 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 650.15233)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_51\">\r\n     <g id=\"line2d_102\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"622.508496\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_109\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 626.307714)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_52\">\r\n     <g id=\"line2d_103\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"598.66388\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_110\">\r\n      <!-- 1250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 602.463099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_53\">\r\n     <g id=\"line2d_104\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"574.819265\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_111\">\r\n      <!-- 1500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 578.618484)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_54\">\r\n     <g id=\"line2d_105\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"550.97465\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_112\">\r\n      <!-- 1750 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(427.576149 554.773869)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_118\">\r\n    <path d=\"M 460.026149 717.886957 \r\nL 460.026149 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_119\">\r\n    <path d=\"M 755.437914 717.886957 \r\nL 755.437914 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_120\">\r\n    <path d=\"M 460.026149 717.886957 \r\nL 755.437914 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_121\">\r\n    <path d=\"M 460.026149 540.626087 \r\nL 755.437914 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_113\">\r\n    <!-- instrumentalness 2004 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(538.558594 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"286.962891\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"384.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"445.898438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"509.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"548.486328\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"609.765625\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"637.548828\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"700.927734\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"762.451172\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"814.550781\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"898.4375\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"962.060547\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1025.683594\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1089.306641\" xlink:href=\"#DejaVuSans-52\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_9\">\r\n   <g id=\"patch_122\">\r\n    <path d=\"M 814.520267 717.886957 \r\nL 1109.932031 717.886957 \r\nL 1109.932031 540.626087 \r\nL 814.520267 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_123\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 827.948074 717.886957 \r\nL 854.803689 717.886957 \r\nL 854.803689 549.067081 \r\nL 827.948074 549.067081 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_124\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 854.803689 717.886957 \r\nL 881.659304 717.886957 \r\nL 881.659304 586.906018 \r\nL 854.803689 586.906018 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_125\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 881.659304 717.886957 \r\nL 908.514919 717.886957 \r\nL 908.514919 666.390177 \r\nL 881.659304 666.390177 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_126\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 908.514919 717.886957 \r\nL 935.370534 717.886957 \r\nL 935.370534 680.271918 \r\nL 908.514919 680.271918 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_127\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 935.370534 717.886957 \r\nL 962.226149 717.886957 \r\nL 962.226149 705.572509 \r\nL 935.370534 705.572509 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_128\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 962.226149 717.886957 \r\nL 989.081764 717.886957 \r\nL 989.081764 710.722187 \r\nL 962.226149 710.722187 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_129\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 989.081764 717.886957 \r\nL 1015.937379 717.886957 \r\nL 1015.937379 709.602692 \r\nL 989.081764 709.602692 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_130\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 1015.937379 717.886957 \r\nL 1042.792994 717.886957 \r\nL 1042.792994 709.378793 \r\nL 1015.937379 709.378793 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_131\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 1042.792994 717.886957 \r\nL 1069.648609 717.886957 \r\nL 1069.648609 713.856774 \r\nL 1042.792994 713.856774 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_132\">\r\n    <path clip-path=\"url(#pe10aa655bc)\" d=\"M 1069.648609 717.886957 \r\nL 1096.504224 717.886957 \r\nL 1096.504224 699.303336 \r\nL 1069.648609 699.303336 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_17\">\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_106\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"824.770543\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_114\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(816.818981 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_107\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"879.555559\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_115\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(871.603997 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_108\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"934.340576\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_116\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(926.389013 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_55\">\r\n     <g id=\"line2d_109\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"989.125592\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_117\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(981.174029 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_56\">\r\n     <g id=\"line2d_110\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1043.910608\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_118\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1035.959046 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_111\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1098.695624\" xlink:href=\"#mb13c640469\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_119\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1090.744062 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_18\">\r\n    <g id=\"ytick_55\">\r\n     <g id=\"line2d_112\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_120\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(801.157767 721.686175)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_56\">\r\n     <g id=\"line2d_113\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"695.497053\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_121\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 699.296271)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_57\">\r\n     <g id=\"line2d_114\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"673.107149\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_122\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 676.906367)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_58\">\r\n     <g id=\"line2d_115\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"650.717245\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_123\">\r\n      <!-- 300 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 654.516463)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_59\">\r\n     <g id=\"line2d_116\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"628.327341\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_124\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 632.126559)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_60\">\r\n     <g id=\"line2d_117\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"605.937437\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_125\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 609.736656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_61\">\r\n     <g id=\"line2d_118\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"583.547533\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_126\">\r\n      <!-- 600 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 587.346752)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_62\">\r\n     <g id=\"line2d_119\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"561.157629\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_127\">\r\n      <!-- 700 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 564.956848)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_133\">\r\n    <path d=\"M 814.520267 717.886957 \r\nL 814.520267 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_134\">\r\n    <path d=\"M 1109.932031 717.886957 \r\nL 1109.932031 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_135\">\r\n    <path d=\"M 814.520267 717.886957 \r\nL 1109.932031 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_136\">\r\n    <path d=\"M 814.520267 540.626087 \r\nL 1109.932031 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_128\">\r\n    <!-- liveness 1978 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(920.726774 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"55.566406\" xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"114.746094\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"176.269531\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"239.648438\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"301.171875\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"353.271484\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"405.371094\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"437.158203\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"500.78125\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"564.404297\" xlink:href=\"#DejaVuSans-55\"/>\r\n     <use x=\"628.027344\" xlink:href=\"#DejaVuSans-56\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_10\">\r\n   <g id=\"patch_137\">\r\n    <path d=\"M 105.532031 930.6 \r\nL 400.943796 930.6 \r\nL 400.943796 753.33913 \r\nL 105.532031 753.33913 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_138\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 118.959839 930.6 \r\nL 145.815454 930.6 \r\nL 145.815454 928.992192 \r\nL 118.959839 928.992192 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_139\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 145.815454 930.6 \r\nL 172.671069 930.6 \r\nL 172.671069 913.718012 \r\nL 145.815454 913.718012 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_140\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 172.671069 930.6 \r\nL 199.526684 930.6 \r\nL 199.526684 885.581366 \r\nL 172.671069 885.581366 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_141\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 199.526684 930.6 \r\nL 226.382299 930.6 \r\nL 226.382299 851.013487 \r\nL 199.526684 851.013487 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_142\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 226.382299 930.6 \r\nL 253.237914 930.6 \r\nL 253.237914 799.56362 \r\nL 226.382299 799.56362 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_143\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 253.237914 930.6 \r\nL 280.093529 930.6 \r\nL 280.093529 791.524579 \r\nL 253.237914 791.524579 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_144\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 280.093529 930.6 \r\nL 306.949144 930.6 \r\nL 306.949144 761.780124 \r\nL 280.093529 761.780124 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_145\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 306.949144 930.6 \r\nL 333.804759 930.6 \r\nL 333.804759 797.955812 \r\nL 306.949144 797.955812 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_146\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 333.804759 930.6 \r\nL 360.660373 930.6 \r\nL 360.660373 854.229104 \r\nL 333.804759 854.229104 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_147\">\r\n    <path clip-path=\"url(#pe5229992a1)\" d=\"M 360.660373 930.6 \r\nL 387.515988 930.6 \r\nL 387.515988 918.541437 \r\nL 360.660373 918.541437 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_19\">\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_120\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"118.959839\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_129\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(111.008276 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_121\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"179.241803\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_130\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(171.29024 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g id=\"line2d_122\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"239.523767\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_131\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(231.572204 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_61\">\r\n     <g id=\"line2d_123\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"299.805731\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_132\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(291.854168 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_62\">\r\n     <g id=\"line2d_124\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"360.087695\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_133\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(352.136132 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_20\">\r\n    <g id=\"ytick_63\">\r\n     <g id=\"line2d_125\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_134\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(92.169531 934.399219)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_64\">\r\n     <g id=\"line2d_126\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"890.404791\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_135\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(85.807031 894.20401)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_65\">\r\n     <g id=\"line2d_127\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"850.209583\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_136\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 854.008802)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_66\">\r\n     <g id=\"line2d_128\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"810.014374\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_137\">\r\n      <!-- 150 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 813.813593)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_67\">\r\n     <g id=\"line2d_129\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"105.532031\" xlink:href=\"#m6af8fa42a9\" y=\"769.819166\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_138\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(79.444531 773.618385)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_148\">\r\n    <path d=\"M 105.532031 930.6 \r\nL 105.532031 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_149\">\r\n    <path d=\"M 400.943796 930.6 \r\nL 400.943796 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_150\">\r\n    <path d=\"M 105.532031 930.6 \r\nL 400.943796 930.6 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_151\">\r\n    <path d=\"M 105.532031 753.33913 \r\nL 400.943796 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_139\">\r\n    <!-- danceability 1939 -->\r\n    <defs>\r\n     <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n     <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-98\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(199.391664 747.33913)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"365.917969\" xlink:href=\"#DejaVuSans-98\"/>\r\n     <use x=\"429.394531\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"457.177734\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"484.960938\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"512.744141\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"551.953125\" xlink:href=\"#DejaVuSans-121\"/>\r\n     <use x=\"611.132812\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"642.919922\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"706.542969\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"770.166016\" xlink:href=\"#DejaVuSans-51\"/>\r\n     <use x=\"833.789062\" xlink:href=\"#DejaVuSans-57\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_11\">\r\n   <g id=\"patch_152\">\r\n    <path d=\"M 460.026149 930.6 \r\nL 755.437914 930.6 \r\nL 755.437914 753.33913 \r\nL 460.026149 753.33913 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_153\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 473.453956 930.6 \r\nL 500.309571 930.6 \r\nL 500.309571 792.639671 \r\nL 473.453956 792.639671 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_154\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 500.309571 930.6 \r\nL 527.165186 930.6 \r\nL 527.165186 827.734843 \r\nL 500.309571 827.734843 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_155\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 527.165186 930.6 \r\nL 554.020801 930.6 \r\nL 554.020801 835.601002 \r\nL 527.165186 835.601002 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_156\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 554.020801 930.6 \r\nL 580.876416 930.6 \r\nL 580.876416 844.677339 \r\nL 554.020801 844.677339 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_157\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 580.876416 930.6 \r\nL 607.732031 930.6 \r\nL 607.732031 826.524664 \r\nL 580.876416 826.524664 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_158\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 607.732031 930.6 \r\nL 634.587646 930.6 \r\nL 634.587646 814.422881 \r\nL 607.732031 814.422881 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_159\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 634.587646 930.6 \r\nL 661.443261 930.6 \r\nL 661.443261 826.524664 \r\nL 634.587646 826.524664 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_160\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 661.443261 930.6 \r\nL 688.298876 930.6 \r\nL 688.298876 778.117532 \r\nL 661.443261 778.117532 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_161\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 688.298876 930.6 \r\nL 715.154491 930.6 \r\nL 715.154491 787.798958 \r\nL 688.298876 787.798958 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_162\">\r\n    <path clip-path=\"url(#pcae65f1b99)\" d=\"M 715.154491 930.6 \r\nL 742.010106 930.6 \r\nL 742.010106 761.780124 \r\nL 715.154491 761.780124 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_21\">\r\n    <g id=\"xtick_63\">\r\n     <g id=\"line2d_130\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"473.451543\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_140\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(465.499981 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_64\">\r\n     <g id=\"line2d_131\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"527.433164\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_141\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(519.481602 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_65\">\r\n     <g id=\"line2d_132\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"581.414785\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_142\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(573.463222 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_66\">\r\n     <g id=\"line2d_133\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"635.396405\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_143\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(627.444843 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_67\">\r\n     <g id=\"line2d_134\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"689.378026\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_144\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(681.426463 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_68\">\r\n     <g id=\"line2d_135\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"743.359647\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_145\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(735.408084 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_22\">\r\n    <g id=\"ytick_68\">\r\n     <g id=\"line2d_136\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_146\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(446.663649 934.399219)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_69\">\r\n     <g id=\"line2d_137\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"900.345542\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_147\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(440.301149 904.144761)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_70\">\r\n     <g id=\"line2d_138\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"870.091084\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_148\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 873.890303)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_71\">\r\n     <g id=\"line2d_139\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"839.836626\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_149\">\r\n      <!-- 150 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 843.635845)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_72\">\r\n     <g id=\"line2d_140\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"809.582168\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_150\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 813.381387)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_73\">\r\n     <g id=\"line2d_141\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"460.026149\" xlink:href=\"#m6af8fa42a9\" y=\"779.32771\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_151\">\r\n      <!-- 250 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(433.938649 783.126929)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_163\">\r\n    <path d=\"M 460.026149 930.6 \r\nL 460.026149 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_164\">\r\n    <path d=\"M 755.437914 930.6 \r\nL 755.437914 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_165\">\r\n    <path d=\"M 460.026149 930.6 \r\nL 755.437914 930.6 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_166\">\r\n    <path d=\"M 460.026149 753.33913 \r\nL 755.437914 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_152\">\r\n    <!-- acousticness 1966 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(551.916094 747.33913)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"643.994141\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"675.78125\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"739.404297\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"803.027344\" xlink:href=\"#DejaVuSans-54\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-54\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_12\">\r\n   <g id=\"patch_167\">\r\n    <path d=\"M 814.520267 930.6 \r\nL 1109.932031 930.6 \r\nL 1109.932031 753.33913 \r\nL 814.520267 753.33913 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"patch_168\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 827.948074 930.6 \r\nL 854.803689 930.6 \r\nL 854.803689 761.780124 \r\nL 827.948074 761.780124 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_169\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 854.803689 930.6 \r\nL 881.659304 930.6 \r\nL 881.659304 888.264366 \r\nL 854.803689 888.264366 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_170\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 881.659304 930.6 \r\nL 908.514919 930.6 \r\nL 908.514919 902.027802 \r\nL 881.659304 902.027802 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_171\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 908.514919 930.6 \r\nL 935.370534 930.6 \r\nL 935.370534 909.693514 \r\nL 908.514919 909.693514 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_172\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 935.370534 930.6 \r\nL 962.226149 930.6 \r\nL 962.226149 912.829487 \r\nL 935.370534 912.829487 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_173\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 962.226149 930.6 \r\nL 989.081764 930.6 \r\nL 989.081764 916.13968 \r\nL 962.226149 916.13968 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_174\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 989.081764 930.6 \r\nL 1015.937379 930.6 \r\nL 1015.937379 919.275653 \r\nL 989.081764 919.275653 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_175\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 1015.937379 930.6 \r\nL 1042.792994 930.6 \r\nL 1042.792994 916.488122 \r\nL 1015.937379 916.488122 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_176\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 1042.792994 930.6 \r\nL 1069.648609 930.6 \r\nL 1069.648609 917.533446 \r\nL 1042.792994 917.533446 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"patch_177\">\r\n    <path clip-path=\"url(#p6ad61f6a55)\" d=\"M 1069.648609 930.6 \r\nL 1096.504224 930.6 \r\nL 1096.504224 913.52637 \r\nL 1069.648609 913.52637 \r\nz\r\n\" style=\"fill:#1db954;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_23\">\r\n    <g id=\"xtick_69\">\r\n     <g id=\"line2d_142\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"827.947578\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_153\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(819.996015 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_70\">\r\n     <g id=\"line2d_143\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"881.874615\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_154\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(873.923053 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_71\">\r\n     <g id=\"line2d_144\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"935.801653\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_155\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(927.85009 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_72\">\r\n     <g id=\"line2d_145\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"989.72869\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_156\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(981.777127 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_73\">\r\n     <g id=\"line2d_146\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1043.655727\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_157\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1035.704165 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_74\">\r\n     <g id=\"line2d_147\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1097.582765\" xlink:href=\"#mb13c640469\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_158\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1089.631202 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_24\">\r\n    <g id=\"ytick_74\">\r\n     <g id=\"line2d_148\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_159\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(801.157767 934.399219)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_75\">\r\n     <g id=\"line2d_149\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"895.755856\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_160\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 899.555075)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_76\">\r\n     <g id=\"line2d_150\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"860.911713\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_161\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 864.710932)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_77\">\r\n     <g id=\"line2d_151\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"826.067569\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_162\">\r\n      <!-- 600 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 829.866788)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_78\">\r\n     <g id=\"line2d_152\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"791.223426\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_163\">\r\n      <!-- 800 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(788.432767 795.022644)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_79\">\r\n     <g id=\"line2d_153\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"814.520267\" xlink:href=\"#m6af8fa42a9\" y=\"756.379282\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_164\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(782.070267 760.178501)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_178\">\r\n    <path d=\"M 814.520267 930.6 \r\nL 814.520267 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_179\">\r\n    <path d=\"M 1109.932031 930.6 \r\nL 1109.932031 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_180\">\r\n    <path d=\"M 814.520267 930.6 \r\nL 1109.932031 930.6 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_181\">\r\n    <path d=\"M 814.520267 753.33913 \r\nL 1109.932031 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_165\">\r\n    <!-- acousticness 2005 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(906.410211 747.33913)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"643.994141\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"675.78125\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"739.404297\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"803.027344\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"866.650391\" xlink:href=\"#DejaVuSans-53\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"text_166\">\r\n   <!-- 12 Histograms of Random Years and Audio Features -->\r\n   <defs>\r\n    <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 43.015625 \r\nL 55.515625 43.015625 \r\nL 55.515625 72.90625 \r\nL 65.375 72.90625 \r\nL 65.375 0 \r\nL 55.515625 0 \r\nL 55.515625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n    <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n    <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-82\"/>\r\n    <path d=\"M -0.203125 72.90625 \r\nL 10.40625 72.90625 \r\nL 30.609375 42.921875 \r\nL 50.6875 72.90625 \r\nL 61.28125 72.90625 \r\nL 35.5 34.71875 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 34.71875 \r\nz\r\n\" id=\"DejaVuSans-89\"/>\r\n    <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n    <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n   </defs>\r\n   <g style=\"fill:#1db954;\" transform=\"translate(7.2 41.392969)scale(0.45 -0.45)\">\r\n    <use xlink:href=\"#DejaVuSans-49\"/>\r\n    <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n    <use x=\"127.246094\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"159.033203\" xlink:href=\"#DejaVuSans-72\"/>\r\n    <use x=\"234.228516\" xlink:href=\"#DejaVuSans-105\"/>\r\n    <use x=\"262.011719\" xlink:href=\"#DejaVuSans-115\"/>\r\n    <use x=\"314.111328\" xlink:href=\"#DejaVuSans-116\"/>\r\n    <use x=\"353.320312\" xlink:href=\"#DejaVuSans-111\"/>\r\n    <use x=\"414.501953\" xlink:href=\"#DejaVuSans-103\"/>\r\n    <use x=\"477.978516\" xlink:href=\"#DejaVuSans-114\"/>\r\n    <use x=\"519.091797\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"580.371094\" xlink:href=\"#DejaVuSans-109\"/>\r\n    <use x=\"677.783203\" xlink:href=\"#DejaVuSans-115\"/>\r\n    <use x=\"729.882812\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"761.669922\" xlink:href=\"#DejaVuSans-111\"/>\r\n    <use x=\"822.851562\" xlink:href=\"#DejaVuSans-102\"/>\r\n    <use x=\"858.056641\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"889.84375\" xlink:href=\"#DejaVuSans-82\"/>\r\n    <use x=\"957.076172\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"1018.355469\" xlink:href=\"#DejaVuSans-110\"/>\r\n    <use x=\"1081.734375\" xlink:href=\"#DejaVuSans-100\"/>\r\n    <use x=\"1145.210938\" xlink:href=\"#DejaVuSans-111\"/>\r\n    <use x=\"1206.392578\" xlink:href=\"#DejaVuSans-109\"/>\r\n    <use x=\"1303.804688\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"1335.591797\" xlink:href=\"#DejaVuSans-89\"/>\r\n    <use x=\"1383.425781\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"1444.949219\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"1506.228516\" xlink:href=\"#DejaVuSans-114\"/>\r\n    <use x=\"1547.341797\" xlink:href=\"#DejaVuSans-115\"/>\r\n    <use x=\"1599.441406\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"1631.228516\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"1692.507812\" xlink:href=\"#DejaVuSans-110\"/>\r\n    <use x=\"1755.886719\" xlink:href=\"#DejaVuSans-100\"/>\r\n    <use x=\"1819.363281\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"1851.150391\" xlink:href=\"#DejaVuSans-65\"/>\r\n    <use x=\"1919.558594\" xlink:href=\"#DejaVuSans-117\"/>\r\n    <use x=\"1982.9375\" xlink:href=\"#DejaVuSans-100\"/>\r\n    <use x=\"2046.414062\" xlink:href=\"#DejaVuSans-105\"/>\r\n    <use x=\"2074.197266\" xlink:href=\"#DejaVuSans-111\"/>\r\n    <use x=\"2135.378906\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"2167.166016\" xlink:href=\"#DejaVuSans-70\"/>\r\n    <use x=\"2219.185547\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"2280.708984\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"2341.988281\" xlink:href=\"#DejaVuSans-116\"/>\r\n    <use x=\"2381.197266\" xlink:href=\"#DejaVuSans-117\"/>\r\n    <use x=\"2444.576172\" xlink:href=\"#DejaVuSans-114\"/>\r\n    <use x=\"2483.439453\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"2544.962891\" xlink:href=\"#DejaVuSans-115\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"peb8b40f90f\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"105.532031\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pfc6f11b58f\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"460.026149\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p71faf2dcc8\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"814.520267\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pcc81b3cc67\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"105.532031\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pa084d097c3\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"460.026149\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p10def0fc82\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"814.520267\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p586ebadc99\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"105.532031\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p5f743380ca\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"460.026149\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pe10aa655bc\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"814.520267\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pe5229992a1\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"105.532031\" y=\"753.33913\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pcae65f1b99\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"460.026149\" y=\"753.33913\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p6ad61f6a55\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"814.520267\" y=\"753.33913\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"#review histograms of random year for 12 random spotify metrics. \n",
"\n",
"#creates a list of each year\n",
"years_list=kaggle_spot_df['year'].unique().tolist()\n",
"\n",
"#list of each metric\n",
"metric_list=['acousticness','danceability','energy','instrumentalness','liveness','loudness', 'popularity','speechiness','tempo','valence']\n",
"\n",
"##### creates 12 histograms for random years and audio features\n",
"fig_h=plt.figure(figsize=(18,15),facecolor='black')\n",
"fig_h.suptitle('12 Histograms of Random Years and Audio Features',color='#1DB954',fontsize=45)\n",
"\n",
"for t in range(1,13):\n",
"\n",
"    rando_year=random.choice(years_list)\n",
"    rando_metric=random.choice(metric_list)\n",
"    ax_h=fig_h.add_subplot(4,3,t)\n",
"    ax_h.spines['bottom'].set_color('white')\n",
"    ax_h.spines['top'].set_color('white')\n",
"    ax_h.spines['right'].set_color('white')\n",
"    ax_h.spines['left'].set_color('white')\n",
"    ax_h.tick_params(axis='x', colors='white')\n",
"    ax_h.tick_params(axis='y', colors='white')\n",
"    ax_h.yaxis.label.set_color('white')\n",
"    ax_h.xaxis.label.set_color('white')\n",
"    ax_h.title.set_color('white')\n",
"    ax_h.patch.set_alpha(0)\n",
"    plt.title(str(rando_metric)+' '+str(rando_year))\n",
"    histy=kaggle_spot_df.loc[kaggle_spot_df['year']==rando_year,:][rando_metric]\n",
"    plt.hist(histy,color='#1DB954')\n",
"plt.show()\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"### samples 10 random years for each audio features generating the P value for each...\n",
"# ... finds the average pvalue for each auido feature to determine if the audio feature is normally distributed\n",
"\n",
"## adding the year for easier graphing in next cell\n",
"mean_graph_metric_list=['year']\n",
"median_graph_metric_list=['year']\n",
"\n",
"alpha = 1e-3\n",
"# alpha= 0.05\n",
"\n",
"# loop through a list of each audio feature(or metric)\n",
"for metric in metric_list:\n",
"    p_values_list=[]\n",
"\n",
"    #we're gonna take this number of samples for each feature\n",
"    for a in range(10):\n",
"        #make a random year\n",
"        rando_year=random.choice(years_list)\n",
"        \n",
"        #run the normal test on a random year and the current audiot feature\n",
"        k2, p =stats.normaltest(kaggle_spot_df.loc[kaggle_spot_df['year']==rando_year,:][metric])\n",
"\n",
"        p_values_list.append(p)\n",
"\n",
"    #average of p values samples for current metric\n",
"    p_val_avg=sum(p_values_list)/len(p_values_list)\n",
"\n",
"    # is it normally distributed or not? put the audio feature in the right list accordingly\n",
"    if p_val_avg < alpha:\n",
"        median_graph_metric_list.append(metric)\n",
"    else:\n",
"        mean_graph_metric_list.append(metric)\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"\n",
"### creates a dataframe with the annual mean or median\n",
"\n",
"## importing this from pandas to address DataError issue\n",
"from pandas.core.groupby.groupby import DataError\n",
"## added try block since mean list is empty sometimes\n",
"try:\n",
"    #dataframe of median metrics to be graphed\n",
"    median_annual_metrics_df=kaggle_spot_df[median_graph_metric_list].groupby('year').median()\n",
"    #dataframe of mean metrics to be graphed\n",
"    mean_annual_metrics_df=kaggle_spot_df[mean_graph_metric_list].groupby('year').mean()\n",
"    #merges the median dataframe and the mean dataframe together\n",
"    annual_metrics_df=pd.merge(median_annual_metrics_df,mean_annual_metrics_df,on='year')\n",
"except :\n",
"    print('one of these lists were empty')\n",
"    annual_metrics_df=kaggle_spot_df[['year','acousticness','danceability','energy','instrumentalness','liveness','loudness', 'popularity','speechiness','tempo','valence']].groupby('year').median()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1296x1080 with 10 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"954.478125pt\" version=\"1.1\" viewBox=\"0 0 1048.065625 954.478125\" width=\"1048.065625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 954.478125 \r\nL 1048.065625 954.478125 \r\nL 1048.065625 0 \r\nL 0 0 \r\nz\r\n\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 36.465625 292.46087 \r\nL 331.87739 292.46087 \r\nL 331.87739 115.2 \r\nL 36.465625 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m8a627a0885\" style=\"stroke:#ffffff;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"47.180744\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 1920 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-57\"/>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(34.455744 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"101.434512\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 1940 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(88.709512 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"155.688279\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 1960 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(142.963279 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"209.942047\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 1980 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(197.217047 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"264.195815\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(251.470815 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"318.449582\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(305.724582 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m1986637b3c\" style=\"stroke:#ffffff;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"263.900476\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.2 -->\r\n      <defs>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(13.5625 267.699695)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"228.473987\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(13.5625 232.273205)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"193.047497\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(13.5625 196.846716)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"157.621007\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(13.5625 161.420226)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"122.194518\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(13.5625 125.993736)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <path clip-path=\"url(#pe619ebb10e)\" d=\"M 49.893432 124.231541 \r\nL 52.606121 123.257312 \r\nL 55.318809 123.611577 \r\nL 58.031498 123.257312 \r\nL 60.744186 124.142974 \r\nL 63.456874 125.028637 \r\nL 66.169563 123.611577 \r\nL 68.882251 123.78871 \r\nL 71.59494 134.682355 \r\nL 74.307628 124.320107 \r\nL 77.020316 125.914299 \r\nL 79.733005 126.622829 \r\nL 82.445693 127.508491 \r\nL 85.158381 126.888527 \r\nL 87.87107 136.542246 \r\nL 90.583758 132.733898 \r\nL 93.296447 130.696875 \r\nL 96.009135 126.799961 \r\nL 98.721823 129.102683 \r\nL 101.434512 127.862756 \r\nL 104.1472 125.560034 \r\nL 106.859888 126.445696 \r\nL 109.572577 126.711395 \r\nL 112.285265 125.560034 \r\nL 114.997954 136.010849 \r\nL 117.710642 125.737167 \r\nL 120.42333 127.685623 \r\nL 123.136019 127.597057 \r\nL 125.848707 129.456948 \r\nL 128.561396 130.254044 \r\nL 131.274084 128.217021 \r\nL 133.986772 130.34261 \r\nL 136.699461 129.811213 \r\nL 139.412149 135.302319 \r\nL 142.124837 139.0221 \r\nL 144.837526 144.690339 \r\nL 147.550214 149.650047 \r\nL 150.262903 152.307034 \r\nL 152.975591 151.421372 \r\nL 155.688279 156.912477 \r\nL 158.400968 158.683802 \r\nL 161.113656 162.049318 \r\nL 163.826344 159.65803 \r\nL 166.539033 164.35204 \r\nL 169.251721 177.282709 \r\nL 171.96441 198.804302 \r\nL 174.677098 200.044229 \r\nL 177.389786 208.103755 \r\nL 180.102475 220.325894 \r\nL 182.815163 221.388689 \r\nL 185.527852 222.54005 \r\nL 188.24054 218.111738 \r\nL 190.953228 231.042407 \r\nL 193.665917 222.097219 \r\nL 196.378605 229.182516 \r\nL 199.091293 245.832967 \r\nL 201.803982 255.398119 \r\nL 204.51667 257.789407 \r\nL 207.229359 270.365811 \r\nL 209.942047 268.151655 \r\nL 212.654735 268.771619 \r\nL 215.367424 271.694304 \r\nL 218.080112 276.122615 \r\nL 220.7928 276.299748 \r\nL 223.505489 270.985774 \r\nL 226.218177 273.819894 \r\nL 228.930866 270.277245 \r\nL 231.643554 271.871437 \r\nL 234.356242 268.594486 \r\nL 237.068931 266.911728 \r\nL 239.781619 265.051837 \r\nL 242.494308 265.406102 \r\nL 245.206996 269.657281 \r\nL 247.919684 272.4914 \r\nL 250.632373 269.745847 \r\nL 253.345061 269.037317 \r\nL 256.057749 270.277245 \r\nL 258.770438 272.845665 \r\nL 261.483126 273.997026 \r\nL 264.195815 272.668533 \r\nL 266.908503 274.439857 \r\nL 269.621191 272.668533 \r\nL 272.33388 278.248205 \r\nL 275.046568 275.502652 \r\nL 277.759257 279.576698 \r\nL 280.471945 275.76835 \r\nL 283.184633 280.728059 \r\nL 285.897322 280.019529 \r\nL 288.61001 280.373794 \r\nL 291.322698 280.550927 \r\nL 294.035387 283.721597 \r\nL 296.748075 284.403557 \r\nL 299.460764 282.773939 \r\nL 302.173452 281.259456 \r\nL 304.88614 277.89394 \r\nL 307.598829 271.871437 \r\nL 310.311517 268.50592 \r\nL 313.024205 269.037317 \r\nL 315.736894 267.79739 \r\nL 318.449582 272.845665 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 36.465625 292.46087 \r\nL 36.465625 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 331.87739 292.46087 \r\nL 331.87739 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 36.465625 292.46087 \r\nL 331.87739 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 36.465625 115.2 \r\nL 331.87739 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    <!-- acousticness -->\r\n    <defs>\r\n     <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n     <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n     <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n     <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n     <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n     <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n     <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n     <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(145.532445 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 390.959743 292.46087 \r\nL 686.371507 292.46087 \r\nL 686.371507 115.2 \r\nL 390.959743 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"401.674862\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(388.949862 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"455.928629\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(443.203629 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"510.182397\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(497.457397 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"564.436165\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(551.711165 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"618.689932\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(605.964932 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"672.9437\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(660.2187 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"275.008105\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 278.807324)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"246.537037\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 0.3 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 250.336256)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"218.065969\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 221.865188)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"189.594901\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- 0.5 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 193.39412)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"161.123833\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 164.923051)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"132.652765\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- 0.7 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 136.451983)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_25\">\r\n    <path clip-path=\"url(#p072fdb3a07)\" d=\"M 404.38755 271.876287 \r\nL 407.100239 274.723394 \r\nL 409.812927 261.626703 \r\nL 412.525615 239.988691 \r\nL 415.238304 263.334967 \r\nL 417.950992 262.62319 \r\nL 420.66368 269.171536 \r\nL 423.376369 277.00108 \r\nL 426.089057 264.47381 \r\nL 428.801746 243.120509 \r\nL 431.514434 262.196124 \r\nL 434.227122 259.918439 \r\nL 436.939811 262.907901 \r\nL 439.652499 270.737445 \r\nL 442.365187 273.01513 \r\nL 445.077876 243.262864 \r\nL 447.790564 258.210175 \r\nL 450.503253 264.47381 \r\nL 453.215941 259.349017 \r\nL 455.928629 246.537037 \r\nL 458.641318 272.872775 \r\nL 461.354006 267.890338 \r\nL 464.066695 264.616165 \r\nL 466.779383 261.911414 \r\nL 469.492071 277.570501 \r\nL 472.20476 284.403557 \r\nL 474.917448 265.897363 \r\nL 477.630136 271.022155 \r\nL 480.342825 271.022155 \r\nL 483.055513 245.82526 \r\nL 485.768202 270.025668 \r\nL 488.48089 267.463272 \r\nL 491.193578 264.75852 \r\nL 493.906267 269.883313 \r\nL 496.618955 261.341992 \r\nL 499.331643 255.220713 \r\nL 502.044332 257.640753 \r\nL 504.75702 254.08187 \r\nL 507.469709 252.088895 \r\nL 510.182397 242.551087 \r\nL 512.895085 245.398194 \r\nL 515.607774 229.312041 \r\nL 518.320462 236.145097 \r\nL 521.033151 227.461421 \r\nL 523.745839 209.239938 \r\nL 526.458527 199.132709 \r\nL 529.171216 205.681054 \r\nL 531.883904 204.115145 \r\nL 534.596592 193.438495 \r\nL 537.309281 191.303165 \r\nL 540.021969 191.730231 \r\nL 542.734658 190.306677 \r\nL 545.447346 178.064118 \r\nL 548.160034 186.747794 \r\nL 550.872723 179.060606 \r\nL 553.585411 170.803996 \r\nL 556.298099 172.939326 \r\nL 559.010788 168.2416 \r\nL 561.723476 156.568462 \r\nL 564.436165 155.71433 \r\nL 567.148853 155.144908 \r\nL 569.861541 153.86371 \r\nL 572.57423 145.32239 \r\nL 575.286918 150.731893 \r\nL 577.999607 149.023629 \r\nL 580.712295 147.173009 \r\nL 583.424983 155.99904 \r\nL 586.137672 155.429619 \r\nL 588.85036 158.276726 \r\nL 591.563048 157.280239 \r\nL 594.275737 168.2416 \r\nL 596.988425 160.554411 \r\nL 599.701114 165.536848 \r\nL 602.413802 157.137883 \r\nL 605.12649 161.408543 \r\nL 607.839179 164.25565 \r\nL 610.551867 154.575487 \r\nL 613.264555 151.158959 \r\nL 615.977244 141.194085 \r\nL 618.689932 144.468258 \r\nL 621.402621 141.05173 \r\nL 624.115309 136.638714 \r\nL 626.827997 132.79512 \r\nL 629.540686 132.79512 \r\nL 632.253374 134.076318 \r\nL 634.966063 134.076318 \r\nL 637.678751 130.090369 \r\nL 640.391439 131.086856 \r\nL 643.104128 125.250287 \r\nL 645.816816 123.257312 \r\nL 648.529504 125.107932 \r\nL 651.242193 130.375079 \r\nL 653.954881 136.638714 \r\nL 656.66757 138.204623 \r\nL 659.380258 144.325903 \r\nL 662.092946 156.283751 \r\nL 664.805635 159.130858 \r\nL 667.518323 160.412056 \r\nL 670.231011 155.99904 \r\nL 672.9437 153.86371 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 390.959743 292.46087 \r\nL 390.959743 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 686.371507 292.46087 \r\nL 686.371507 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 390.959743 292.46087 \r\nL 686.371507 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 390.959743 115.2 \r\nL 686.371507 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_25\">\r\n    <!-- energy -->\r\n    <defs>\r\n     <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n     <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n     <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(517.7575 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\r\n     <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_3\">\r\n   <g id=\"patch_12\">\r\n    <path d=\"M 745.45386 292.46087 \r\nL 1040.865625 292.46087 \r\nL 1040.865625 115.2 \r\nL 745.45386 115.2 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_5\">\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"756.168979\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(743.443979 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"810.422747\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(797.697747 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"864.676515\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(851.951515 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"918.930282\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(906.205282 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"973.18405\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(960.45905 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1027.437818\" xlink:href=\"#m8a627a0885\" y=\"292.46087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1014.712818 307.059307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_6\">\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"284.403557\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(722.550735 288.202776)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"246.262434\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(722.550735 250.061653)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"208.121311\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(722.550735 211.92053)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"169.980188\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(722.550735 173.779407)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"131.839065\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(722.550735 135.638284)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_37\">\r\n    <path clip-path=\"url(#p58c7e2b333)\" d=\"M 758.881668 277.18535 \r\nL 761.594356 222.519585 \r\nL 764.307045 246.45314 \r\nL 767.019733 123.257312 \r\nL 769.732421 251.22078 \r\nL 772.44511 165.212548 \r\nL 775.157798 229.861751 \r\nL 777.870486 144.425636 \r\nL 780.583175 284.403557 \r\nL 783.295863 251.506839 \r\nL 786.008552 270.386695 \r\nL 788.72124 280.07454 \r\nL 791.433928 284.272733 \r\nL 794.146617 280.360598 \r\nL 796.859305 284.037403 \r\nL 799.571993 278.262836 \r\nL 802.284682 270.720429 \r\nL 804.99737 237.96674 \r\nL 807.710059 280.398739 \r\nL 810.422747 274.210342 \r\nL 813.135435 192.864862 \r\nL 815.848124 242.257616 \r\nL 818.560812 236.155037 \r\nL 821.273501 201.255909 \r\nL 823.986189 283.860046 \r\nL 826.698877 159.87279 \r\nL 829.411566 261.709589 \r\nL 832.124254 238.824915 \r\nL 834.836942 282.105555 \r\nL 837.549631 283.308907 \r\nL 840.262319 282.305796 \r\nL 842.975008 283.587337 \r\nL 845.687696 281.876708 \r\nL 848.400384 283.640735 \r\nL 851.113073 284.017378 \r\nL 853.825761 284.097475 \r\nL 856.53845 284.318789 \r\nL 859.251138 284.358169 \r\nL 861.963826 284.363795 \r\nL 864.676515 284.386585 \r\nL 867.389203 284.207131 \r\nL 870.101891 284.383056 \r\nL 872.81458 284.381817 \r\nL 875.527268 284.397655 \r\nL 878.239957 284.399753 \r\nL 880.952645 284.394756 \r\nL 883.665333 284.392391 \r\nL 886.378022 284.372091 \r\nL 889.09071 284.03931 \r\nL 891.803398 284.257763 \r\nL 894.516087 284.153733 \r\nL 897.228775 284.310302 \r\nL 899.941464 284.321459 \r\nL 902.654152 284.285892 \r\nL 905.36684 284.302197 \r\nL 908.079529 284.291136 \r\nL 910.792217 284.226773 \r\nL 913.504906 284.339862 \r\nL 916.217594 284.264914 \r\nL 918.930282 284.228394 \r\nL 921.642971 284.259384 \r\nL 924.355659 284.367037 \r\nL 927.068347 284.3124 \r\nL 929.781036 284.26644 \r\nL 932.493724 284.361793 \r\nL 935.206413 284.357597 \r\nL 937.919101 284.373044 \r\nL 940.631789 284.380196 \r\nL 943.344478 284.377526 \r\nL 946.057166 284.377907 \r\nL 948.769854 284.388873 \r\nL 951.482543 284.387481 \r\nL 954.195231 284.384105 \r\nL 956.90792 284.37867 \r\nL 959.620608 284.392277 \r\nL 962.333296 284.398847 \r\nL 965.045985 284.393107 \r\nL 967.758673 284.398618 \r\nL 970.471362 284.399123 \r\nL 973.18405 284.399076 \r\nL 975.896738 284.400506 \r\nL 978.609427 284.401202 \r\nL 981.322115 284.40105 \r\nL 984.034803 284.40234 \r\nL 986.747492 284.402566 \r\nL 989.46018 284.402827 \r\nL 992.172869 284.402482 \r\nL 994.885557 284.402917 \r\nL 997.598245 284.402932 \r\nL 1000.310934 284.402901 \r\nL 1003.023622 284.402872 \r\nL 1005.73631 284.402971 \r\nL 1008.448999 284.402887 \r\nL 1011.161687 284.402936 \r\nL 1013.874376 284.403201 \r\nL 1016.587064 284.403155 \r\nL 1019.299752 284.403241 \r\nL 1022.012441 284.403557 \r\nL 1024.725129 284.403557 \r\nL 1027.437818 284.403557 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 745.45386 292.46087 \r\nL 745.45386 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 1040.865625 292.46087 \r\nL 1040.865625 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 745.45386 292.46087 \r\nL 1040.865625 292.46087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path d=\"M 745.45386 115.2 \r\nL 1040.865625 115.2 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_37\">\r\n    <!-- instrumentalness -->\r\n    <defs>\r\n     <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n     <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(841.16318 109.2)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"286.962891\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"384.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"445.898438\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"509.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"548.486328\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"609.765625\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"637.548828\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"700.927734\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"762.451172\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"814.550781\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_4\">\r\n   <g id=\"patch_17\">\r\n    <path d=\"M 36.465625 505.173913 \r\nL 331.87739 505.173913 \r\nL 331.87739 327.913043 \r\nL 36.465625 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_7\">\r\n    <g id=\"xtick_19\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"47.180744\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(34.455744 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_20\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"101.434512\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(88.709512 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"155.688279\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(142.963279 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"209.942047\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(197.217047 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"264.195815\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(251.470815 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"318.449582\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(305.724582 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_8\">\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"491.184837\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 0.12 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 494.984056)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"451.639746\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 0.14 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 455.438965)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"412.094656\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 0.16 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 415.893874)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"372.549565\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- 0.18 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 376.348783)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"333.004474\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 0.20 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 336.803693)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_49\">\r\n    <path clip-path=\"url(#p9cb225338d)\" d=\"M 49.893432 402.208383 \r\nL 52.606121 417.037792 \r\nL 55.318809 386.390347 \r\nL 58.031498 362.663292 \r\nL 60.744186 421.980928 \r\nL 63.456874 382.435837 \r\nL 66.169563 497.116601 \r\nL 68.882251 481.298564 \r\nL 71.59494 369.583683 \r\nL 74.307628 420.003674 \r\nL 77.020316 380.458583 \r\nL 79.733005 384.413092 \r\nL 82.445693 416.049165 \r\nL 85.158381 427.912692 \r\nL 87.87107 358.708783 \r\nL 90.583758 393.310737 \r\nL 93.296447 406.162892 \r\nL 96.009135 396.276619 \r\nL 98.721823 392.32211 \r\nL 101.434512 335.970356 \r\nL 104.1472 453.617001 \r\nL 106.859888 437.798965 \r\nL 109.572577 419.015046 \r\nL 112.285265 410.117401 \r\nL 114.997954 427.912692 \r\nL 117.710642 459.548765 \r\nL 120.42333 423.958183 \r\nL 123.136019 429.889946 \r\nL 125.848707 447.685237 \r\nL 128.561396 420.003674 \r\nL 131.274084 431.867201 \r\nL 133.986772 423.958183 \r\nL 136.699461 431.867201 \r\nL 139.412149 441.753474 \r\nL 142.124837 441.753474 \r\nL 144.837526 474.378174 \r\nL 147.550214 473.389546 \r\nL 150.262903 459.548765 \r\nL 152.975591 467.457783 \r\nL 155.688279 453.617001 \r\nL 158.400968 461.526019 \r\nL 161.113656 445.707983 \r\nL 163.826344 461.526019 \r\nL 166.539033 457.57151 \r\nL 169.251721 457.57151 \r\nL 171.96441 451.639746 \r\nL 174.677098 467.457783 \r\nL 177.389786 447.685237 \r\nL 180.102475 465.480528 \r\nL 182.815163 467.457783 \r\nL 185.527852 469.435037 \r\nL 188.24054 467.457783 \r\nL 190.953228 477.344055 \r\nL 193.665917 467.457783 \r\nL 196.378605 474.378174 \r\nL 199.091293 455.594255 \r\nL 201.803982 481.298564 \r\nL 204.51667 471.412292 \r\nL 207.229359 475.366801 \r\nL 209.942047 477.344055 \r\nL 212.654735 463.503274 \r\nL 215.367424 483.275819 \r\nL 218.080112 475.366801 \r\nL 220.7928 483.275819 \r\nL 223.505489 475.366801 \r\nL 226.218177 469.435037 \r\nL 228.930866 470.423664 \r\nL 231.643554 467.457783 \r\nL 234.356242 471.412292 \r\nL 237.068931 475.366801 \r\nL 239.781619 471.412292 \r\nL 242.494308 481.298564 \r\nL 245.206996 476.355428 \r\nL 247.919684 483.275819 \r\nL 250.632373 480.309937 \r\nL 253.345061 467.457783 \r\nL 256.057749 475.366801 \r\nL 258.770438 481.298564 \r\nL 261.483126 461.526019 \r\nL 264.195815 467.457783 \r\nL 266.908503 481.298564 \r\nL 269.621191 485.253074 \r\nL 272.33388 474.378174 \r\nL 275.046568 467.457783 \r\nL 277.759257 483.275819 \r\nL 280.471945 471.412292 \r\nL 283.184633 467.457783 \r\nL 285.897322 470.423664 \r\nL 288.61001 465.480528 \r\nL 291.322698 467.457783 \r\nL 294.035387 471.412292 \r\nL 296.748075 471.412292 \r\nL 299.460764 475.366801 \r\nL 302.173452 479.32131 \r\nL 304.88614 489.207583 \r\nL 307.598829 489.207583 \r\nL 310.311517 481.298564 \r\nL 313.024205 491.184837 \r\nL 315.736894 495.139346 \r\nL 318.449582 487.230328 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path d=\"M 36.465625 505.173913 \r\nL 36.465625 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path d=\"M 331.87739 505.173913 \r\nL 331.87739 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path d=\"M 36.465625 505.173913 \r\nL 331.87739 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path d=\"M 36.465625 327.913043 \r\nL 331.87739 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_49\">\r\n    <!-- liveness -->\r\n    <defs>\r\n     <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(159.849007 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"55.566406\" xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"114.746094\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"176.269531\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"239.648438\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"301.171875\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"353.271484\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_5\">\r\n   <g id=\"patch_22\">\r\n    <path d=\"M 390.959743 505.173913 \r\nL 686.371507 505.173913 \r\nL 686.371507 327.913043 \r\nL 390.959743 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_9\">\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"401.674862\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(388.949862 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"455.928629\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(443.203629 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"510.182397\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(497.457397 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"564.436165\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(551.711165 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"618.689932\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(605.964932 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_55\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"672.9437\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_55\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(660.2187 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_10\">\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"489.361801\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- −18 -->\r\n      <defs>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n      </defs>\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(362.855055 493.161019)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"464.386599\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- −16 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(362.855055 468.185818)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_24\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"439.411397\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- −14 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(362.855055 443.210616)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_25\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"414.436196\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- −12 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(362.855055 418.235414)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_26\">\r\n     <g id=\"line2d_60\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"389.460994\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_60\">\r\n      <!-- −10 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(362.855055 393.260213)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_27\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"364.485792\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- −8 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(369.217555 368.285011)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_28\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"339.510591\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- −6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(369.217555 343.309809)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_63\">\r\n    <path clip-path=\"url(#p92f9c3ea86)\" d=\"M 404.38755 467.764495 \r\nL 407.100239 497.116601 \r\nL 409.812927 439.323984 \r\nL 412.525615 437.875422 \r\nL 415.238304 433.754514 \r\nL 417.950992 459.204245 \r\nL 420.66368 447.522094 \r\nL 423.376369 478.759828 \r\nL 426.089057 488.475181 \r\nL 428.801746 410.889717 \r\nL 431.514434 470.905127 \r\nL 434.227122 426.224491 \r\nL 436.939811 420.698727 \r\nL 439.652499 448.240131 \r\nL 442.365187 459.647554 \r\nL 445.077876 431.550453 \r\nL 447.790564 421.75393 \r\nL 450.503253 443.750839 \r\nL 453.215941 432.293465 \r\nL 455.928629 424.476227 \r\nL 458.641318 456.619311 \r\nL 461.354006 444.206636 \r\nL 464.066695 424.82588 \r\nL 466.779383 436.239547 \r\nL 469.492071 482.094017 \r\nL 472.20476 485.066066 \r\nL 474.917448 437.375918 \r\nL 477.630136 446.054801 \r\nL 480.342825 443.71962 \r\nL 483.055513 422.802888 \r\nL 485.768202 455.963712 \r\nL 488.48089 460.403054 \r\nL 491.193578 450.007127 \r\nL 493.906267 453.116539 \r\nL 496.618955 434.909617 \r\nL 499.331643 432.536973 \r\nL 502.044332 434.441332 \r\nL 504.75702 433.292473 \r\nL 507.469709 436.008526 \r\nL 510.182397 428.303676 \r\nL 512.895085 431.506746 \r\nL 515.607774 418.8131 \r\nL 518.320462 423.608338 \r\nL 521.033151 414.030349 \r\nL 523.745839 404.258801 \r\nL 526.458527 402.329467 \r\nL 529.171216 402.853946 \r\nL 531.883904 411.982382 \r\nL 534.596592 408.710631 \r\nL 537.309281 405.832239 \r\nL 540.021969 410.071779 \r\nL 542.734658 407.561771 \r\nL 545.447346 401.16812 \r\nL 548.160034 407.318263 \r\nL 550.872723 399.850678 \r\nL 553.585411 398.495773 \r\nL 556.298099 395.77972 \r\nL 559.010788 394.737005 \r\nL 561.723476 391.540179 \r\nL 564.436165 387.157032 \r\nL 567.148853 393.631853 \r\nL 569.861541 392.907572 \r\nL 572.57423 389.254949 \r\nL 575.286918 394.737005 \r\nL 577.999607 401.755037 \r\nL 580.712295 402.404392 \r\nL 583.424983 405.033032 \r\nL 586.137672 405.601218 \r\nL 588.85036 403.734322 \r\nL 591.563048 395.436311 \r\nL 594.275737 393.95653 \r\nL 596.988425 386.189243 \r\nL 599.701114 390.460002 \r\nL 602.413802 379.12126 \r\nL 605.12649 375.37498 \r\nL 607.839179 371.659919 \r\nL 610.551867 366.352689 \r\nL 613.264555 362.893623 \r\nL 615.977244 355.519695 \r\nL 618.689932 354.664294 \r\nL 621.402621 350.33734 \r\nL 624.115309 345.317325 \r\nL 626.827997 344.424462 \r\nL 629.540686 343.013363 \r\nL 632.253374 341.602264 \r\nL 634.966063 341.196417 \r\nL 637.678751 340.403454 \r\nL 640.391439 337.968372 \r\nL 643.104128 336.419909 \r\nL 645.816816 335.970356 \r\nL 648.529504 338.642702 \r\nL 651.242193 339.404446 \r\nL 653.954881 343.33804 \r\nL 656.66757 342.782342 \r\nL 659.380258 343.131995 \r\nL 662.092946 347.640019 \r\nL 664.805635 350.181245 \r\nL 667.518323 344.399486 \r\nL 670.231011 344.068565 \r\nL 672.9437 343.762619 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_23\">\r\n    <path d=\"M 390.959743 505.173913 \r\nL 390.959743 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_24\">\r\n    <path d=\"M 686.371507 505.173913 \r\nL 686.371507 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_25\">\r\n    <path d=\"M 390.959743 505.173913 \r\nL 686.371507 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_26\">\r\n    <path d=\"M 390.959743 327.913043 \r\nL 686.371507 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_63\">\r\n    <!-- loudness -->\r\n    <defs>\r\n     <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(511.970313 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"88.964844\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"152.34375\" xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"215.820312\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"279.199219\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"340.722656\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"392.822266\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_6\">\r\n   <g id=\"patch_27\">\r\n    <path d=\"M 745.45386 505.173913 \r\nL 1040.865625 505.173913 \r\nL 1040.865625 327.913043 \r\nL 745.45386 327.913043 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_11\">\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"756.168979\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_64\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(743.443979 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"810.422747\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(797.697747 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"864.676515\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_66\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(851.951515 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"918.930282\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(906.205282 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_68\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"973.18405\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_68\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(960.45905 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_69\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1027.437818\" xlink:href=\"#m8a627a0885\" y=\"505.173913\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_69\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1014.712818 519.772351)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_12\">\r\n    <g id=\"ytick_29\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"497.116601\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(732.09136 500.91582)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_30\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"473.418624\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_71\">\r\n      <!-- 10 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 477.217842)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_31\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"449.720646\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 20 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 453.519865)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_32\">\r\n     <g id=\"line2d_73\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"426.022669\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 30 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 429.821888)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_33\">\r\n     <g id=\"line2d_74\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"402.324692\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 40 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 406.123911)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_34\">\r\n     <g id=\"line2d_75\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"378.626715\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_75\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 382.425933)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_35\">\r\n     <g id=\"line2d_76\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"354.928738\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_76\">\r\n      <!-- 60 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 358.727956)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_36\">\r\n     <g id=\"line2d_77\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"331.23076\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_77\">\r\n      <!-- 70 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(725.72886 335.029979)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_78\">\r\n    <path clip-path=\"url(#pff0d895768)\" d=\"M 758.881668 497.116601 \r\nL 761.594356 497.116601 \r\nL 764.307045 487.63741 \r\nL 767.019733 497.116601 \r\nL 769.732421 497.116601 \r\nL 772.44511 497.116601 \r\nL 775.157798 497.116601 \r\nL 777.870486 497.116601 \r\nL 780.583175 497.116601 \r\nL 783.295863 497.116601 \r\nL 786.008552 497.116601 \r\nL 788.72124 497.116601 \r\nL 791.433928 490.007208 \r\nL 794.146617 497.116601 \r\nL 796.859305 497.116601 \r\nL 799.571993 494.746803 \r\nL 802.284682 497.116601 \r\nL 804.99737 497.116601 \r\nL 807.710059 497.116601 \r\nL 810.422747 497.116601 \r\nL 813.135435 497.116601 \r\nL 815.848124 497.116601 \r\nL 818.560812 497.116601 \r\nL 821.273501 497.116601 \r\nL 823.986189 497.116601 \r\nL 826.698877 497.116601 \r\nL 829.411566 497.116601 \r\nL 832.124254 497.116601 \r\nL 834.836942 497.116601 \r\nL 837.549631 497.116601 \r\nL 840.262319 497.116601 \r\nL 842.975008 497.116601 \r\nL 845.687696 497.116601 \r\nL 848.400384 490.007208 \r\nL 851.113073 482.897814 \r\nL 853.825761 468.679028 \r\nL 856.53845 459.199837 \r\nL 859.251138 463.939433 \r\nL 861.963826 459.199837 \r\nL 864.676515 461.569635 \r\nL 867.389203 461.569635 \r\nL 870.101891 456.83004 \r\nL 872.81458 447.350849 \r\nL 875.527268 444.981051 \r\nL 878.239957 442.611253 \r\nL 880.952645 437.871658 \r\nL 883.665333 430.762265 \r\nL 886.378022 430.762265 \r\nL 889.09071 426.022669 \r\nL 891.803398 421.283074 \r\nL 894.516087 421.283074 \r\nL 897.228775 421.283074 \r\nL 899.941464 416.543478 \r\nL 902.654152 426.022669 \r\nL 905.36684 420.098175 \r\nL 908.079529 416.543478 \r\nL 910.792217 418.913276 \r\nL 913.504906 418.913276 \r\nL 916.217594 418.913276 \r\nL 918.930282 416.543478 \r\nL 921.642971 418.913276 \r\nL 924.355659 416.543478 \r\nL 927.068347 416.543478 \r\nL 929.781036 414.173681 \r\nL 932.493724 416.543478 \r\nL 935.206413 414.173681 \r\nL 937.919101 409.434085 \r\nL 940.631789 409.434085 \r\nL 943.344478 409.434085 \r\nL 946.057166 407.064287 \r\nL 948.769854 404.69449 \r\nL 951.482543 399.954894 \r\nL 954.195231 399.954894 \r\nL 956.90792 397.585096 \r\nL 959.620608 395.215299 \r\nL 962.333296 395.215299 \r\nL 965.045985 395.215299 \r\nL 967.758673 395.215299 \r\nL 970.471362 390.475703 \r\nL 973.18405 392.845501 \r\nL 975.896738 385.736108 \r\nL 978.609427 385.736108 \r\nL 981.322115 385.736108 \r\nL 984.034803 383.36631 \r\nL 986.747492 380.996512 \r\nL 989.46018 380.996512 \r\nL 992.172869 378.626715 \r\nL 994.885557 380.996512 \r\nL 997.598245 378.626715 \r\nL 1000.310934 373.887119 \r\nL 1003.023622 373.887119 \r\nL 1005.73631 371.517322 \r\nL 1008.448999 369.147524 \r\nL 1011.161687 364.407928 \r\nL 1013.874376 357.298535 \r\nL 1016.587064 352.55894 \r\nL 1019.299752 345.449547 \r\nL 1022.012441 340.709951 \r\nL 1024.725129 335.970356 \r\nL 1027.437818 335.970356 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_28\">\r\n    <path d=\"M 745.45386 505.173913 \r\nL 745.45386 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_29\">\r\n    <path d=\"M 1040.865625 505.173913 \r\nL 1040.865625 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_30\">\r\n    <path d=\"M 745.45386 505.173913 \r\nL 1040.865625 505.173913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_31\">\r\n    <path d=\"M 745.45386 327.913043 \r\nL 1040.865625 327.913043 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_78\">\r\n    <!-- popularity -->\r\n    <defs>\r\n     <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(862.687243 321.913043)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"188.134766\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"251.513672\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"279.296875\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"340.576172\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"381.689453\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"409.472656\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"448.681641\" xlink:href=\"#DejaVuSans-121\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_7\">\r\n   <g id=\"patch_32\">\r\n    <path d=\"M 36.465625 717.886957 \r\nL 331.87739 717.886957 \r\nL 331.87739 540.626087 \r\nL 36.465625 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_13\">\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_79\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"47.180744\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_79\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(34.455744 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_80\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"101.434512\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_80\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(88.709512 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_81\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"155.688279\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_81\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(142.963279 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_82\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"209.942047\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_82\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(197.217047 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_83\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"264.195815\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_83\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(251.470815 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_84\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"318.449582\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_84\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(305.724582 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_14\">\r\n    <g id=\"ytick_37\">\r\n     <g id=\"line2d_85\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"701.14591\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_85\">\r\n      <!-- 0.05 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 704.945129)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_38\">\r\n     <g id=\"line2d_86\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"668.001886\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_86\">\r\n      <!-- 0.10 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 671.801105)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_39\">\r\n     <g id=\"line2d_87\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"634.857862\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_87\">\r\n      <!-- 0.15 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 638.657081)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_40\">\r\n     <g id=\"line2d_88\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"601.713838\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_88\">\r\n      <!-- 0.20 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 605.513056)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_41\">\r\n     <g id=\"line2d_89\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"568.569814\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_89\">\r\n      <!-- 0.25 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(7.2 572.369032)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_90\">\r\n    <path clip-path=\"url(#p58325c4f05)\" d=\"M 49.893432 704.19516 \r\nL 52.606121 690.10895 \r\nL 55.318809 689.280349 \r\nL 58.031498 691.003839 \r\nL 60.744186 683.977305 \r\nL 63.456874 690.10895 \r\nL 66.169563 679.635438 \r\nL 68.882251 700.019013 \r\nL 71.59494 548.683399 \r\nL 74.307628 699.256701 \r\nL 77.020316 689.280349 \r\nL 79.733005 693.986801 \r\nL 82.445693 697.864652 \r\nL 85.158381 697.268059 \r\nL 87.87107 691.268991 \r\nL 90.583758 698.991548 \r\nL 93.296447 699.124124 \r\nL 96.009135 701.908223 \r\nL 98.721823 699.753861 \r\nL 101.434512 699.521853 \r\nL 104.1472 698.693252 \r\nL 106.859888 703.664856 \r\nL 109.572577 697.599499 \r\nL 112.285265 694.251953 \r\nL 114.997954 696.273738 \r\nL 117.710642 704.394024 \r\nL 120.42333 702.604247 \r\nL 123.136019 702.736823 \r\nL 125.848707 702.836255 \r\nL 128.561396 704.493456 \r\nL 131.274084 701.676214 \r\nL 133.986772 701.14591 \r\nL 136.699461 704.791753 \r\nL 139.412149 703.399704 \r\nL 142.124837 704.824897 \r\nL 144.837526 706.382666 \r\nL 147.550214 705.189481 \r\nL 150.262903 706.58153 \r\nL 152.975591 707.178122 \r\nL 155.688279 707.24441 \r\nL 158.400968 707.509563 \r\nL 161.113656 708.835324 \r\nL 163.826344 709.233052 \r\nL 166.539033 707.907291 \r\nL 169.251721 709.29934 \r\nL 171.96441 709.498204 \r\nL 174.677098 709.829644 \r\nL 177.389786 708.934756 \r\nL 180.102475 709.001044 \r\nL 182.815163 708.769035 \r\nL 185.527852 708.172443 \r\nL 188.24054 708.106155 \r\nL 190.953228 707.642139 \r\nL 193.665917 707.708427 \r\nL 196.378605 707.907291 \r\nL 199.091293 706.25009 \r\nL 201.803982 707.211266 \r\nL 204.51667 706.714106 \r\nL 207.229359 705.951793 \r\nL 209.942047 706.018081 \r\nL 212.654735 705.951793 \r\nL 215.367424 706.018081 \r\nL 218.080112 705.156337 \r\nL 220.7928 705.686641 \r\nL 223.505489 707.277554 \r\nL 226.218177 707.178122 \r\nL 228.930866 707.973579 \r\nL 231.643554 706.316378 \r\nL 234.356242 706.979258 \r\nL 237.068931 707.277554 \r\nL 239.781619 706.382666 \r\nL 242.494308 705.322057 \r\nL 245.206996 705.984937 \r\nL 247.919684 706.051226 \r\nL 250.632373 705.123193 \r\nL 253.345061 705.554065 \r\nL 256.057749 703.698 \r\nL 258.770438 704.394024 \r\nL 261.483126 702.637391 \r\nL 264.195815 703.797432 \r\nL 266.908503 703.565424 \r\nL 269.621191 703.36656 \r\nL 272.33388 701.212198 \r\nL 275.046568 702.836255 \r\nL 277.759257 701.47735 \r\nL 280.471945 703.598568 \r\nL 283.184633 703.068263 \r\nL 285.897322 703.598568 \r\nL 288.61001 702.935687 \r\nL 291.322698 703.399704 \r\nL 294.035387 701.775646 \r\nL 296.748075 702.604247 \r\nL 299.460764 700.151589 \r\nL 302.173452 702.537959 \r\nL 304.88614 699.753861 \r\nL 307.598829 696.240594 \r\nL 310.311517 693.622216 \r\nL 313.024205 688.05402 \r\nL 315.736894 688.948909 \r\nL 318.449582 679.105134 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_33\">\r\n    <path d=\"M 36.465625 717.886957 \r\nL 36.465625 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_34\">\r\n    <path d=\"M 331.87739 717.886957 \r\nL 331.87739 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_35\">\r\n    <path d=\"M 36.465625 717.886957 \r\nL 331.87739 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_36\">\r\n    <path d=\"M 36.465625 540.626087 \r\nL 331.87739 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_90\">\r\n    <!-- speechiness -->\r\n    <defs>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(147.339007 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"115.576172\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"177.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"238.623047\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"293.603516\" xlink:href=\"#DejaVuSans-104\"/>\r\n     <use x=\"356.982422\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"384.765625\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"448.144531\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"509.667969\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"561.767578\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_8\">\r\n   <g id=\"patch_37\">\r\n    <path d=\"M 390.959743 717.886957 \r\nL 686.371507 717.886957 \r\nL 686.371507 540.626087 \r\nL 390.959743 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_15\">\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_91\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"401.674862\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_91\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(388.949862 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_92\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"455.928629\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_92\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(443.203629 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_93\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"510.182397\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_93\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(497.457397 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_94\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"564.436165\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_94\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(551.711165 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_47\">\r\n     <g id=\"line2d_95\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"618.689932\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_95\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(605.964932 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_48\">\r\n     <g id=\"line2d_96\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"672.9437\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_96\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(660.2187 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_16\">\r\n    <g id=\"ytick_42\">\r\n     <g id=\"line2d_97\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"716.881089\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_97\">\r\n      <!-- 0.3 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 720.680307)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_43\">\r\n     <g id=\"line2d_98\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"675.402004\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_98\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 679.201223)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_44\">\r\n     <g id=\"line2d_99\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"633.922919\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_99\">\r\n      <!-- 0.5 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 637.722138)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_45\">\r\n     <g id=\"line2d_100\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"592.443834\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_100\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 596.243053)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_46\">\r\n     <g id=\"line2d_101\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"390.959743\" xlink:href=\"#m1986637b3c\" y=\"550.964749\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_101\">\r\n      <!-- 0.7 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(368.056618 554.763968)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_102\">\r\n    <path clip-path=\"url(#p8e1683e6db)\" d=\"M 404.38755 662.336092 \r\nL 407.100239 613.598167 \r\nL 409.812927 586.636762 \r\nL 412.525615 553.868285 \r\nL 415.238304 568.800755 \r\nL 417.950992 638.070827 \r\nL 420.66368 548.683399 \r\nL 423.376369 616.086912 \r\nL 426.089057 568.178569 \r\nL 428.801746 567.141592 \r\nL 431.514434 594.102997 \r\nL 434.227122 589.125507 \r\nL 436.939811 568.800755 \r\nL 439.652499 599.287883 \r\nL 442.365187 611.731608 \r\nL 445.077876 591.406857 \r\nL 447.790564 581.037085 \r\nL 450.503253 624.79752 \r\nL 453.215941 598.665697 \r\nL 455.928629 574.607827 \r\nL 458.641318 638.070827 \r\nL 461.354006 651.344134 \r\nL 464.066695 613.598167 \r\nL 466.779383 607.791095 \r\nL 469.492071 619.197844 \r\nL 472.20476 709.829644 \r\nL 474.917448 624.79752 \r\nL 477.630136 665.239628 \r\nL 480.342825 680.379494 \r\nL 483.055513 599.702674 \r\nL 485.768202 679.964703 \r\nL 488.48089 669.387536 \r\nL 491.193578 679.135121 \r\nL 493.906267 665.447023 \r\nL 496.618955 648.025808 \r\nL 499.331643 630.189801 \r\nL 502.044332 624.382729 \r\nL 504.75702 633.300733 \r\nL 507.469709 638.278223 \r\nL 510.182397 617.953471 \r\nL 512.895085 626.249288 \r\nL 515.607774 598.458301 \r\nL 518.320462 609.86505 \r\nL 521.033151 603.021001 \r\nL 523.745839 593.480811 \r\nL 526.458527 586.221971 \r\nL 529.171216 603.228396 \r\nL 531.883904 600.947046 \r\nL 534.596592 603.850582 \r\nL 537.309281 599.080487 \r\nL 540.021969 597.628719 \r\nL 542.734658 584.148017 \r\nL 545.447346 588.08853 \r\nL 548.160034 586.221971 \r\nL 550.872723 593.480811 \r\nL 553.585411 588.503321 \r\nL 556.298099 585.184994 \r\nL 559.010788 586.429367 \r\nL 561.723476 573.985641 \r\nL 564.436165 572.533873 \r\nL 567.148853 584.977599 \r\nL 569.861541 579.585318 \r\nL 572.57423 585.599785 \r\nL 575.286918 592.858625 \r\nL 577.999607 598.665697 \r\nL 580.712295 604.472768 \r\nL 583.424983 611.731608 \r\nL 586.137672 601.361837 \r\nL 588.85036 610.27984 \r\nL 591.563048 614.84254 \r\nL 594.275737 603.643187 \r\nL 596.988425 599.910069 \r\nL 599.701114 601.154442 \r\nL 602.413802 614.84254 \r\nL 605.12649 611.939004 \r\nL 607.839179 604.057978 \r\nL 610.551867 607.791095 \r\nL 613.264555 606.339327 \r\nL 615.977244 604.887559 \r\nL 618.689932 602.60621 \r\nL 621.402621 605.924536 \r\nL 624.115309 612.353795 \r\nL 626.827997 615.672121 \r\nL 629.540686 618.160867 \r\nL 632.253374 618.160867 \r\nL 634.966063 624.79752 \r\nL 637.678751 627.908451 \r\nL 640.391439 625.212311 \r\nL 643.104128 631.019383 \r\nL 645.816816 623.138357 \r\nL 648.529504 645.537063 \r\nL 651.242193 650.514553 \r\nL 653.954881 652.795902 \r\nL 656.66757 651.966321 \r\nL 659.380258 667.106187 \r\nL 662.092946 672.498468 \r\nL 664.805635 674.987213 \r\nL 667.518323 659.847347 \r\nL 670.231011 647.196226 \r\nL 672.9437 640.144782 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_38\">\r\n    <path d=\"M 390.959743 717.886957 \r\nL 390.959743 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_39\">\r\n    <path d=\"M 686.371507 717.886957 \r\nL 686.371507 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_40\">\r\n    <path d=\"M 390.959743 717.886957 \r\nL 686.371507 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_41\">\r\n    <path d=\"M 390.959743 540.626087 \r\nL 686.371507 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_102\">\r\n    <!-- valence -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(515.285313 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"328.125\" xlink:href=\"#DejaVuSans-101\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_9\">\r\n   <g id=\"patch_42\">\r\n    <path d=\"M 745.45386 717.886957 \r\nL 1040.865625 717.886957 \r\nL 1040.865625 540.626087 \r\nL 745.45386 540.626087 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_17\">\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_103\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"756.168979\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_103\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(743.443979 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_104\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"810.422747\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_104\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(797.697747 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_105\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"864.676515\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_105\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(851.951515 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_106\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"918.930282\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_106\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(906.205282 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_107\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"973.18405\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_107\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(960.45905 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_108\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"1027.437818\" xlink:href=\"#m8a627a0885\" y=\"717.886957\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_108\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(1014.712818 732.485394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_18\">\r\n    <g id=\"ytick_47\">\r\n     <g id=\"line2d_109\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"711.930635\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_109\">\r\n      <!-- 0.40 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 715.729853)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_48\">\r\n     <g id=\"line2d_110\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"682.040353\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_110\">\r\n      <!-- 0.45 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 685.839572)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_49\">\r\n     <g id=\"line2d_111\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"652.150072\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_111\">\r\n      <!-- 0.50 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 655.949291)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_50\">\r\n     <g id=\"line2d_112\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"622.259791\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_112\">\r\n      <!-- 0.55 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 626.059009)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_51\">\r\n     <g id=\"line2d_113\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"592.369509\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_113\">\r\n      <!-- 0.60 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 596.168728)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_52\">\r\n     <g id=\"line2d_114\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"745.45386\" xlink:href=\"#m1986637b3c\" y=\"562.479228\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_114\">\r\n      <!-- 0.65 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(716.188235 566.278447)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_115\">\r\n    <path clip-path=\"url(#pc1b0e53d50)\" d=\"M 758.881668 696.590382 \r\nL 761.594356 664.106185 \r\nL 764.307045 611.223379 \r\nL 767.019733 623.064432 \r\nL 769.732421 609.173985 \r\nL 772.44511 617.300877 \r\nL 775.157798 562.503301 \r\nL 777.870486 634.397822 \r\nL 780.583175 564.269604 \r\nL 783.295863 645.943505 \r\nL 786.008552 618.617048 \r\nL 788.72124 616.251282 \r\nL 791.433928 590.117935 \r\nL 794.146617 634.315178 \r\nL 796.859305 620.248837 \r\nL 799.571993 632.422543 \r\nL 802.284682 618.142053 \r\nL 804.99737 659.932443 \r\nL 807.710059 644.323665 \r\nL 810.422747 639.213947 \r\nL 813.135435 663.841875 \r\nL 815.848124 672.586686 \r\nL 818.560812 671.580546 \r\nL 821.273501 647.915525 \r\nL 823.986189 640.175039 \r\nL 826.698877 709.829644 \r\nL 829.411566 668.65034 \r\nL 832.124254 688.069006 \r\nL 834.836942 687.048141 \r\nL 837.549631 657.271533 \r\nL 840.262319 676.202124 \r\nL 842.975008 674.473001 \r\nL 845.687696 690.269531 \r\nL 848.400384 672.098876 \r\nL 851.113073 658.018521 \r\nL 853.825761 661.18713 \r\nL 856.53845 647.706374 \r\nL 859.251138 663.158722 \r\nL 861.963826 658.806608 \r\nL 864.676515 659.716318 \r\nL 867.389203 658.603922 \r\nL 870.101891 652.626463 \r\nL 872.81458 660.321238 \r\nL 875.527268 648.212775 \r\nL 878.239957 649.249459 \r\nL 880.952645 650.016743 \r\nL 883.665333 653.07951 \r\nL 886.378022 651.863215 \r\nL 889.09071 657.830212 \r\nL 891.803398 646.567165 \r\nL 894.516087 649.448379 \r\nL 897.228775 639.687917 \r\nL 899.941464 644.048969 \r\nL 902.654152 639.87775 \r\nL 905.36684 637.971318 \r\nL 908.079529 632.539925 \r\nL 910.792217 629.855688 \r\nL 913.504906 625.378393 \r\nL 916.217594 615.19594 \r\nL 918.930282 617.573891 \r\nL 921.642971 627.119801 \r\nL 924.355659 612.856099 \r\nL 927.068347 623.435465 \r\nL 929.781036 628.360278 \r\nL 932.493724 617.178234 \r\nL 935.206413 625.423199 \r\nL 937.919101 626.437705 \r\nL 940.631789 625.210709 \r\nL 943.344478 621.045737 \r\nL 946.057166 625.138016 \r\nL 948.769854 615.54748 \r\nL 951.482543 613.99462 \r\nL 954.195231 607.614091 \r\nL 956.90792 616.645977 \r\nL 959.620608 613.313958 \r\nL 962.333296 597.318473 \r\nL 965.045985 605.540991 \r\nL 967.758673 596.633418 \r\nL 970.471362 600.591967 \r\nL 973.18405 598.921818 \r\nL 975.896738 600.778751 \r\nL 978.609427 605.145901 \r\nL 981.322115 606.338583 \r\nL 984.034803 608.951203 \r\nL 986.747492 606.537144 \r\nL 989.46018 611.233415 \r\nL 992.172869 613.394303 \r\nL 994.885557 602.286806 \r\nL 997.598245 612.182372 \r\nL 1000.310934 605.634129 \r\nL 1003.023622 616.388054 \r\nL 1005.73631 609.290338 \r\nL 1008.448999 604.9989 \r\nL 1011.161687 598.602141 \r\nL 1013.874376 597.74524 \r\nL 1016.587064 592.383627 \r\nL 1019.299752 585.02463 \r\nL 1022.012441 553.55399 \r\nL 1024.725129 565.937324 \r\nL 1027.437818 548.683399 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_43\">\r\n    <path d=\"M 745.45386 717.886957 \r\nL 745.45386 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_44\">\r\n    <path d=\"M 1040.865625 717.886957 \r\nL 1040.865625 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_45\">\r\n    <path d=\"M 745.45386 717.886957 \r\nL 1040.865625 717.886957 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_46\">\r\n    <path d=\"M 745.45386 540.626087 \r\nL 1040.865625 540.626087 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_115\">\r\n    <!-- danceability -->\r\n    <defs>\r\n     <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-98\"/>\r\n    </defs>\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(856.490368 534.626087)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\r\n     <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"365.917969\" xlink:href=\"#DejaVuSans-98\"/>\r\n     <use x=\"429.394531\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"457.177734\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"484.960938\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"512.744141\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"551.953125\" xlink:href=\"#DejaVuSans-121\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_10\">\r\n   <g id=\"patch_47\">\r\n    <path d=\"M 36.465625 930.6 \r\nL 331.87739 930.6 \r\nL 331.87739 753.33913 \r\nL 36.465625 753.33913 \r\nz\r\n\" style=\"fill:none;opacity:0;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_19\">\r\n    <g id=\"xtick_55\">\r\n     <g id=\"line2d_116\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"47.180744\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_116\">\r\n      <!-- 1920 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(34.455744 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_56\">\r\n     <g id=\"line2d_117\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"101.434512\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_117\">\r\n      <!-- 1940 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(88.709512 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_118\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"155.688279\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_118\">\r\n      <!-- 1960 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(142.963279 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_119\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"209.942047\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_119\">\r\n      <!-- 1980 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(197.217047 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_120\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"264.195815\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_120\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(251.470815 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g id=\"line2d_121\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"318.449582\" xlink:href=\"#m8a627a0885\" y=\"930.6\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_121\">\r\n      <!-- 2020 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(305.724582 945.198438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_20\">\r\n    <g id=\"ytick_53\">\r\n     <g id=\"line2d_122\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"925.298482\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_122\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(10.378125 929.0977)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_54\">\r\n     <g id=\"line2d_123\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"890.656875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_123\">\r\n      <!-- 105 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(10.378125 894.456093)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_55\">\r\n     <g id=\"line2d_124\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"856.015267\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_124\">\r\n      <!-- 110 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(10.378125 859.814486)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_56\">\r\n     <g id=\"line2d_125\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"821.37366\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_125\">\r\n      <!-- 115 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(10.378125 825.172879)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_57\">\r\n     <g id=\"line2d_126\">\r\n      <g>\r\n       <use style=\"fill:#ffffff;stroke:#ffffff;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#m1986637b3c\" y=\"786.732053\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_126\">\r\n      <!-- 120 -->\r\n      <g style=\"fill:#ffffff;\" transform=\"translate(10.378125 790.531272)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_127\">\r\n    <path clip-path=\"url(#p1bd8333018)\" d=\"M 49.893432 922.542688 \r\nL 52.606121 915.764149 \r\nL 55.318809 838.995169 \r\nL 58.031498 782.205374 \r\nL 60.744186 816.719804 \r\nL 63.456874 866.431491 \r\nL 66.169563 824.065557 \r\nL 68.882251 882.375826 \r\nL 71.59494 846.634403 \r\nL 74.307628 854.530143 \r\nL 77.020316 869.800679 \r\nL 79.733005 812.880695 \r\nL 82.445693 821.001736 \r\nL 85.158381 814.52649 \r\nL 87.87107 851.411983 \r\nL 90.583758 856.142462 \r\nL 93.296447 824.20617 \r\nL 96.009135 840.973028 \r\nL 98.721823 828.322836 \r\nL 101.434512 867.740527 \r\nL 104.1472 874.062942 \r\nL 106.859888 882.363468 \r\nL 109.572577 881.342282 \r\nL 112.285265 875.18641 \r\nL 114.997954 869.035828 \r\nL 117.710642 907.350451 \r\nL 120.42333 861.056584 \r\nL 123.136019 874.200609 \r\nL 125.848707 863.798533 \r\nL 128.561396 843.762611 \r\nL 131.274084 861.670777 \r\nL 133.986772 872.70471 \r\nL 136.699461 862.845356 \r\nL 139.412149 866.184401 \r\nL 142.124837 853.300356 \r\nL 144.837526 843.443936 \r\nL 147.550214 840.023842 \r\nL 150.262903 836.137747 \r\nL 152.975591 838.652166 \r\nL 155.688279 835.470342 \r\nL 158.400968 840.03586 \r\nL 161.113656 821.899873 \r\nL 163.826344 824.514975 \r\nL 166.539033 821.105981 \r\nL 169.251721 803.280221 \r\nL 171.96441 812.251825 \r\nL 174.677098 803.481152 \r\nL 177.389786 811.062323 \r\nL 180.102475 807.818237 \r\nL 182.815163 805.932878 \r\nL 185.527852 798.964251 \r\nL 188.24054 791.932829 \r\nL 190.953228 783.826572 \r\nL 193.665917 787.925373 \r\nL 196.378605 792.999891 \r\nL 199.091293 778.782071 \r\nL 201.803982 772.687511 \r\nL 204.51667 779.164573 \r\nL 207.229359 766.32524 \r\nL 209.942047 768.274738 \r\nL 212.654735 763.136432 \r\nL 215.367424 778.4041 \r\nL 218.080112 777.90489 \r\nL 220.7928 773.403788 \r\nL 223.505489 772.911268 \r\nL 226.218177 780.317155 \r\nL 228.930866 783.9154 \r\nL 231.643554 783.392838 \r\nL 234.356242 782.504409 \r\nL 237.068931 786.596854 \r\nL 239.781619 788.281538 \r\nL 242.494308 768.952512 \r\nL 245.206996 787.149239 \r\nL 247.919684 797.565277 \r\nL 250.632373 792.218799 \r\nL 253.345061 805.217258 \r\nL 256.057749 802.255134 \r\nL 258.770438 796.878455 \r\nL 261.483126 788.402038 \r\nL 264.195815 794.126845 \r\nL 266.908503 801.259347 \r\nL 269.621191 789.775668 \r\nL 272.33388 779.758452 \r\nL 275.046568 775.115503 \r\nL 277.759257 772.074119 \r\nL 280.471945 774.167639 \r\nL 283.184633 762.689929 \r\nL 285.897322 762.691883 \r\nL 288.61001 761.396443 \r\nL 291.322698 762.919651 \r\nL 294.035387 770.108893 \r\nL 296.748075 772.183708 \r\nL 299.460764 781.296969 \r\nL 302.173452 768.824636 \r\nL 304.88614 788.837535 \r\nL 307.598829 793.17301 \r\nL 310.311517 808.623626 \r\nL 313.024205 772.845445 \r\nL 315.736894 794.573784 \r\nL 318.449582 778.219198 \r\n\" style=\"fill:none;stroke:#1db954;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_48\">\r\n    <path d=\"M 36.465625 930.6 \r\nL 36.465625 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_49\">\r\n    <path d=\"M 331.87739 930.6 \r\nL 331.87739 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_50\">\r\n    <path d=\"M 36.465625 930.6 \r\nL 331.87739 930.6 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_51\">\r\n    <path d=\"M 36.465625 753.33913 \r\nL 331.87739 753.33913 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_127\">\r\n    <!-- tempo -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(164.802757 747.33913)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"100.732422\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"198.144531\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"261.621094\" xlink:href=\"#DejaVuSans-111\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"text_128\">\r\n   <!-- Audio Features Over Time -->\r\n   <defs>\r\n    <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n    <path id=\"DejaVuSans-32\"/>\r\n    <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n    <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n    <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n   </defs>\r\n   <g style=\"fill:#1db954;\" transform=\"translate(198.79375 45.192187)scale(0.5 -0.5)\">\r\n    <use xlink:href=\"#DejaVuSans-65\"/>\r\n    <use x=\"68.408203\" xlink:href=\"#DejaVuSans-117\"/>\r\n    <use x=\"131.787109\" xlink:href=\"#DejaVuSans-100\"/>\r\n    <use x=\"195.263672\" xlink:href=\"#DejaVuSans-105\"/>\r\n    <use x=\"223.046875\" xlink:href=\"#DejaVuSans-111\"/>\r\n    <use x=\"284.228516\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"316.015625\" xlink:href=\"#DejaVuSans-70\"/>\r\n    <use x=\"368.035156\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"429.558594\" xlink:href=\"#DejaVuSans-97\"/>\r\n    <use x=\"490.837891\" xlink:href=\"#DejaVuSans-116\"/>\r\n    <use x=\"530.046875\" xlink:href=\"#DejaVuSans-117\"/>\r\n    <use x=\"593.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n    <use x=\"632.289062\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"693.8125\" xlink:href=\"#DejaVuSans-115\"/>\r\n    <use x=\"745.912109\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"777.699219\" xlink:href=\"#DejaVuSans-79\"/>\r\n    <use x=\"856.410156\" xlink:href=\"#DejaVuSans-118\"/>\r\n    <use x=\"915.589844\" xlink:href=\"#DejaVuSans-101\"/>\r\n    <use x=\"977.113281\" xlink:href=\"#DejaVuSans-114\"/>\r\n    <use x=\"1018.226562\" xlink:href=\"#DejaVuSans-32\"/>\r\n    <use x=\"1050.013672\" xlink:href=\"#DejaVuSans-84\"/>\r\n    <use x=\"1107.972656\" xlink:href=\"#DejaVuSans-105\"/>\r\n    <use x=\"1135.755859\" xlink:href=\"#DejaVuSans-109\"/>\r\n    <use x=\"1233.167969\" xlink:href=\"#DejaVuSans-101\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pe619ebb10e\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"36.465625\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p072fdb3a07\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"390.959743\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p58c7e2b333\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"745.45386\" y=\"115.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p9cb225338d\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"36.465625\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p92f9c3ea86\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"390.959743\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pff0d895768\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"745.45386\" y=\"327.913043\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p58325c4f05\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"36.465625\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p8e1683e6db\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"390.959743\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pc1b0e53d50\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"745.45386\" y=\"540.626087\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p1bd8333018\">\r\n   <rect height=\"177.26087\" width=\"295.411765\" x=\"36.465625\" y=\"753.33913\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"\n",
"#graphs the average of each feature over time\n",
"def over_time_graphy(df):\n",
"    #turns the metric names into a list\n",
"    spot_metric_names=df.columns.to_list()\n",
"    ### plots graphs 4 by 3 with spotify colors\n",
"    fig = plt.figure(figsize=(18,15),facecolor='black')\n",
"\n",
"    fig.suptitle('Audio Features Over Time',fontsize=50,color='#1DB954')\n",
"    for i in range(1,11):\n",
"        ax=fig.add_subplot(4,3,i)\n",
"        ax.spines['bottom'].set_color('white')\n",
"        ax.spines['top'].set_color('white')\n",
"        ax.spines['right'].set_color('white')\n",
"        ax.spines['left'].set_color('white')\n",
"        ax.tick_params(axis='x', colors='white')\n",
"        ax.tick_params(axis='y', colors='white')\n",
"        ax.yaxis.label.set_color('white')\n",
"        ax.xaxis.label.set_color('white')\n",
"        ax.title.set_color('white')\n",
"        ax.patch.set_alpha(0)\n",
"        x=df.index\n",
"        y=df.iloc[:,i-1]\n",
"        plt.plot(x,y,c='#1DB954')\n",
"        plt.title(spot_metric_names[i-1])\n",
"    return plt.show()\n",
"over_time_graphy(annual_metrics_df)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"      acousticness  energy  instrumentalness  liveness  loudness  popularity  \\\n",
"year                                                                           \n",
"1946          0.98   0.167             0.653     0.136   -17.656         0.0   \n",
"\n",
"      speechiness  valence  danceability       tempo  \n",
"year                                                  \n",
"1946       0.0451    0.317      0.403515  102.590531  "
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>popularity</th>\n      <th>speechiness</th>\n      <th>valence</th>\n      <th>danceability</th>\n      <th>tempo</th>\n    </tr>\n    <tr>\n      <th>year</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1946</th>\n      <td>0.98</td>\n      <td>0.167</td>\n      <td>0.653</td>\n      <td>0.136</td>\n      <td>-17.656</td>\n      <td>0.0</td>\n      <td>0.0451</td>\n      <td>0.317</td>\n      <td>0.403515</td>\n      <td>102.590531</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 29
}
],
"source": [
"##### noticing the significant drop in valense around 1942, I\"m wondering if this could be because the war.a\n",
"\n",
"just_sad_year=annual_metrics_df.loc[annual_metrics_df['valence']==annual_metrics_df['valence'].min(),:]\n",
"\n",
"just_sad_year"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"        acousticness                                            artists  \\\n",
"655            0.993           ['Frédéric Chopin', 'Arthur Rubinstein']   \n",
"656            0.937  ['Johannes Brahms', 'Gregor Piatigorsky', 'Alf...   \n",
"657            0.989               ['Franz Schubert', 'Eugene Istomin']   \n",
"659            0.971  ['George Frideric Handel', 'The Liverpool Phil...   \n",
"661            0.529                ['Maurice Ravel', 'Pierre Monteux']   \n",
"...              ...                                                ...   \n",
"162547         0.907  ['George Frideric Handel', 'The Liverpool Phil...   \n",
"162549         0.958   ['University of North Texas Symphony Orchestra']   \n",
"162553         0.995             ['Claude Debussy', 'Robert Casadesus']   \n",
"162554         0.946  ['Giacomo Puccini', 'Luciano Pavarotti', 'Emer...   \n",
"162555         0.975  ['Igor Stravinsky', 'London Philharmonic Choir...   \n",
"\n",
"        danceability  duration_ms  energy  explicit                      id  \\\n",
"655            0.289       260173  0.0880         0  4ksdJGB1CachVl9I937uZI   \n",
"656            0.311       886640  0.1850         0  4l230yPKIYbPXMnY6snVXD   \n",
"657            0.238       363067  0.0876         0  4lMRzRq5IeWcTgPVG91quE   \n",
"659            0.499        29427  0.0939         0  4mBj1MyvPgXIs77sUU2M87   \n",
"661            0.230        72893  0.1620         0  4md5ckkdSH4n8yW9MKTwkl   \n",
"...              ...          ...     ...       ...                     ...   \n",
"162547         0.208       173067  0.0868         0  4edXohiz8y1AOwcCWFpbQx   \n",
"162549         0.195       196627  0.1590         0  4glwNrxxdLAuJJMAip78QD   \n",
"162553         0.386       171907  0.1440         0  4hkRRrr8PZtnQvAj8zXqRi   \n",
"162554         0.167       188373  0.2980         0  4iHancsAdLbjvV3kA0FFW3   \n",
"162555         0.167       402360  0.1090         0  4im11i5N03skhPYpO2J8MW   \n",
"\n",
"        instrumentalness  key  liveness  loudness  mode  \\\n",
"655             0.928000   11    0.1100   -22.613     1   \n",
"656             0.643000    0    0.1180   -15.806     1   \n",
"657             0.916000    6    0.0894   -23.670     1   \n",
"659             0.000017    7    0.2000   -22.778     1   \n",
"661             0.000405    8    0.3400   -18.945     0   \n",
"...                  ...  ...       ...       ...   ...   \n",
"162547          0.696000    9    0.2060   -21.738     1   \n",
"162549          0.873000    7    0.1360   -18.424     1   \n",
"162553          0.941000    9    0.1200   -20.495     0   \n",
"162554          0.000118    2    0.9610   -15.500     1   \n",
"162555          0.946000    3    0.1050   -21.774     1   \n",
"\n",
"                                                     name  popularity  \\\n",
"655                    Mazurkas, Op. 56: No. 1 in B Major           3   \n",
"656     Concerto in A Minor for Violin and Cello, Op. ...           0   \n",
"657     Four Impromtus, Op. 90, D. 899: No. 3. Andante...           1   \n",
"659     Messiah, HWV 56, Pt. 1: Then shall the eyes of...           0   \n",
"661     Valses nobles et sentimentales, M. 61: V. Pres...           0   \n",
"...                                                   ...         ...   \n",
"162547  Messiah, HWV 56, Pt. 1: For behold, darkness s...           0   \n",
"162549                                 มโนราห์: ภิรมย์รัก           1   \n",
"162553     2 Arabesques, L. 66: II. Allegretto Scherzando           0   \n",
"162554                             Turandot: Nessun dorma           1   \n",
"162555  Symphonie de Psaumes: 2. Expectans expectavi D...           0   \n",
"\n",
"       release_date  speechiness    tempo  valence  year  \n",
"655            1946       0.0427  109.662   0.1630  1946  \n",
"656            1946       0.0390  129.048   0.1790  1946  \n",
"657            1946       0.0322   64.225   0.0609  1946  \n",
"659            1946       0.0448  103.023   0.0588  1946  \n",
"661            1946       0.0383   93.503   0.2300  1946  \n",
"...             ...          ...      ...      ...   ...  \n",
"162547         1946       0.0403   99.595   0.0366  1946  \n",
"162549   1946-12-02       0.0323  102.958   0.0393  1946  \n",
"162553         1946       0.0464   80.871   0.3110  1946  \n",
"162554         1946       0.0891  172.142   0.2310  1946  \n",
"162555   1946-01-01       0.0368   81.062   0.0381  1946  \n",
"\n",
"[751 rows x 19 columns]"
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>artists</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>655</th>\n      <td>0.993</td>\n      <td>['Frédéric Chopin', 'Arthur Rubinstein']</td>\n      <td>0.289</td>\n      <td>260173</td>\n      <td>0.0880</td>\n      <td>0</td>\n      <td>4ksdJGB1CachVl9I937uZI</td>\n      <td>0.928000</td>\n      <td>11</td>\n      <td>0.1100</td>\n      <td>-22.613</td>\n      <td>1</td>\n      <td>Mazurkas, Op. 56: No. 1 in B Major</td>\n      <td>3</td>\n      <td>1946</td>\n      <td>0.0427</td>\n      <td>109.662</td>\n      <td>0.1630</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>656</th>\n      <td>0.937</td>\n      <td>['Johannes Brahms', 'Gregor Piatigorsky', 'Alf...</td>\n      <td>0.311</td>\n      <td>886640</td>\n      <td>0.1850</td>\n      <td>0</td>\n      <td>4l230yPKIYbPXMnY6snVXD</td>\n      <td>0.643000</td>\n      <td>0</td>\n      <td>0.1180</td>\n      <td>-15.806</td>\n      <td>1</td>\n      <td>Concerto in A Minor for Violin and Cello, Op. ...</td>\n      <td>0</td>\n      <td>1946</td>\n      <td>0.0390</td>\n      <td>129.048</td>\n      <td>0.1790</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>657</th>\n      <td>0.989</td>\n      <td>['Franz Schubert', 'Eugene Istomin']</td>\n      <td>0.238</td>\n      <td>363067</td>\n      <td>0.0876</td>\n      <td>0</td>\n      <td>4lMRzRq5IeWcTgPVG91quE</td>\n      <td>0.916000</td>\n      <td>6</td>\n      <td>0.0894</td>\n      <td>-23.670</td>\n      <td>1</td>\n      <td>Four Impromtus, Op. 90, D. 899: No. 3. Andante...</td>\n      <td>1</td>\n      <td>1946</td>\n      <td>0.0322</td>\n      <td>64.225</td>\n      <td>0.0609</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>659</th>\n      <td>0.971</td>\n      <td>['George Frideric Handel', 'The Liverpool Phil...</td>\n      <td>0.499</td>\n      <td>29427</td>\n      <td>0.0939</td>\n      <td>0</td>\n      <td>4mBj1MyvPgXIs77sUU2M87</td>\n      <td>0.000017</td>\n      <td>7</td>\n      <td>0.2000</td>\n      <td>-22.778</td>\n      <td>1</td>\n      <td>Messiah, HWV 56, Pt. 1: Then shall the eyes of...</td>\n      <td>0</td>\n      <td>1946</td>\n      <td>0.0448</td>\n      <td>103.023</td>\n      <td>0.0588</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>661</th>\n      <td>0.529</td>\n      <td>['Maurice Ravel', 'Pierre Monteux']</td>\n      <td>0.230</td>\n      <td>72893</td>\n      <td>0.1620</td>\n      <td>0</td>\n      <td>4md5ckkdSH4n8yW9MKTwkl</td>\n      <td>0.000405</td>\n      <td>8</td>\n      <td>0.3400</td>\n      <td>-18.945</td>\n      <td>0</td>\n      <td>Valses nobles et sentimentales, M. 61: V. Pres...</td>\n      <td>0</td>\n      <td>1946</td>\n      <td>0.0383</td>\n      <td>93.503</td>\n      <td>0.2300</td>\n      <td>1946</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    </tr>\n    <tr>\n      <th>162547</th>\n      <td>0.907</td>\n      <td>['George Frideric Handel', 'The Liverpool Phil...</td>\n      <td>0.208</td>\n      <td>173067</td>\n      <td>0.0868</td>\n      <td>0</td>\n      <td>4edXohiz8y1AOwcCWFpbQx</td>\n      <td>0.696000</td>\n      <td>9</td>\n      <td>0.2060</td>\n      <td>-21.738</td>\n      <td>1</td>\n      <td>Messiah, HWV 56, Pt. 1: For behold, darkness s...</td>\n      <td>0</td>\n      <td>1946</td>\n      <td>0.0403</td>\n      <td>99.595</td>\n      <td>0.0366</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>162549</th>\n      <td>0.958</td>\n      <td>['University of North Texas Symphony Orchestra']</td>\n      <td>0.195</td>\n      <td>196627</td>\n      <td>0.1590</td>\n      <td>0</td>\n      <td>4glwNrxxdLAuJJMAip78QD</td>\n      <td>0.873000</td>\n      <td>7</td>\n      <td>0.1360</td>\n      <td>-18.424</td>\n      <td>1</td>\n      <td>มโนราห์: ภิรมย์รัก</td>\n      <td>1</td>\n      <td>1946-12-02</td>\n      <td>0.0323</td>\n      <td>102.958</td>\n      <td>0.0393</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>162553</th>\n      <td>0.995</td>\n      <td>['Claude Debussy', 'Robert Casadesus']</td>\n      <td>0.386</td>\n      <td>171907</td>\n      <td>0.1440</td>\n      <td>0</td>\n      <td>4hkRRrr8PZtnQvAj8zXqRi</td>\n      <td>0.941000</td>\n      <td>9</td>\n      <td>0.1200</td>\n      <td>-20.495</td>\n      <td>0</td>\n      <td>2 Arabesques, L. 66: II. Allegretto Scherzando</td>\n      <td>0</td>\n      <td>1946</td>\n      <td>0.0464</td>\n      <td>80.871</td>\n      <td>0.3110</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>162554</th>\n      <td>0.946</td>\n      <td>['Giacomo Puccini', 'Luciano Pavarotti', 'Emer...</td>\n      <td>0.167</td>\n      <td>188373</td>\n      <td>0.2980</td>\n      <td>0</td>\n      <td>4iHancsAdLbjvV3kA0FFW3</td>\n      <td>0.000118</td>\n      <td>2</td>\n      <td>0.9610</td>\n      <td>-15.500</td>\n      <td>1</td>\n      <td>Turandot: Nessun dorma</td>\n      <td>1</td>\n      <td>1946</td>\n      <td>0.0891</td>\n      <td>172.142</td>\n      <td>0.2310</td>\n      <td>1946</td>\n    </tr>\n    <tr>\n      <th>162555</th>\n      <td>0.975</td>\n      <td>['Igor Stravinsky', 'London Philharmonic Choir...</td>\n      <td>0.167</td>\n      <td>402360</td>\n      <td>0.1090</td>\n      <td>0</td>\n      <td>4im11i5N03skhPYpO2J8MW</td>\n      <td>0.946000</td>\n      <td>3</td>\n      <td>0.1050</td>\n      <td>-21.774</td>\n      <td>1</td>\n      <td>Symphonie de Psaumes: 2. Expectans expectavi D...</td>\n      <td>0</td>\n      <td>1946-01-01</td>\n      <td>0.0368</td>\n      <td>81.062</td>\n      <td>0.0381</td>\n      <td>1946</td>\n    </tr>\n  </tbody>\n</table>\n<p>751 rows × 19 columns</p>\n</div>"
},
"metadata": {},
"execution_count": 37
}
],
"source": [
"### sad songs in 1946\n",
"\n",
"xo=just_sad_year['valence'].values\n",
"sad_value=xo[0]\n",
"\n",
"\n",
"four_six=kaggle_spot_df.loc[(kaggle_spot_df['year']==1946)&(kaggle_spot_df['valence']<sad_value),:]\n",
"\n",
"four_six\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"      acousticness  danceability  energy  instrumentalness  liveness  \\\n",
"year                                                                   \n",
"1929        0.9295         0.688   0.237               0.0    0.1815   \n",
"\n",
"      loudness  popularity  speechiness  valence       tempo  \n",
"year                                                          \n",
"1929   -17.929         0.0         0.28   0.6585  111.353988  "
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>popularity</th>\n      <th>speechiness</th>\n      <th>valence</th>\n      <th>tempo</th>\n    </tr>\n    <tr>\n      <th>year</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1929</th>\n      <td>0.9295</td>\n      <td>0.688</td>\n      <td>0.237</td>\n      <td>0.0</td>\n      <td>0.1815</td>\n      <td>-17.929</td>\n      <td>0.0</td>\n      <td>0.28</td>\n      <td>0.6585</td>\n      <td>111.353988</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 6
}
],
"source": [
"#Based on the graph above, lets look at the peak year for speechiness\n",
"\n",
"speech_peak= annual_metrics_df.loc[annual_metrics_df['speechiness']==annual_metrics_df['speechiness'].max(),:]\n",
"speech_peak"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"        acousticness                                            artists  \\\n",
"0              0.995                                ['Carl Woitschach']   \n",
"1              0.994           ['Robert Schumann', 'Vladimir Horowitz']   \n",
"2              0.604                            ['Seweryn Goszczyński']   \n",
"3              0.995                               ['Francisco Canaro']   \n",
"4              0.990           ['Frédéric Chopin', 'Vladimir Horowitz']   \n",
"...              ...                                                ...   \n",
"161665         0.994           ['Robert Schumann', 'Vladimir Horowitz']   \n",
"161666         0.990  ['Gioachino Rossini', 'Koloman von Pataky', 'U...   \n",
"161667         0.994           ['Frédéric Chopin', 'Vladimir Horowitz']   \n",
"161668         0.492                              ['Shungi Music Crew']   \n",
"161669         0.863                                  ['Jeanne Aubert']   \n",
"\n",
"        danceability  duration_ms  energy  explicit                      id  \\\n",
"0              0.708       158648  0.1950         0  6KbQ3uYMLKb5jDxLF7wYDD   \n",
"1              0.379       282133  0.0135         0  6KuQTIu1KoTTkLXKrwlLPV   \n",
"2              0.749       104300  0.2200         0  6L63VW0PibdM1HDSBoqnoM   \n",
"3              0.781       180760  0.1300         0  6M94FkXd15sOAOQYRnWPN8   \n",
"4              0.210       687733  0.2040         0  6N6tiFZ9vLTSOIxkj8qKrd   \n",
"...              ...          ...     ...       ...                     ...   \n",
"161665         0.277       490133  0.0123         0  6IZSVbI8WfOgrigjLS8CA9   \n",
"161666         0.283       229882  0.1930         0  6IdRKwi1hzkekoqPDd0MIL   \n",
"161667         0.382       461347  0.2050         0  6JFq3aShxlO5CyF2FrYXCr   \n",
"161668         0.771       370341  0.8180         0  6Jg1cMlHS3xaexvhjXcWGT   \n",
"161669         0.716       180427  0.3550         0  6KTZGu8EXCvYat8Y0qbEll   \n",
"\n",
"        instrumentalness  key  liveness  loudness  mode  \\\n",
"0               0.563000   10    0.1510   -12.428     1   \n",
"1               0.901000    8    0.0763   -28.454     1   \n",
"2               0.000000    5    0.1190   -19.924     0   \n",
"3               0.887000    1    0.1110   -14.734     0   \n",
"4               0.908000   11    0.0980   -16.829     1   \n",
"...                  ...  ...       ...       ...   ...   \n",
"161665          0.943000    5    0.0755   -28.133     0   \n",
"161666          0.000033    0    0.4590   -13.608     1   \n",
"161667          0.907000   11    0.6960   -17.035     1   \n",
"161668          0.810000    9    0.3480    -6.214     0   \n",
"161669          0.395000    7    0.1060   -13.225     1   \n",
"\n",
"                                                     name  popularity  \\\n",
"0                             Singende Bataillone 1. Teil           0   \n",
"1                Fantasiestücke, Op. 111: Più tosto lento           0   \n",
"2                          Chapter 1.18 - Zamek kaniowski           0   \n",
"3           Bebamos Juntos - Instrumental (Remasterizado)           0   \n",
"4             Polonaise-Fantaisie in A-Flat Major, Op. 61           1   \n",
"...                                                   ...         ...   \n",
"161665  Concerto Without Orchestra (Grand Sonata No. 3...           0   \n",
"161666    Il barbiere di Siviglia: Ecco, ridente in cielo           0   \n",
"161667                   Scherzo No. 1 in B Minor, Op. 20           0   \n",
"161668                                      Cant Be There           0   \n",
"161669                                      Place Blanche           0   \n",
"\n",
"       release_date  speechiness    tempo  valence  year  \n",
"0              1928       0.0506  118.469   0.7790  1928  \n",
"1              1928       0.0462   83.972   0.0767  1928  \n",
"2              1928       0.9290  107.177   0.8800  1928  \n",
"3        1928-09-25       0.0926  108.003   0.7200  1928  \n",
"4              1928       0.0424   62.149   0.0693  1928  \n",
"...             ...          ...      ...      ...   ...  \n",
"161665         1928       0.0561   82.057   0.0946  1928  \n",
"161666   1928-01-01       0.0568   79.161   0.2620  1928  \n",
"161667         1928       0.0407  105.782   0.1180  1928  \n",
"161668   1928-08-20       0.0663  122.202   0.4550  1928  \n",
"161669         1928       0.2060  126.758   0.8870  1928  \n",
"\n",
"[1183 rows x 19 columns]"
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>artists</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.995</td>\n      <td>['Carl Woitschach']</td>\n      <td>0.708</td>\n      <td>158648</td>\n      <td>0.1950</td>\n      <td>0</td>\n      <td>6KbQ3uYMLKb5jDxLF7wYDD</td>\n      <td>0.563000</td>\n      <td>10</td>\n      <td>0.1510</td>\n      <td>-12.428</td>\n      <td>1</td>\n      <td>Singende Bataillone 1. Teil</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0506</td>\n      <td>118.469</td>\n      <td>0.7790</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.994</td>\n      <td>['Robert Schumann', 'Vladimir Horowitz']</td>\n      <td>0.379</td>\n      <td>282133</td>\n      <td>0.0135</td>\n      <td>0</td>\n      <td>6KuQTIu1KoTTkLXKrwlLPV</td>\n      <td>0.901000</td>\n      <td>8</td>\n      <td>0.0763</td>\n      <td>-28.454</td>\n      <td>1</td>\n      <td>Fantasiestücke, Op. 111: Più tosto lento</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0462</td>\n      <td>83.972</td>\n      <td>0.0767</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.604</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.749</td>\n      <td>104300</td>\n      <td>0.2200</td>\n      <td>0</td>\n      <td>6L63VW0PibdM1HDSBoqnoM</td>\n      <td>0.000000</td>\n      <td>5</td>\n      <td>0.1190</td>\n      <td>-19.924</td>\n      <td>0</td>\n      <td>Chapter 1.18 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.9290</td>\n      <td>107.177</td>\n      <td>0.8800</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.995</td>\n      <td>['Francisco Canaro']</td>\n      <td>0.781</td>\n      <td>180760</td>\n      <td>0.1300</td>\n      <td>0</td>\n      <td>6M94FkXd15sOAOQYRnWPN8</td>\n      <td>0.887000</td>\n      <td>1</td>\n      <td>0.1110</td>\n      <td>-14.734</td>\n      <td>0</td>\n      <td>Bebamos Juntos - Instrumental (Remasterizado)</td>\n      <td>0</td>\n      <td>1928-09-25</td>\n      <td>0.0926</td>\n      <td>108.003</td>\n      <td>0.7200</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.990</td>\n      <td>['Frédéric Chopin', 'Vladimir Horowitz']</td>\n      <td>0.210</td>\n      <td>687733</td>\n      <td>0.2040</td>\n      <td>0</td>\n      <td>6N6tiFZ9vLTSOIxkj8qKrd</td>\n      <td>0.908000</td>\n      <td>11</td>\n      <td>0.0980</td>\n      <td>-16.829</td>\n      <td>1</td>\n      <td>Polonaise-Fantaisie in A-Flat Major, Op. 61</td>\n      <td>1</td>\n      <td>1928</td>\n      <td>0.0424</td>\n      <td>62.149</td>\n      <td>0.0693</td>\n      <td>1928</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    </tr>\n    <tr>\n      <th>161665</th>\n      <td>0.994</td>\n      <td>['Robert Schumann', 'Vladimir Horowitz']</td>\n      <td>0.277</td>\n      <td>490133</td>\n      <td>0.0123</td>\n      <td>0</td>\n      <td>6IZSVbI8WfOgrigjLS8CA9</td>\n      <td>0.943000</td>\n      <td>5</td>\n      <td>0.0755</td>\n      <td>-28.133</td>\n      <td>0</td>\n      <td>Concerto Without Orchestra (Grand Sonata No. 3...</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0561</td>\n      <td>82.057</td>\n      <td>0.0946</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161666</th>\n      <td>0.990</td>\n      <td>['Gioachino Rossini', 'Koloman von Pataky', 'U...</td>\n      <td>0.283</td>\n      <td>229882</td>\n      <td>0.1930</td>\n      <td>0</td>\n      <td>6IdRKwi1hzkekoqPDd0MIL</td>\n      <td>0.000033</td>\n      <td>0</td>\n      <td>0.4590</td>\n      <td>-13.608</td>\n      <td>1</td>\n      <td>Il barbiere di Siviglia: Ecco, ridente in cielo</td>\n      <td>0</td>\n      <td>1928-01-01</td>\n      <td>0.0568</td>\n      <td>79.161</td>\n      <td>0.2620</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161667</th>\n      <td>0.994</td>\n      <td>['Frédéric Chopin', 'Vladimir Horowitz']</td>\n      <td>0.382</td>\n      <td>461347</td>\n      <td>0.2050</td>\n      <td>0</td>\n      <td>6JFq3aShxlO5CyF2FrYXCr</td>\n      <td>0.907000</td>\n      <td>11</td>\n      <td>0.6960</td>\n      <td>-17.035</td>\n      <td>1</td>\n      <td>Scherzo No. 1 in B Minor, Op. 20</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0407</td>\n      <td>105.782</td>\n      <td>0.1180</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161668</th>\n      <td>0.492</td>\n      <td>['Shungi Music Crew']</td>\n      <td>0.771</td>\n      <td>370341</td>\n      <td>0.8180</td>\n      <td>0</td>\n      <td>6Jg1cMlHS3xaexvhjXcWGT</td>\n      <td>0.810000</td>\n      <td>9</td>\n      <td>0.3480</td>\n      <td>-6.214</td>\n      <td>0</td>\n      <td>Cant Be There</td>\n      <td>0</td>\n      <td>1928-08-20</td>\n      <td>0.0663</td>\n      <td>122.202</td>\n      <td>0.4550</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161669</th>\n      <td>0.863</td>\n      <td>['Jeanne Aubert']</td>\n      <td>0.716</td>\n      <td>180427</td>\n      <td>0.3550</td>\n      <td>0</td>\n      <td>6KTZGu8EXCvYat8Y0qbEll</td>\n      <td>0.395000</td>\n      <td>7</td>\n      <td>0.1060</td>\n      <td>-13.225</td>\n      <td>1</td>\n      <td>Place Blanche</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.2060</td>\n      <td>126.758</td>\n      <td>0.8870</td>\n      <td>1928</td>\n    </tr>\n  </tbody>\n</table>\n<p>1183 rows × 19 columns</p>\n</div>"
},
"metadata": {},
"execution_count": 13
}
],
"source": [
"### ok, lets look at all songs in that outlier year that are more speech than average\n",
"\n",
"\n",
"two_nine=kaggle_spot_df.loc[kaggle_spot_df['year']==1928,:]\n",
"\n",
"\n",
"two_nine\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"        acousticness                  artists  danceability  duration_ms  \\\n",
"161590         0.845  ['Seweryn Goszczyński']         0.702       103500   \n",
"161618         0.794  ['Seweryn Goszczyński']         0.630       110300   \n",
"\n",
"        energy  explicit                      id  instrumentalness  key  \\\n",
"161590   0.195         0  5hfh3Q5mdKVyIfx2hkxey2               0.0    1   \n",
"161618   0.261         0  5vwiIUF6Kq64QPP3mQ8IUN               0.0    1   \n",
"\n",
"        liveness  loudness  mode                           name  popularity  \\\n",
"161590     0.165   -20.090     0  Chapter 3.6 - Zamek kaniowski           0   \n",
"161618     0.225   -19.624     1  Chapter 2.2 - Zamek kaniowski           0   \n",
"\n",
"       release_date  speechiness    tempo  valence  year  \n",
"161590         1928        0.963   53.395    0.758  1928  \n",
"161618         1928        0.963  168.771    0.648  1928  "
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>artists</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>161590</th>\n      <td>0.845</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.702</td>\n      <td>103500</td>\n      <td>0.195</td>\n      <td>0</td>\n      <td>5hfh3Q5mdKVyIfx2hkxey2</td>\n      <td>0.0</td>\n      <td>1</td>\n      <td>0.165</td>\n      <td>-20.090</td>\n      <td>0</td>\n      <td>Chapter 3.6 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.963</td>\n      <td>53.395</td>\n      <td>0.758</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161618</th>\n      <td>0.794</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.630</td>\n      <td>110300</td>\n      <td>0.261</td>\n      <td>0</td>\n      <td>5vwiIUF6Kq64QPP3mQ8IUN</td>\n      <td>0.0</td>\n      <td>1</td>\n      <td>0.225</td>\n      <td>-19.624</td>\n      <td>1</td>\n      <td>Chapter 2.2 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.963</td>\n      <td>168.771</td>\n      <td>0.648</td>\n      <td>1928</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 15
}
],
"source": [
"## looks at the speechiest song\n",
"\n",
"most_speechy_song=two_nine.loc[two_nine['speechiness']==two_nine['speechiness'].max(),:]\n",
"\n",
"most_speechy_song"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"        acousticness                                            artists  \\\n",
"2              0.604                            ['Seweryn Goszczyński']   \n",
"3              0.995                               ['Francisco Canaro']   \n",
"5              0.995         ['Felix Mendelssohn', 'Vladimir Horowitz']   \n",
"8              0.995                     ['Francisco Canaro', 'Charlo']   \n",
"9              0.846                            ['Seweryn Goszczyński']   \n",
"...              ...                                                ...   \n",
"161658         0.992                                ['Ignacio Corsini']   \n",
"161665         0.994           ['Robert Schumann', 'Vladimir Horowitz']   \n",
"161666         0.990  ['Gioachino Rossini', 'Koloman von Pataky', 'U...   \n",
"161668         0.492                              ['Shungi Music Crew']   \n",
"161669         0.863                                  ['Jeanne Aubert']   \n",
"\n",
"        danceability  duration_ms  energy  explicit                      id  \\\n",
"2              0.749       104300  0.2200         0  6L63VW0PibdM1HDSBoqnoM   \n",
"3              0.781       180760  0.1300         0  6M94FkXd15sOAOQYRnWPN8   \n",
"5              0.424       352600  0.1200         0  6NxAf7M8DNHOBTmEd3JSO5   \n",
"8              0.683       162493  0.2070         0  6OaJ8Bh7lsBeYoBmwmo2nh   \n",
"9              0.674       111600  0.2050         0  6PrZexNb16cabXR8Q418Xc   \n",
"...              ...          ...     ...       ...                     ...   \n",
"161658         0.442       155667  0.2280         0  6ESRly7Y9zlnkuHzbMJMvM   \n",
"161665         0.277       490133  0.0123         0  6IZSVbI8WfOgrigjLS8CA9   \n",
"161666         0.283       229882  0.1930         0  6IdRKwi1hzkekoqPDd0MIL   \n",
"161668         0.771       370341  0.8180         0  6Jg1cMlHS3xaexvhjXcWGT   \n",
"161669         0.716       180427  0.3550         0  6KTZGu8EXCvYat8Y0qbEll   \n",
"\n",
"        instrumentalness  key  liveness  loudness  mode  \\\n",
"2               0.000000    5    0.1190   -19.924     0   \n",
"3               0.887000    1    0.1110   -14.734     0   \n",
"5               0.911000    6    0.0915   -19.242     0   \n",
"8               0.206000    9    0.3370    -9.801     0   \n",
"9               0.000000    9    0.1700   -20.119     1   \n",
"...                  ...  ...       ...       ...   ...   \n",
"161658          0.944000    8    0.1110   -22.663     1   \n",
"161665          0.943000    5    0.0755   -28.133     0   \n",
"161666          0.000033    0    0.4590   -13.608     1   \n",
"161668          0.810000    9    0.3480    -6.214     0   \n",
"161669          0.395000    7    0.1060   -13.225     1   \n",
"\n",
"                                                     name  popularity  \\\n",
"2                          Chapter 1.18 - Zamek kaniowski           0   \n",
"3           Bebamos Juntos - Instrumental (Remasterizado)           0   \n",
"5                             Scherzo a capriccio: Presto           0   \n",
"8                        Moneda Corriente - Remasterizado           0   \n",
"9                           Chapter 1.3 - Zamek kaniowski           0   \n",
"...                                                   ...         ...   \n",
"161658                      Altar Criollo - Remasterizado           0   \n",
"161665  Concerto Without Orchestra (Grand Sonata No. 3...           0   \n",
"161666    Il barbiere di Siviglia: Ecco, ridente in cielo           0   \n",
"161668                                      Cant Be There           0   \n",
"161669                                      Place Blanche           0   \n",
"\n",
"       release_date  speechiness    tempo  valence  year  \n",
"2              1928       0.9290  107.177   0.8800  1928  \n",
"3        1928-09-25       0.0926  108.003   0.7200  1928  \n",
"5              1928       0.0593   63.521   0.2660  1928  \n",
"8        1928-10-03       0.1270  119.833   0.4930  1928  \n",
"9              1928       0.9540   81.249   0.7590  1928  \n",
"...             ...          ...      ...      ...   ...  \n",
"161658   1928-05-14       0.0631   74.539   0.8170  1928  \n",
"161665         1928       0.0561   82.057   0.0946  1928  \n",
"161666   1928-01-01       0.0568   79.161   0.2620  1928  \n",
"161668   1928-08-20       0.0663  122.202   0.4550  1928  \n",
"161669         1928       0.2060  126.758   0.8870  1928  \n",
"\n",
"[590 rows x 19 columns]"
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>artists</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>0.604</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.749</td>\n      <td>104300</td>\n      <td>0.2200</td>\n      <td>0</td>\n      <td>6L63VW0PibdM1HDSBoqnoM</td>\n      <td>0.000000</td>\n      <td>5</td>\n      <td>0.1190</td>\n      <td>-19.924</td>\n      <td>0</td>\n      <td>Chapter 1.18 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.9290</td>\n      <td>107.177</td>\n      <td>0.8800</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.995</td>\n      <td>['Francisco Canaro']</td>\n      <td>0.781</td>\n      <td>180760</td>\n      <td>0.1300</td>\n      <td>0</td>\n      <td>6M94FkXd15sOAOQYRnWPN8</td>\n      <td>0.887000</td>\n      <td>1</td>\n      <td>0.1110</td>\n      <td>-14.734</td>\n      <td>0</td>\n      <td>Bebamos Juntos - Instrumental (Remasterizado)</td>\n      <td>0</td>\n      <td>1928-09-25</td>\n      <td>0.0926</td>\n      <td>108.003</td>\n      <td>0.7200</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0.995</td>\n      <td>['Felix Mendelssohn', 'Vladimir Horowitz']</td>\n      <td>0.424</td>\n      <td>352600</td>\n      <td>0.1200</td>\n      <td>0</td>\n      <td>6NxAf7M8DNHOBTmEd3JSO5</td>\n      <td>0.911000</td>\n      <td>6</td>\n      <td>0.0915</td>\n      <td>-19.242</td>\n      <td>0</td>\n      <td>Scherzo a capriccio: Presto</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0593</td>\n      <td>63.521</td>\n      <td>0.2660</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>0.995</td>\n      <td>['Francisco Canaro', 'Charlo']</td>\n      <td>0.683</td>\n      <td>162493</td>\n      <td>0.2070</td>\n      <td>0</td>\n      <td>6OaJ8Bh7lsBeYoBmwmo2nh</td>\n      <td>0.206000</td>\n      <td>9</td>\n      <td>0.3370</td>\n      <td>-9.801</td>\n      <td>0</td>\n      <td>Moneda Corriente - Remasterizado</td>\n      <td>0</td>\n      <td>1928-10-03</td>\n      <td>0.1270</td>\n      <td>119.833</td>\n      <td>0.4930</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0.846</td>\n      <td>['Seweryn Goszczyński']</td>\n      <td>0.674</td>\n      <td>111600</td>\n      <td>0.2050</td>\n      <td>0</td>\n      <td>6PrZexNb16cabXR8Q418Xc</td>\n      <td>0.000000</td>\n      <td>9</td>\n      <td>0.1700</td>\n      <td>-20.119</td>\n      <td>1</td>\n      <td>Chapter 1.3 - Zamek kaniowski</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.9540</td>\n      <td>81.249</td>\n      <td>0.7590</td>\n      <td>1928</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    </tr>\n    <tr>\n      <th>161658</th>\n      <td>0.992</td>\n      <td>['Ignacio Corsini']</td>\n      <td>0.442</td>\n      <td>155667</td>\n      <td>0.2280</td>\n      <td>0</td>\n      <td>6ESRly7Y9zlnkuHzbMJMvM</td>\n      <td>0.944000</td>\n      <td>8</td>\n      <td>0.1110</td>\n      <td>-22.663</td>\n      <td>1</td>\n      <td>Altar Criollo - Remasterizado</td>\n      <td>0</td>\n      <td>1928-05-14</td>\n      <td>0.0631</td>\n      <td>74.539</td>\n      <td>0.8170</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161665</th>\n      <td>0.994</td>\n      <td>['Robert Schumann', 'Vladimir Horowitz']</td>\n      <td>0.277</td>\n      <td>490133</td>\n      <td>0.0123</td>\n      <td>0</td>\n      <td>6IZSVbI8WfOgrigjLS8CA9</td>\n      <td>0.943000</td>\n      <td>5</td>\n      <td>0.0755</td>\n      <td>-28.133</td>\n      <td>0</td>\n      <td>Concerto Without Orchestra (Grand Sonata No. 3...</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.0561</td>\n      <td>82.057</td>\n      <td>0.0946</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161666</th>\n      <td>0.990</td>\n      <td>['Gioachino Rossini', 'Koloman von Pataky', 'U...</td>\n      <td>0.283</td>\n      <td>229882</td>\n      <td>0.1930</td>\n      <td>0</td>\n      <td>6IdRKwi1hzkekoqPDd0MIL</td>\n      <td>0.000033</td>\n      <td>0</td>\n      <td>0.4590</td>\n      <td>-13.608</td>\n      <td>1</td>\n      <td>Il barbiere di Siviglia: Ecco, ridente in cielo</td>\n      <td>0</td>\n      <td>1928-01-01</td>\n      <td>0.0568</td>\n      <td>79.161</td>\n      <td>0.2620</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161668</th>\n      <td>0.492</td>\n      <td>['Shungi Music Crew']</td>\n      <td>0.771</td>\n      <td>370341</td>\n      <td>0.8180</td>\n      <td>0</td>\n      <td>6Jg1cMlHS3xaexvhjXcWGT</td>\n      <td>0.810000</td>\n      <td>9</td>\n      <td>0.3480</td>\n      <td>-6.214</td>\n      <td>0</td>\n      <td>Cant Be There</td>\n      <td>0</td>\n      <td>1928-08-20</td>\n      <td>0.0663</td>\n      <td>122.202</td>\n      <td>0.4550</td>\n      <td>1928</td>\n    </tr>\n    <tr>\n      <th>161669</th>\n      <td>0.863</td>\n      <td>['Jeanne Aubert']</td>\n      <td>0.716</td>\n      <td>180427</td>\n      <td>0.3550</td>\n      <td>0</td>\n      <td>6KTZGu8EXCvYat8Y0qbEll</td>\n      <td>0.395000</td>\n      <td>7</td>\n      <td>0.1060</td>\n      <td>-13.225</td>\n      <td>1</td>\n      <td>Place Blanche</td>\n      <td>0</td>\n      <td>1928</td>\n      <td>0.2060</td>\n      <td>126.758</td>\n      <td>0.8870</td>\n      <td>1928</td>\n    </tr>\n  </tbody>\n</table>\n<p>590 rows × 19 columns</p>\n</div>"
},
"metadata": {},
"execution_count": 17
}
],
"source": [
"#### some speechy songs\n",
"\n",
"xyz =two_nine.loc[two_nine['speechiness']>two_nine['speechiness'].median(),:]\n",
"xyz"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"                                                    acousticness  \\\n",
"artists                                                            \n",
"['Agustin Magaldi']                                            2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']                   14   \n",
"['Allen Shaw']                                                 1   \n",
"['Arletty']                                                    1   \n",
"['Benny Goodman Big Band']                                     1   \n",
"...                                                          ...   \n",
"['The Collince']                                               1   \n",
"['Thomas Arne', 'John Heddle Nash']                            1   \n",
"['Toy Souljah']                                                1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...             1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']               2   \n",
"\n",
"                                                    danceability  duration_ms  \\\n",
"artists                                                                         \n",
"['Agustin Magaldi']                                            2            2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']                   14           14   \n",
"['Allen Shaw']                                                 1            1   \n",
"['Arletty']                                                    1            1   \n",
"['Benny Goodman Big Band']                                     1            1   \n",
"...                                                          ...          ...   \n",
"['The Collince']                                               1            1   \n",
"['Thomas Arne', 'John Heddle Nash']                            1            1   \n",
"['Toy Souljah']                                                1            1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...             1            1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']               2            2   \n",
"\n",
"                                                    energy  explicit  id  \\\n",
"artists                                                                    \n",
"['Agustin Magaldi']                                      2         2   2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']             14        14  14   \n",
"['Allen Shaw']                                           1         1   1   \n",
"['Arletty']                                              1         1   1   \n",
"['Benny Goodman Big Band']                               1         1   1   \n",
"...                                                    ...       ...  ..   \n",
"['The Collince']                                         1         1   1   \n",
"['Thomas Arne', 'John Heddle Nash']                      1         1   1   \n",
"['Toy Souljah']                                          1         1   1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...       1         1   1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']         2         2   2   \n",
"\n",
"                                                    instrumentalness  key  \\\n",
"artists                                                                     \n",
"['Agustin Magaldi']                                                2    2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']                       14   14   \n",
"['Allen Shaw']                                                     1    1   \n",
"['Arletty']                                                        1    1   \n",
"['Benny Goodman Big Band']                                         1    1   \n",
"...                                                              ...  ...   \n",
"['The Collince']                                                   1    1   \n",
"['Thomas Arne', 'John Heddle Nash']                                1    1   \n",
"['Toy Souljah']                                                    1    1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...                 1    1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']                   2    2   \n",
"\n",
"                                                    liveness  loudness  mode  \\\n",
"artists                                                                        \n",
"['Agustin Magaldi']                                        2         2     2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']               14        14    14   \n",
"['Allen Shaw']                                             1         1     1   \n",
"['Arletty']                                                1         1     1   \n",
"['Benny Goodman Big Band']                                 1         1     1   \n",
"...                                                      ...       ...   ...   \n",
"['The Collince']                                           1         1     1   \n",
"['Thomas Arne', 'John Heddle Nash']                        1         1     1   \n",
"['Toy Souljah']                                            1         1     1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...         1         1     1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']           2         2     2   \n",
"\n",
"                                                    name  popularity  \\\n",
"artists                                                                \n",
"['Agustin Magaldi']                                    2           2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']           14          14   \n",
"['Allen Shaw']                                         1           1   \n",
"['Arletty']                                            1           1   \n",
"['Benny Goodman Big Band']                             1           1   \n",
"...                                                  ...         ...   \n",
"['The Collince']                                       1           1   \n",
"['Thomas Arne', 'John Heddle Nash']                    1           1   \n",
"['Toy Souljah']                                        1           1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...     1           1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']       2           2   \n",
"\n",
"                                                    release_date  speechiness  \\\n",
"artists                                                                         \n",
"['Agustin Magaldi']                                            2            2   \n",
"['Alexander Scriabin', 'Vladimir Horowitz']                   14           14   \n",
"['Allen Shaw']                                                 1            1   \n",
"['Arletty']                                                    1            1   \n",
"['Benny Goodman Big Band']                                     1            1   \n",
"...                                                          ...          ...   \n",
"['The Collince']                                               1            1   \n",
"['Thomas Arne', 'John Heddle Nash']                            1            1   \n",
"['Toy Souljah']                                                1            1   \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...             1            1   \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']               2            2   \n",
"\n",
"                                                    tempo  valence  year  \n",
"artists                                                                   \n",
"['Agustin Magaldi']                                     2        2     2  \n",
"['Alexander Scriabin', 'Vladimir Horowitz']            14       14    14  \n",
"['Allen Shaw']                                          1        1     1  \n",
"['Arletty']                                             1        1     1  \n",
"['Benny Goodman Big Band']                              1        1     1  \n",
"...                                                   ...      ...   ...  \n",
"['The Collince']                                        1        1     1  \n",
"['Thomas Arne', 'John Heddle Nash']                     1        1     1  \n",
"['Toy Souljah']                                         1        1     1  \n",
"['Wolfgang Amadeus Mozart', 'Koloman von Pataky...      1        1     1  \n",
"['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']        2        2     2  \n",
"\n",
"[82 rows x 18 columns]"
],
"text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>explicit</th>\n      <th>id</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>release_date</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>valence</th>\n      <th>year</th>\n    </tr>\n    <tr>\n      <th>artists</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>['Agustin Magaldi']</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>['Alexander Scriabin', 'Vladimir Horowitz']</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>['Allen Shaw']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Arletty']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Benny Goodman Big Band']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</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>['The Collince']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Thomas Arne', 'John Heddle Nash']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Toy Souljah']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Wolfgang Amadeus Mozart', 'Koloman von Pataky', 'Unknown Orchestra']</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>['Wolfgang Amadeus Mozart', 'Vladimir Horowitz']</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>82 rows × 18 columns</p>\n</div>"
},
"metadata": {},
"execution_count": 19
}
],
"source": [
"abc=xyz.groupby('artists').count()\n",
"abc\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
]
}